From 9427560f9844e22c0f2864c6e09083512ab69030 Mon Sep 17 00:00:00 2001
From: Paul Keen <125715+pftg@users.noreply.github.com>
Date: Thu, 20 Aug 2026 23:58:02 +0200
Subject: [PATCH 1/8] fix(seo): both page-1 posts were serving Google a
 truncated SERP entry
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Two posts rank page-one and take almost no clicks: `solid queue vs
sidekiq` at position 5.2 with 0.86% CTR (116 impressions, 1 click), and
`simplecov` at 10.3 with 0.87% (115 impressions, 1 click). Expected CTR
at position 5 is roughly 6%.

I assumed by analogy to the Kamal post that this was a weak title, then
read the RENDERED output instead of the source, and the real defect was
mechanical.

`layouts/partials/seo/enhanced-meta-tags.html` truncates a blog title to
45 chars (:14), appends " | JetThoughts Blog", then truncates the whole
string at 60 with an ellipsis (:8, :22). A title over 45 therefore gets
cut twice and lands in the SERP trailing an ellipsis AFTER the brand:

  before: Solid Queue vs Sidekiq: Complete Comparison | JetThoughts…
  after:  Solid Queue vs Sidekiq: When Each Wins | JetThoughts Blog

  before: How we configure Simplecov for our Ruby on | JetThoughts…
  after:  How to Configure SimpleCov in Rails | JetThoughts Blog

That is also WHY the pipeline's "title <= 45 chars" rule exists - a rule
I had been following without knowing the mechanism.

Descriptions were broken independently. Solid Queue's ran 162 chars and
lost "included." to the 160 cap. SimpleCov's ended in a literal "..." in
the source file - a dev.to import artifact, since dev.to truncates
descriptions near 100 chars and the importer carried the ellipsis into
our meta tag verbatim.

Both descriptions now answer the query instead of listing the contents,
and both render whole.

Content untouched. Solid Queue is 2,161 words and did not need it;
SimpleCov is 561 words and DOES look thin against SimpleCov's own docs
at position 10 - flagged, not fixed here, because that is a rewrite
rather than a snippet fix.

Also in this commit: the 2026-08-20 P0 gate override recorded in 20.09,
so a later session reads the content sprint as a deliberate call rather
than a gate nobody checked.

Verified in rendered HTML, not source: bin/hugo-build 8/8 validators,
zero ellipsis in either title or description.
---
 .../index.md                                     |  4 ++--
 .../index.md                                     |  4 ++--
 .../20.09-content-plan-revision-aug-2026.md      | 16 ++++++++++++++++
 3 files changed, 20 insertions(+), 4 deletions(-)

diff --git a/content/blog/how-we-configure-simplecov-for-our-ruby-on-rails-projects/index.md b/content/blog/how-we-configure-simplecov-for-our-ruby-on-rails-projects/index.md
index 7276790f7..2a1ac7612 100644
--- a/content/blog/how-we-configure-simplecov-for-our-ruby-on-rails-projects/index.md
+++ b/content/blog/how-we-configure-simplecov-for-our-ruby-on-rails-projects/index.md
@@ -4,8 +4,8 @@ source: dev_to
 remote_id: 1673284
 dev_to_id: 1673284
 dev_to_url: https://dev.to/jetthoughts/how-we-configure-simplecov-for-our-ruby-on-rails-projects-3hlp
-title: How we configure Simplecov for our Ruby on Rails projects.
-description: Here's a step-by-step guide to setting up simplecov with explanations of what each part of the code...
+title: "How to Configure SimpleCov in Rails"
+description: "A working SimpleCov config for Rails, line by line: what each setting does, which filters actually matter, and why your coverage number moves when you add one."
 date: 2023-11-21
 created_at: '2023-11-21T07:40:02Z'
 edited_at: '2024-11-25T15:39:48Z'
diff --git a/content/blog/solid-queue-vs-sidekiq-complete-comparison/index.md b/content/blog/solid-queue-vs-sidekiq-complete-comparison/index.md
index 84f0c88e0..8a08105e0 100644
--- a/content/blog/solid-queue-vs-sidekiq-complete-comparison/index.md
+++ b/content/blog/solid-queue-vs-sidekiq-complete-comparison/index.md
@@ -1,9 +1,9 @@
 ---
 cover_image: "cover.png"
-title: "Solid Queue vs Sidekiq: Complete Comparison Guide for Rails Background Jobs"
+title: "Solid Queue vs Sidekiq: When Each Wins"
 slug: solid-queue-vs-sidekiq-complete-comparison
 date: 2025-09-26T00:00:00Z
-description: "Comprehensive comparison of Solid Queue and Sidekiq for Rails background job processing. Performance benchmarks, migration guide, and decision framework included."
+description: "Solid Queue runs jobs in your database and drops Redis. Sidekiq keeps Redis and its throughput. Which one fits comes down to job volume and ops appetite."
 summary: "Compare Solid Queue vs Sidekiq for Rails background jobs. Database-backed vs Redis-based architectures, performance trade-offs, migration strategies, and when to choose each solution."
 author: "JetThoughts Team"
 draft: false
diff --git a/docs/projects/2510-seo-content-strategy/20-29-strategy/20.09-content-plan-revision-aug-2026.md b/docs/projects/2510-seo-content-strategy/20-29-strategy/20.09-content-plan-revision-aug-2026.md
index 03f189b4a..7120cfb3b 100644
--- a/docs/projects/2510-seo-content-strategy/20-29-strategy/20.09-content-plan-revision-aug-2026.md
+++ b/docs/projects/2510-seo-content-strategy/20-29-strategy/20.09-content-plan-revision-aug-2026.md
@@ -58,6 +58,22 @@ configuration the bet prohibits.
 
 If a session has capacity for exactly one thing this week, it is keeping the LinkedIn drafts flowing + #29 the moment tooling lands - not a new post.
 
+### ⚠ Gate overridden by Paul, 2026-08-20 - one post, on his instruction
+
+The gate above was checked against the live backlog before writing anything, and
+it had **not** cleared. Two of the four P0 rows had moved since this section was
+written: browser access was restored, and card #29 ran a third sourcing pass the
+same day. It returned **zero fresh rows**, and the finding was about the venue
+rather than tooling - IndieHackers' <=30-day stream is launch announcements,
+success retrospectives and competitor rescue shops marketing at each other.
+`backlog.md:92` now reads "19 of 25 verified, all 19 dropped - 6 unverifiable -
+0 send-ready. The v1 list is closed." #12 is still blocked (`:116`).
+
+So outreach was *more* stalled than when this plan was written, not less. Paul
+was shown that evidence and directed a post anyway. Recorded here so a later
+session reads this as a deliberate override rather than a gate nobody checked -
+the gate itself still stands for the next sprint, and the P0 rows are unchanged.
+
 ---
 
 ## 2. Real capacity (plan against this, not against ambition)

From 3eebf269e3edabaeef465846d90f65c7fa4de57c Mon Sep 17 00:00:00 2001
From: Paul Keen <125715+pftg@users.noreply.github.com>
Date: Fri, 21 Aug 2026 00:12:27 +0200
Subject: [PATCH 2/8] fix(seo): stop truncating post titles twice - 454 of 614
 shipped an ellipsis
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Paul authorised dropping the brand suffix if it helped. It does, and the
underlying bug was arithmetic the template contradicted itself on.

`enhanced-meta-tags.html` cut a post title to 45, appended
" | JetThoughts Blog" (19 chars) for 64, then cut the result again at 60.
45 + 19 = 64 > 60 ALWAYS, so any title of 42+ characters was truncated
twice and reached the SERP trailing an ellipsis after the brand name:

  How we configure Simplecov for our Ruby on | JetThoughts…
  Solid Queue vs Sidekiq: Complete Comparison | JetThoughts…
  Insights from Zapier's CTO on Managing Remote…

The template's own two constants could never both hold. Its effective
safe length was 41 chars, not the 45 the code implied - which is also
why the blog pipeline's "title <= 45" rule exists, a rule I had been
following without knowing the mechanism.

Measured before the change: 454 of 614 posts (74%) carried titles over
45 chars. After: of 690 rendered post titles, exactly ONE still contains
an ellipsis - "Why AI Hasn't Blown Our Minds…Yet", where it is deliberate
punctuation.

Fix is structural rather than numeric: truncate EXACTLY once. Post titles
take the full 60 with no brand suffix; the second length guard moved
inside the non-blog branch, where the suffix is still appended and still
needs it. Google appends the site name itself when it wants one.

Diagnosis note, because the wrong answer was convincing: reading the
source suggested the blog branch already handled this. Rendered output
disagreed. Two probe markers in the template proved the second truncate
was firing on top of the first - the branch was right and ran twice.
Source-reading would have shipped a no-op.

Gates: bin/hugo-build 8/8 validators. `bin/qtest --changed` reports no
visual-affecting changes, correctly - title and meta tags move no pixels.
og:title and twitter:title verified to follow the same clean string.
---
 layouts/partials/seo/enhanced-meta-tags.html | 18 ++++++++++++------
 1 file changed, 12 insertions(+), 6 deletions(-)

diff --git a/layouts/partials/seo/enhanced-meta-tags.html b/layouts/partials/seo/enhanced-meta-tags.html
index e938aeee7..37e01a140 100644
--- a/layouts/partials/seo/enhanced-meta-tags.html
+++ b/layouts/partials/seo/enhanced-meta-tags.html
@@ -7,19 +7,25 @@
 {{- $titleSuffix := " | JetThoughts" -}}
 {{- $maxTitleLength := 60 -}}
 
+{{/* Truncate EXACTLY once. The old code cut a post title to 45, appended
+     " | JetThoughts Blog" (19 chars) for 64, then cut the result again at
+     60 - so any title of 42+ chars shipped an ellipsis AFTER the brand:
+     "How we configure Simplecov for our Ruby on | JetThoughts…".
+     454 of 614 posts were over 45 chars on 2026-08-21, and both of the
+     page-1 posts we were fixing rendered that way at 0.86% CTR.
+     Post titles now carry no brand suffix and get the whole 60; Google
+     appends the site name itself when it wants one. */}}
 {{- if eq .Section "blog" -}}
   {{- if .IsSection -}}
     {{- $title = "Expert Software Development Blog - 540+ Articles | JT" -}}
   {{- else -}}
-    {{- $blogTitle := .Title | truncate 45 "" -}}
-    {{- $title = printf "%s | JetThoughts Blog" $blogTitle -}}
+    {{- $title = .Title | truncate $maxTitleLength "" -}}
   {{- end -}}
 {{- else -}}
   {{- $title = printf "%s%s" .Title $titleSuffix -}}
-{{- end -}}
-
-{{- if gt (len $title) $maxTitleLength -}}
-  {{- $title = $title | truncate $maxTitleLength "…" -}}
+  {{- if gt (len $title) $maxTitleLength -}}
+    {{- $title = $title | truncate $maxTitleLength "…" -}}
+  {{- end -}}
 {{- end -}}
 
 <title>{{ $title }}</title>

From 2fa1bcc2e32946675e835b8319209b0afc3d5cc2 Mon Sep 17 00:00:00 2001
From: Paul Keen <125715+pftg@users.noreply.github.com>
Date: Fri, 21 Aug 2026 00:19:19 +0200
Subject: [PATCH 3/8] fix(seo): rebuild 141 meta descriptions the dev.to import
 left mid-sentence

234 of 615 posts served Google a description ending in a bare '...'.
The cause is structural: 529 posts (86% of the blog) came from dev.to,
which truncates its description near 100 chars, and the importer copied
that ellipsis into our frontmatter verbatim.

The full sentence is almost always still in the post body, so these are
rebuilt from the body's first real prose - headings, code fences, images
and list markers skipped.

STRICT on purpose: a description is only written when whole sentences
fit the 158-char budget. My first attempt fell back to a word-boundary
cut and I inspected the output before shipping it - roughly a quarter
ended in dangling phrases:

  "...and create not just a good headline, but a catchy one? No matter
   what your content type is, and if you're either writing a small"
  "...to get the results you envisioned for your"

That is worse than the ellipsis it replaced, because nothing signals to
the reader that the text was cut. So the rule is now sentence-boundary
or skip.

Cost of the stricter rule: 141 rebuilt instead of 220, and 92 left for a
human rather than auto-filled badly. Verified mechanically across all
141 written: zero end in '...', zero end without terminal punctuation.

Remaining 92 need a written description - they are posts whose opening
prose has no complete sentence inside the budget. Not attempted here.

bin/hugo-build: 8/8 validators.
---
 .../4-lines-speed-up-your-rails-test-suite-on-circleci/index.md | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 content/blog/anonymous-block-argument-in-ruby-tutorial/index.md | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../avoid-data-migrations-in-schema-for-rails-ruby/index.md     | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../blog/custom-templates-for-rails-scaffolding-ruby/index.md   | 2 +-
 content/blog/data-migrations-with-rails-ruby/index.md           | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../blog/direct-upload-with-rails-dropzonejs-webdev/index.md    | 2 +-
 .../index.md                                                    | 2 +-
 .../efficient-percentile-ranking-in-postgresql-webdev/index.md  | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 content/blog/enum-validation-in-ruby-on-rails-71/index.md       | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../blog/finding-right-co-founder-guide-for-startups/index.md   | 2 +-
 .../index.md                                                    | 2 +-
 .../blog/generating-random-strings-with-ruby-webdev/index.md    | 2 +-
 .../blog/git-minimum-for-effective-project-development/index.md | 2 +-
 .../help-shepherd-count-sheep-in-elixir-programming/index.md    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../how-handle-remote-services-in-tests-rails-tutorial/index.md | 2 +-
 .../index.md                                                    | 2 +-
 .../how-have-clean-css-structure-with-rscssitcss-rscss/index.md | 2 +-
 .../how-influence-decision-makers-startup-tutorial/index.md     | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 content/blog/how-learn-ruby-tutorial/index.md                   | 2 +-
 content/blog/how-live-in-social-media-matrix/index.md           | 2 +-
 .../blog/how-make-vertically-scrollable-in-css-html/index.md    | 2 +-
 content/blog/how-send-custom-email-content-types/index.md       | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 content/blog/how-use-linear-gradient-in-css-html/index.md       | 2 +-
 content/blog/how-use-nth-child-in-css-html/index.md             | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../implementing-instant-search-dynamic-forms-infinite/index.md | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 content/blog/its-time-for-active-job-ruby-rails/index.md        | 2 +-
 .../jason-meller-welcomes-1password-rails-foundation/index.md   | 2 +-
 .../index.md                                                    | 2 +-
 .../blog/kamal-integration-in-rails-8-by-default-ruby/index.md  | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 content/blog/mock-everything-good-way-sink-tdd-testing/index.md | 2 +-
 content/blog/more-control-over-enum-in-rails-71-webdev/index.md | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../over-complicated-pricing-could-kill-sales-process/index.md  | 2 +-
 content/blog/overnight-success-of-kalshi/index.md               | 2 +-
 .../index.md                                                    | 2 +-
 .../practical-guide-writing-introductions-introduction/index.md | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../react-ruby-on-rails-without-any-gems-typescript/index.md    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../blog/rscss-styling-css-without-losing-your-sanity/index.md  | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 content/blog/sales-pre-pmf-should-be-done-by-founders/index.md  | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../blog/simpler-way-set-content-types-in-rails-ruby/index.md   | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 content/blog/stimulus-keyboard-event-filter/index.md            | 2 +-
 .../index.md                                                    | 2 +-
 content/blog/streamlined-startup-development-team/index.md      | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 content/blog/troubleshooting-ruby-build-tutorial/index.md       | 2 +-
 content/blog/turbocharge-your-rails-apps-with-smart/index.md    | 2 +-
 .../ultimate-guide-hiring-ruby-on-rails-developers/index.md     | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 content/blog/weekly-ruby-roundup-highlights-from-4/index.md     | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 content/blog/what-founder-mode-really-means/index.md            | 2 +-
 content/blog/what-non-tech-founders-often-miss/index.md         | 2 +-
 content/blog/what-ruby-on-rails-middleware/index.md             | 2 +-
 content/blog/who-blame-when-project-fails-blamegame/index.md    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 .../index.md                                                    | 2 +-
 141 files changed, 141 insertions(+), 141 deletions(-)

diff --git a/content/blog/4-lines-speed-up-your-rails-test-suite-on-circleci/index.md b/content/blog/4-lines-speed-up-your-rails-test-suite-on-circleci/index.md
index 6a208bc4a..ddddd887b 100644
--- a/content/blog/4-lines-speed-up-your-rails-test-suite-on-circleci/index.md
+++ b/content/blog/4-lines-speed-up-your-rails-test-suite-on-circleci/index.md
@@ -5,7 +5,7 @@ remote_id: 1880171
 dev_to_id: 1880171
 dev_to_url: https://dev.to/jetthoughts/4-lines-to-speed-up-your-rails-test-suite-on-circleci-32lp
 title: 4 lines to Speed Up your Rails Test Suite on CircleCI
-description: Most of our projects have a big code base of assets which dramatically reduce not only browser page...
+description: "Most of our projects have a big code base of assets which dramatically reduce not only browser page rendering but also increase passing test suites."
 created_at: '2024-06-07T09:15:36Z'
 edited_at: '2024-11-26T16:02:31Z'
 draft: false
diff --git a/content/blog/5-free-tools-make-sales-process-easier-leadgeneration/index.md b/content/blog/5-free-tools-make-sales-process-easier-leadgeneration/index.md
index 3975d06af..f6ce6a154 100644
--- a/content/blog/5-free-tools-make-sales-process-easier-leadgeneration/index.md
+++ b/content/blog/5-free-tools-make-sales-process-easier-leadgeneration/index.md
@@ -5,7 +5,7 @@ remote_id: 1852719
 dev_to_id: 1852719
 dev_to_url: https://dev.to/jetthoughts/5-free-tools-to-make-the-sales-process-easier-3ad4
 title: 5 Free tools to make the sales process easier
-description: What if I told you that there is no need to spend all your budget on super modern CRMs and...
+description: "What if I told you that there is no need to spend all your budget on super modern CRMs and expensive sales tools in order to start getting your first leads?"
 date: 2024-05-14
 created_at: '2024-05-14T13:47:15Z'
 edited_at: '2024-11-26T16:05:19Z'
diff --git a/content/blog/5-steps-add-remote-modals-your-rails-app-javascript-ruby/index.md b/content/blog/5-steps-add-remote-modals-your-rails-app-javascript-ruby/index.md
index 132ac0273..8619b6050 100644
--- a/content/blog/5-steps-add-remote-modals-your-rails-app-javascript-ruby/index.md
+++ b/content/blog/5-steps-add-remote-modals-your-rails-app-javascript-ruby/index.md
@@ -5,7 +5,7 @@ remote_id: 1877543
 dev_to_id: 1877543
 dev_to_url: https://dev.to/jetthoughts/5-steps-to-add-remote-modals-to-your-rails-app-2n05
 title: 5 Steps to Add Remote Modals to Your Rails App
-description: Sometimes you don't want to write big JavaScript application just to have working remote modals in...
+description: "Sometimes you don’t want to write big JavaScript application just to have working remote modals in your rails application."
 created_at: '2024-06-05T05:41:45Z'
 edited_at: '2024-11-26T16:03:46Z'
 draft: false
diff --git a/content/blog/anonymous-block-argument-in-ruby-tutorial/index.md b/content/blog/anonymous-block-argument-in-ruby-tutorial/index.md
index 6d9040252..ec051edfb 100644
--- a/content/blog/anonymous-block-argument-in-ruby-tutorial/index.md
+++ b/content/blog/anonymous-block-argument-in-ruby-tutorial/index.md
@@ -5,7 +5,7 @@ remote_id: 1739418
 dev_to_id: 1739418
 dev_to_url: https://dev.to/jetthoughts/anonymous-block-argument-in-ruby-bp1
 title: Anonymous block argument in Ruby
-description: In the Ruby programming language, it is possible to use default block parameters instead of...
+description: "In the Ruby programming language, it is possible to use default block parameters instead of variables."
 created_at: '2024-01-23T20:09:24Z'
 edited_at: '2024-11-25T15:39:39Z'
 date: 2024-01-23
diff --git a/content/blog/automated-delivery-react-vue-app-for-each-pull-request-ci/index.md b/content/blog/automated-delivery-react-vue-app-for-each-pull-request-ci/index.md
index e4b65c3c9..bf66dd5e5 100644
--- a/content/blog/automated-delivery-react-vue-app-for-each-pull-request-ci/index.md
+++ b/content/blog/automated-delivery-react-vue-app-for-each-pull-request-ci/index.md
@@ -5,7 +5,7 @@ remote_id: 1852564
 dev_to_id: 1852564
 dev_to_url: https://dev.to/jetthoughts/automated-delivery-react-vue-app-for-each-pull-request-3e81
 title: Automated delivery React / Vue app for each Pull Request.
-description: Would you like to speed up the development process of your React / Vue application? Make it more...
+description: "Would you like to speed up the development process of your React / Vue application? Make it more predictable and transparent for clients and teammates?"
 created_at: '2024-05-14T11:29:22Z'
 edited_at: '2024-11-26T16:05:56Z'
 draft: false
diff --git a/content/blog/automating-ssl-certificate-generation-with-traefik-kamal-step-by-guide/index.md b/content/blog/automating-ssl-certificate-generation-with-traefik-kamal-step-by-guide/index.md
index a3659e07f..d736e1faa 100644
--- a/content/blog/automating-ssl-certificate-generation-with-traefik-kamal-step-by-guide/index.md
+++ b/content/blog/automating-ssl-certificate-generation-with-traefik-kamal-step-by-guide/index.md
@@ -5,7 +5,7 @@ remote_id: 1966362
 dev_to_id: 1966362
 dev_to_url: https://dev.to/jetthoughts/automating-ssl-certificate-generation-with-traefik-and-kamal-a-step-by-step-guide-27a3
 title: 'Automating SSL Certificate Generation with Traefik and Kamal: A Step-by-Step Guide'
-description: In this guide, we'll explore how to configure Traefik with Kamal to automatically obtain and manage...
+description: "In this guide, we'll explore how to configure Traefik with Kamal to automatically obtain and manage SSL certificates for your Ruby on Rails application."
 created_at: '2024-08-20T09:22:37Z'
 edited_at: '2024-11-25T15:32:37Z'
 draft: false
diff --git a/content/blog/avoid-data-migrations-in-schema-for-rails-ruby/index.md b/content/blog/avoid-data-migrations-in-schema-for-rails-ruby/index.md
index 0f1fbf1b6..a70cc0a05 100644
--- a/content/blog/avoid-data-migrations-in-schema-for-rails-ruby/index.md
+++ b/content/blog/avoid-data-migrations-in-schema-for-rails-ruby/index.md
@@ -5,7 +5,7 @@ remote_id: 1877645
 dev_to_id: 1877645
 dev_to_url: https://dev.to/jetthoughts/avoid-data-migrations-in-the-schema-migrations-for-rails-5hdi
 title: Avoid data migrations in the schema migrations for Rails
-description: Avoid data migrations in the schema migrations for Rails   Could you re-run all migrations...
+description: "Could you re-run all migrations in the project? How often were you required to fix them while production was under fire?"
 date: 2024-06-05
 created_at: '2024-06-05T06:44:55Z'
 edited_at: '2024-11-26T16:02:51Z'
diff --git a/content/blog/behavior-of-stringifykeys-in-upcoming-version-rails-has-changed-ruby/index.md b/content/blog/behavior-of-stringifykeys-in-upcoming-version-rails-has-changed-ruby/index.md
index 62c3e9adc..3756ccbd4 100644
--- a/content/blog/behavior-of-stringifykeys-in-upcoming-version-rails-has-changed-ruby/index.md
+++ b/content/blog/behavior-of-stringifykeys-in-upcoming-version-rails-has-changed-ruby/index.md
@@ -5,7 +5,7 @@ remote_id: 2157632
 dev_to_id: 2157632
 dev_to_url: https://dev.to/jetthoughts/the-behavior-of-stringifykeys-in-the-upcoming-version-of-rails-has-changed-67h
 title: The behavior of stringify_keys in the upcoming version of Rails has changed.
-description: A new Rails update fixes how the stringify_keys handles different types of hash keys. This change...
+description: "A new Rails update fixes how the stringifykeys handles different types of hash keys. This change makes the code more reliable and consistent."
 date: 2024-12-15
 created_at: '2024-12-15T12:48:42Z'
 edited_at: '2024-12-16T11:37:04Z'
diff --git a/content/blog/cleaning-routines-keep-your-project-without-bugs-agile/index.md b/content/blog/cleaning-routines-keep-your-project-without-bugs-agile/index.md
index b219fb83f..3d4ea5525 100644
--- a/content/blog/cleaning-routines-keep-your-project-without-bugs-agile/index.md
+++ b/content/blog/cleaning-routines-keep-your-project-without-bugs-agile/index.md
@@ -5,7 +5,7 @@ remote_id: 1852630
 dev_to_id: 1852630
 dev_to_url: https://dev.to/jetthoughts/cleaning-routines-to-keep-your-project-without-bugs-167f
 title: Cleaning routines to keep your project without bugs
-description: How to manage problems with your project? How to understand how buggy it is and address the issues...
+description: "How to manage problems with your project? How to understand how buggy it is and address the issues properly?"
 created_at: '2024-05-14T12:46:10Z'
 edited_at: '2024-11-26T16:05:27Z'
 draft: false
diff --git a/content/blog/collecting-javascript-code-coverage-with-capybara-in-ruby-on-rails-application-testing/index.md b/content/blog/collecting-javascript-code-coverage-with-capybara-in-ruby-on-rails-application-testing/index.md
index cdf0d2c46..39a9bef25 100644
--- a/content/blog/collecting-javascript-code-coverage-with-capybara-in-ruby-on-rails-application-testing/index.md
+++ b/content/blog/collecting-javascript-code-coverage-with-capybara-in-ruby-on-rails-application-testing/index.md
@@ -5,7 +5,7 @@ remote_id: 1852568
 dev_to_id: 1852568
 dev_to_url: https://dev.to/jetthoughts/collecting-javascript-code-coverage-with-capybara-in-ruby-on-rails-application-2b97
 title: Collecting JavaScript code coverage with Capybara in Ruby on Rails application
-description: Having JavaScript code covered by Capybara system tests, can we utilize them for the code...
+description: "We want to be sure that all code responsible for key user journey scenarios of our app is covered with tests."
 created_at: '2024-05-14T11:32:21Z'
 edited_at: '2024-11-26T16:05:54Z'
 date: 2024-05-14
diff --git a/content/blog/cross-platform-development-using-reactxp-react-javascript/index.md b/content/blog/cross-platform-development-using-reactxp-react-javascript/index.md
index fdd8742a6..d03f04cc7 100644
--- a/content/blog/cross-platform-development-using-reactxp-react-javascript/index.md
+++ b/content/blog/cross-platform-development-using-reactxp-react-javascript/index.md
@@ -5,7 +5,7 @@ remote_id: 1853624
 dev_to_id: 1853624
 dev_to_url: https://dev.to/jetthoughts/cross-platform-development-using-reactxp-3poc
 title: Cross-platform development using ReactXP
-description: Cross-platform development using ReactXP   Startups with limited resources trying to reduce...
+description: "Startups with limited resources trying to reduce cost on delivering their apps to both web and mobile platforms."
 created_at: '2024-05-15T07:48:27Z'
 edited_at: '2024-11-26T16:04:05Z'
 draft: false
diff --git a/content/blog/custom-templates-for-rails-scaffolding-ruby/index.md b/content/blog/custom-templates-for-rails-scaffolding-ruby/index.md
index b770923fa..2707f83b9 100644
--- a/content/blog/custom-templates-for-rails-scaffolding-ruby/index.md
+++ b/content/blog/custom-templates-for-rails-scaffolding-ruby/index.md
@@ -5,7 +5,7 @@ remote_id: 1212480
 dev_to_id: 1212480
 dev_to_url: https://dev.to/jetthoughts/custom-templates-for-rails-scaffolding-4ge0
 title: Custom templates for Rails scaffolding
-description: Rails has a very handy tool for rapid development called scaffolding. Often programmers ignore it,...
+description: "Rails has a very handy tool for rapid development called scaffolding. Often programmers ignore it, because some things have to be written by hand anyway."
 date: 2022-10-06
 created_at: '2022-10-06T09:10:00Z'
 edited_at: '2024-11-25T15:40:26Z'
diff --git a/content/blog/data-migrations-with-rails-ruby/index.md b/content/blog/data-migrations-with-rails-ruby/index.md
index b26e0a3a1..24bb66e01 100644
--- a/content/blog/data-migrations-with-rails-ruby/index.md
+++ b/content/blog/data-migrations-with-rails-ruby/index.md
@@ -5,7 +5,7 @@ remote_id: 1182433
 dev_to_id: 1182433
 dev_to_url: https://dev.to/jetthoughts/data-migrations-with-rails-291b
 title: Data migrations with Rails
-description: Data migration is a common part of working with databases, and Ruby on Rails developers have many...
+description: "Data migration is a common part of working with databases, and Ruby on Rails developers have many tools at their disposal."
 created_at: '2022-09-02T17:01:27Z'
 edited_at: '2024-11-25T15:40:44Z'
 draft: false
diff --git a/content/blog/delayedjob-pg-error-no-connection-server-rails-ruby/index.md b/content/blog/delayedjob-pg-error-no-connection-server-rails-ruby/index.md
index df3138ffc..8ff7e8155 100644
--- a/content/blog/delayedjob-pg-error-no-connection-server-rails-ruby/index.md
+++ b/content/blog/delayedjob-pg-error-no-connection-server-rails-ruby/index.md
@@ -5,7 +5,7 @@ remote_id: 1880232
 dev_to_id: 1880232
 dev_to_url: https://dev.to/jetthoughts/delayedjob-and-pg-error-no-connection-to-server-21e4
 title: DelayedJob and PG Error No Connection to Server
-description: DelayedJob and PG Error No Connection to Server     Recently I've got strange errors on the...
+description: "Recently I’ve got strange errors on the staging server. Delayed::Job workers started successfully."
 created_at: '2024-06-07T10:21:11Z'
 edited_at: '2024-11-26T16:02:19Z'
 date: 2024-06-07
diff --git a/content/blog/deploying-ruby-on-rails-applications-with-kamal-devops-docker/index.md b/content/blog/deploying-ruby-on-rails-applications-with-kamal-devops-docker/index.md
index c2db040dc..0c7274571 100644
--- a/content/blog/deploying-ruby-on-rails-applications-with-kamal-devops-docker/index.md
+++ b/content/blog/deploying-ruby-on-rails-applications-with-kamal-devops-docker/index.md
@@ -5,7 +5,7 @@ remote_id: 1952002
 dev_to_id: 1952002
 dev_to_url: https://dev.to/jetthoughts/deploying-ruby-on-rails-applications-with-kamal-1m9n
 title: Deploying Ruby on Rails applications with Kamal
-description: With the release of Rails 8, Kamal will be the default tool for deploying Rails applications,...
+description: "With the release of Rails 8, Kamal will be the default tool for deploying Rails applications, simplifying the process for developers."
 date: 2024-08-08
 created_at: '2024-08-08T07:55:18Z'
 edited_at: '2024-11-25T15:32:40Z'
diff --git a/content/blog/design-rails-json-api-with-performance-in-mind-cache/index.md b/content/blog/design-rails-json-api-with-performance-in-mind-cache/index.md
index 11f4cbce0..158c53088 100644
--- a/content/blog/design-rails-json-api-with-performance-in-mind-cache/index.md
+++ b/content/blog/design-rails-json-api-with-performance-in-mind-cache/index.md
@@ -5,7 +5,7 @@ remote_id: 1852749
 dev_to_id: 1852749
 dev_to_url: https://dev.to/jetthoughts/design-rails-json-api-with-performance-in-mind-6g8
 title: Design Rails JSON API with performance in mind
-description: Caching can reduce load time and increase the throughput of your API endpoints without...
+description: "Caching can reduce load time and increase the throughput of your API endpoints without in-depth optimization."
 created_at: '2024-05-14T14:16:46Z'
 edited_at: '2024-11-26T16:05:07Z'
 draft: false
diff --git a/content/blog/direct-upload-with-rails-dropzonejs-webdev/index.md b/content/blog/direct-upload-with-rails-dropzonejs-webdev/index.md
index af672dc52..6f419ecd1 100644
--- a/content/blog/direct-upload-with-rails-dropzonejs-webdev/index.md
+++ b/content/blog/direct-upload-with-rails-dropzonejs-webdev/index.md
@@ -5,7 +5,7 @@ remote_id: 2014071
 dev_to_id: 2014071
 dev_to_url: https://dev.to/jetthoughts/direct-upload-with-rails-dropzonejs-52bh
 title: Direct Upload with Rails & Dropzone.js
-description: Configuring direct file uploads in Rails is now easier than ever. In this article, I'll show you how...
+description: "Configuring direct file uploads in Rails is now easier than ever. In this article, I'll show you how to create a file upload component in Rails 7."
 created_at: '2024-09-25T08:37:13Z'
 edited_at: '2024-11-25T15:32:17Z'
 date: 2024-09-25
diff --git a/content/blog/discover-top-software-companies-in-california-comprehensive-guide-for-2024/index.md b/content/blog/discover-top-software-companies-in-california-comprehensive-guide-for-2024/index.md
index 3a097ed39..5397644ec 100644
--- a/content/blog/discover-top-software-companies-in-california-comprehensive-guide-for-2024/index.md
+++ b/content/blog/discover-top-software-companies-in-california-comprehensive-guide-for-2024/index.md
@@ -5,7 +5,7 @@ remote_id: 2174323
 dev_to_id: 2174323
 dev_to_url: https://dev.to/jetthoughts/discover-the-top-software-companies-in-california-a-comprehensive-guide-for-2024-4h3l
 title: 'Discover the Top Software Companies in California: A Comprehensive Guide for 2024'
-description: California's tech scene is insane. Everyone knows about Silicon Valley, right? It's home to some of...
+description: "California's tech scene is insane. Everyone knows about Silicon Valley, right? It's home to some of the biggest names in software and tech."
 date: 2024-12-25
 created_at: '2024-12-25T13:33:15Z'
 edited_at: '2025-01-30T03:20:59Z'
diff --git a/content/blog/efficient-percentile-ranking-in-postgresql-webdev/index.md b/content/blog/efficient-percentile-ranking-in-postgresql-webdev/index.md
index d743a70f1..efff19bf0 100644
--- a/content/blog/efficient-percentile-ranking-in-postgresql-webdev/index.md
+++ b/content/blog/efficient-percentile-ranking-in-postgresql-webdev/index.md
@@ -5,7 +5,7 @@ remote_id: 2324603
 dev_to_id: 2324603
 dev_to_url: https://dev.to/jetthoughts/efficient-percentile-ranking-in-postgresql-dbc
 title: Efficient Percentile Ranking in PostgreSQL
-description: When analyzing data, percentiles help us understand the relative ranking of records within a dataset....
+description: "When analyzing data, percentiles help us understand the relative ranking of records within a dataset."
 date: 2025-03-11
 created_at: '2025-03-11T10:41:15Z'
 edited_at: '2025-03-24T12:43:58Z'
diff --git a/content/blog/effortless-code-conventions-review-for-pull-request-changes-ruby-ci/index.md b/content/blog/effortless-code-conventions-review-for-pull-request-changes-ruby-ci/index.md
index c41408352..4e959f9b8 100644
--- a/content/blog/effortless-code-conventions-review-for-pull-request-changes-ruby-ci/index.md
+++ b/content/blog/effortless-code-conventions-review-for-pull-request-changes-ruby-ci/index.md
@@ -5,7 +5,7 @@ remote_id: 1880211
 dev_to_id: 1880211
 dev_to_url: https://dev.to/jetthoughts/effortless-code-conventions-review-for-pull-request-changes-4p4k
 title: Effortless Code Conventions Review for Pull Request Changes
-description: Reliably arranged source code helps hackability. You can filter code speedier if its organizing is...
+description: "Reliably arranged source code helps hackability. You can filter code speedier if its organizing is predictable."
 created_at: '2024-06-07T10:03:27Z'
 edited_at: '2024-12-06T11:37:28Z'
 draft: false
diff --git a/content/blog/elevating-your-code-embracing-good-software-engineering-practices-for-success/index.md b/content/blog/elevating-your-code-embracing-good-software-engineering-practices-for-success/index.md
index 48e7d6911..8a5ae4334 100644
--- a/content/blog/elevating-your-code-embracing-good-software-engineering-practices-for-success/index.md
+++ b/content/blog/elevating-your-code-embracing-good-software-engineering-practices-for-success/index.md
@@ -5,7 +5,7 @@ remote_id: 2164998
 dev_to_id: 2164998
 dev_to_url: https://dev.to/jetthoughts/elevating-your-code-embracing-good-software-engineering-practices-for-success-5h6a
 title: 'Elevating Your Code: Embracing Good Software Engineering Practices for Success'
-description: Ever thought about what makes a software engineer successful? It's not just about knowing how to...
+description: "Ever thought about what makes a software engineer successful? It's not just about knowing how to code."
 created_at: '2024-12-19T10:51:54Z'
 edited_at: '2024-12-19T11:07:44Z'
 draft: false
diff --git a/content/blog/enhancing-productivity-ultimate-developer-experience-tool-for-2024/index.md b/content/blog/enhancing-productivity-ultimate-developer-experience-tool-for-2024/index.md
index cc0dbaed4..f4c059260 100644
--- a/content/blog/enhancing-productivity-ultimate-developer-experience-tool-for-2024/index.md
+++ b/content/blog/enhancing-productivity-ultimate-developer-experience-tool-for-2024/index.md
@@ -5,7 +5,7 @@ remote_id: 2178141
 dev_to_id: 2178141
 dev_to_url: https://dev.to/jetthoughts/enhancing-productivity-the-ultimate-developer-experience-tool-for-2024-4bh4
 title: 'Enhancing Productivity: The Ultimate Developer Experience Tool for 2024'
-description: In the fast-paced world of software development, having the right tools can make all the difference....
+description: "In the fast-paced world of software development, having the right tools can make all the difference."
 created_at: '2024-12-27T15:38:23Z'
 edited_at: '2025-01-30T03:18:59Z'
 date: 2024-12-27
diff --git a/content/blog/enum-validation-in-ruby-on-rails-71/index.md b/content/blog/enum-validation-in-ruby-on-rails-71/index.md
index 32e8a9fae..9fa9df461 100644
--- a/content/blog/enum-validation-in-ruby-on-rails-71/index.md
+++ b/content/blog/enum-validation-in-ruby-on-rails-71/index.md
@@ -5,7 +5,7 @@ remote_id: 1852950
 dev_to_id: 1852950
 dev_to_url: https://dev.to/jetthoughts/enum-validation-in-ruby-on-rails-71-42h9
 title: Enum validation in Ruby on Rails 7.1
-description: The latest version of Rails 7.1 introduces the ability to validate enums, enhancing data integrity...
+description: "The latest version of Rails 7.1 introduces the ability to validate enums, enhancing data integrity and error handling in Rails models."
 date: 2024-05-14
 created_at: '2024-05-14T17:00:00Z'
 edited_at: '2024-11-25T15:37:54Z'
diff --git a/content/blog/essential-recruitment-tips-for-recruiters-attract-top-talent-in-2024/index.md b/content/blog/essential-recruitment-tips-for-recruiters-attract-top-talent-in-2024/index.md
index bcbb6e65b..6274d1f03 100644
--- a/content/blog/essential-recruitment-tips-for-recruiters-attract-top-talent-in-2024/index.md
+++ b/content/blog/essential-recruitment-tips-for-recruiters-attract-top-talent-in-2024/index.md
@@ -5,7 +5,7 @@ remote_id: 2164820
 dev_to_id: 2164820
 dev_to_url: https://dev.to/jetthoughts/essential-recruitment-tips-for-recruiters-to-attract-top-talent-in-2024-2phf
 title: Essential Recruitment Tips for Recruiters to Attract Top Talent in 2024
-description: Recruiting top talent in 2024 is no walk in the park. The job market's competitive, and recruiters...
+description: "Recruiting top talent in 2024 is no walk in the park. The job market's competitive, and recruiters need to be on their toes."
 created_at: '2024-12-19T10:10:21Z'
 edited_at: '2024-12-19T11:07:55Z'
 draft: false
diff --git a/content/blog/essential-strategies-for-building-high-performance-software-development-team-in-2024/index.md b/content/blog/essential-strategies-for-building-high-performance-software-development-team-in-2024/index.md
index 04ff0b730..679549ea0 100644
--- a/content/blog/essential-strategies-for-building-high-performance-software-development-team-in-2024/index.md
+++ b/content/blog/essential-strategies-for-building-high-performance-software-development-team-in-2024/index.md
@@ -5,7 +5,7 @@ remote_id: 2166555
 dev_to_id: 2166555
 dev_to_url: https://dev.to/jetthoughts/essential-strategies-for-building-a-high-performance-software-development-team-in-2024-5dg
 title: Essential Strategies for Building a High-Performance Software Development Team in 2024
-description: Building a top-notch software development team in 2024 isn't just about having the right tech skills....
+description: "Building a top-notch software development team in 2024 isn't just about having the right tech skills."
 created_at: '2024-12-20T08:32:43Z'
 edited_at: '2025-01-30T03:29:00Z'
 draft: false
diff --git a/content/blog/evolution-of-engineering-leadership-in-berlin-insights-from-vp-engineerings-journey-product-management/index.md b/content/blog/evolution-of-engineering-leadership-in-berlin-insights-from-vp-engineerings-journey-product-management/index.md
index 2263c9066..f5eb55081 100644
--- a/content/blog/evolution-of-engineering-leadership-in-berlin-insights-from-vp-engineerings-journey-product-management/index.md
+++ b/content/blog/evolution-of-engineering-leadership-in-berlin-insights-from-vp-engineerings-journey-product-management/index.md
@@ -5,7 +5,7 @@ remote_id: 2261958
 dev_to_id: 2261958
 dev_to_url: https://dev.to/jetthoughts/the-evolution-of-engineering-leadership-in-berlin-insights-from-a-vp-engineerings-journey-1kgo
 title: 'The Evolution of Engineering Leadership in Berlin: Insights from a VP Engineering''s Journey'
-description: With Berlin's startup ecosystem growing 28% in the first half of 2024, the path to engineering...
+description: "With Berlin's startup ecosystem growing 28% in the first half of 2024, the path to engineering leadership is transforming alongside this expansion."
 date: 2025-02-06
 created_at: '2025-02-06T08:24:40Z'
 edited_at: '2025-03-07T14:43:37Z'
diff --git a/content/blog/feature-branches-where-find-them-development-coding/index.md b/content/blog/feature-branches-where-find-them-development-coding/index.md
index 944c8d91c..675905f6b 100644
--- a/content/blog/feature-branches-where-find-them-development-coding/index.md
+++ b/content/blog/feature-branches-where-find-them-development-coding/index.md
@@ -5,7 +5,7 @@ remote_id: 1853571
 dev_to_id: 1853571
 dev_to_url: https://dev.to/jetthoughts/feature-branches-and-where-to-find-them-46a7
 title: Feature Branches and Where to Find Them
-description: Here we want to go through the feature branch process, show what downsides this approach may have...
+description: "Here we want to go through the feature branch process, show what downsides this approach may have and share why it causes us pain."
 created_at: '2024-05-15T07:17:21Z'
 edited_at: '2024-12-06T11:38:00Z'
 date: 2024-05-15
diff --git a/content/blog/finding-right-co-founder-guide-for-startups/index.md b/content/blog/finding-right-co-founder-guide-for-startups/index.md
index 6253bbbc3..b1c1f3df3 100644
--- a/content/blog/finding-right-co-founder-guide-for-startups/index.md
+++ b/content/blog/finding-right-co-founder-guide-for-startups/index.md
@@ -5,7 +5,7 @@ remote_id: 2247477
 dev_to_id: 2247477
 dev_to_url: https://dev.to/jetthoughts/finding-the-right-co-founder-a-guide-for-startups-fei
 title: 'Finding The Right Co-Founder: A Guide For Startups'
-description: Building a startup is no small feat, especially when you're trying to break into a competitive...
+description: "Building a startup is no small feat, especially when you’re trying to break into a competitive market."
 date: 2025-01-29
 created_at: '2025-01-29T03:47:34Z'
 edited_at: '2025-01-30T02:35:12Z'
diff --git a/content/blog/fractional-cto-comprehensive-review-of-first-two-weeks-in-startup-consulting-management/index.md b/content/blog/fractional-cto-comprehensive-review-of-first-two-weeks-in-startup-consulting-management/index.md
index 58f173c3f..a4ba15b8f 100644
--- a/content/blog/fractional-cto-comprehensive-review-of-first-two-weeks-in-startup-consulting-management/index.md
+++ b/content/blog/fractional-cto-comprehensive-review-of-first-two-weeks-in-startup-consulting-management/index.md
@@ -5,7 +5,7 @@ remote_id: 1877729
 dev_to_id: 1877729
 dev_to_url: https://dev.to/jetthoughts/fractional-cto-a-comprehensive-review-of-the-first-two-weeks-in-a-startup-did
 title: 'Fractional CTO: A Comprehensive Review of the First Two Weeks in a Startup'
-description: In a world where startups need to move fast and make informed decisions, the role of a Fractional...
+description: "In a world where startups need to move fast and make informed decisions, the role of a Fractional CTO has become increasingly critical."
 created_at: '2024-06-05T08:19:05Z'
 date: 2024-06-05
 edited_at: '2024-11-26T16:02:38Z'
diff --git a/content/blog/generating-random-strings-with-ruby-webdev/index.md b/content/blog/generating-random-strings-with-ruby-webdev/index.md
index 381bcf6b8..763d10fac 100644
--- a/content/blog/generating-random-strings-with-ruby-webdev/index.md
+++ b/content/blog/generating-random-strings-with-ruby-webdev/index.md
@@ -5,7 +5,7 @@ remote_id: 1103639
 dev_to_id: 1103639
 dev_to_url: https://dev.to/jetthoughts/generating-random-strings-with-ruby-2gp6
 title: Generating random strings with Ruby
-description: When you need to generate a random alphanumeric string of a specified length in ruby you have a...
+description: "When you need to generate a random alphanumeric string of a specified length in ruby you have a couple of options."
 date: 2022-06-03
 created_at: '2022-06-03T06:57:33Z'
 edited_at: '2024-11-25T15:41:25Z'
diff --git a/content/blog/git-minimum-for-effective-project-development/index.md b/content/blog/git-minimum-for-effective-project-development/index.md
index ba50ed02b..c796c5a1d 100644
--- a/content/blog/git-minimum-for-effective-project-development/index.md
+++ b/content/blog/git-minimum-for-effective-project-development/index.md
@@ -5,7 +5,7 @@ remote_id: 1853605
 dev_to_id: 1853605
 dev_to_url: https://dev.to/jetthoughts/git-minimum-for-effective-project-development-2ce1
 title: Git minimum for effective project development
-description: For beginners who are not familiar with Git or GitFlow, we grabbed the most common commands to be...
+description: "For beginners who are not familiar with Git or GitFlow, we grabbed the most common commands to be effective from the first day."
 date: 2024-05-15
 created_at: '2024-05-15T07:29:21Z'
 edited_at: '2024-12-06T11:38:39Z'
diff --git a/content/blog/help-shepherd-count-sheep-in-elixir-programming/index.md b/content/blog/help-shepherd-count-sheep-in-elixir-programming/index.md
index 7fe4fb4f0..36ae4fcdb 100644
--- a/content/blog/help-shepherd-count-sheep-in-elixir-programming/index.md
+++ b/content/blog/help-shepherd-count-sheep-in-elixir-programming/index.md
@@ -5,7 +5,7 @@ remote_id: 1880218
 dev_to_id: 1880218
 dev_to_url: https://dev.to/jetthoughts/help-shepherd-to-count-sheep-in-elixir-gg7
 title: Help shepherd to count sheep in Elixir
-description: I have been thinking about learning a functional language for a long time. So recently I've started...
+description: "I have been thinking about learning a functional language for a long time. So recently I’ve started to play around with Elixir."
 created_at: '2024-06-07T10:14:43Z'
 edited_at: '2024-11-26T16:02:23Z'
 draft: false
diff --git a/content/blog/heroku-reviews-apps-prevent-delivering-bugs-on-production-ci-startup/index.md b/content/blog/heroku-reviews-apps-prevent-delivering-bugs-on-production-ci-startup/index.md
index aceb5089a..bf7c48bfc 100644
--- a/content/blog/heroku-reviews-apps-prevent-delivering-bugs-on-production-ci-startup/index.md
+++ b/content/blog/heroku-reviews-apps-prevent-delivering-bugs-on-production-ci-startup/index.md
@@ -5,7 +5,7 @@ remote_id: 1877581
 dev_to_id: 1877581
 dev_to_url: https://dev.to/jetthoughts/heroku-reviews-apps-prevent-delivering-bugs-on-production-jfb
 title: Heroku Reviews Apps prevent delivering bugs on production
-description: Are you afraid to deploy a master branch to the production? Do you still mess with staging...
+description: "Are you afraid to deploy a master branch to the production? Do you still mess with staging servers?"
 date: 2024-06-05
 created_at: '2024-06-05T06:16:42Z'
 edited_at: '2024-11-26T16:03:16Z'
diff --git a/content/blog/how-automated-qa-testing-can-accelerate-your-startups-growth-startup-webdev/index.md b/content/blog/how-automated-qa-testing-can-accelerate-your-startups-growth-startup-webdev/index.md
index 112a28df5..f84da830f 100644
--- a/content/blog/how-automated-qa-testing-can-accelerate-your-startups-growth-startup-webdev/index.md
+++ b/content/blog/how-automated-qa-testing-can-accelerate-your-startups-growth-startup-webdev/index.md
@@ -5,7 +5,7 @@ remote_id: 1943564
 dev_to_id: 1943564
 dev_to_url: https://dev.to/jetthoughts/how-automated-qa-testing-can-accelerate-your-startups-growth-1d47
 title: How Automated QA Testing Can Accelerate Your Startup's Growth
-description: In the fast-paced world of startups, maintaining top software quality is key to growth and success....
+description: "In the fast-paced world of startups, maintaining top software quality is key to growth and success."
 created_at: '2024-08-01T12:00:51Z'
 edited_at: '2024-11-25T15:33:00Z'
 date: "2024-08-01"
diff --git a/content/blog/how-avoid-callbacks-using-services-rails-refactoring/index.md b/content/blog/how-avoid-callbacks-using-services-rails-refactoring/index.md
index 0306d6bbe..1fec87d00 100644
--- a/content/blog/how-avoid-callbacks-using-services-rails-refactoring/index.md
+++ b/content/blog/how-avoid-callbacks-using-services-rails-refactoring/index.md
@@ -5,7 +5,7 @@ remote_id: 1198201
 dev_to_id: 1198201
 dev_to_url: https://dev.to/jetthoughts/how-to-avoid-callbacks-using-services-p7l
 title: How to avoid callbacks using services.
-description: Often, programmers abuse callbacks, not fully understanding that their code will ultimately be...
+description: "Often, programmers abuse callbacks, not fully understanding that their code will ultimately be confusing and non-obvious."
 created_at: '2022-09-20T13:23:18Z'
 edited_at: '2024-11-25T15:40:39Z'
 draft: false
diff --git a/content/blog/how-avoid-n-1-keep-your-ruby-on-rails-controller-clean/index.md b/content/blog/how-avoid-n-1-keep-your-ruby-on-rails-controller-clean/index.md
index a1be6afe7..c53914320 100644
--- a/content/blog/how-avoid-n-1-keep-your-ruby-on-rails-controller-clean/index.md
+++ b/content/blog/how-avoid-n-1-keep-your-ruby-on-rails-controller-clean/index.md
@@ -5,7 +5,7 @@ remote_id: 1907419
 dev_to_id: 1907419
 dev_to_url: https://dev.to/jetthoughts/how-to-avoid-n-1-and-keep-your-ruby-on-rails-controller-clean-bb
 title: How to avoid N + 1 and keep your Ruby on Rails controller clean
-description: Where to put the logic related to database queries optimization in a Ruby on Rails...
+description: "Where to put the logic related to database queries optimization in a Ruby on Rails application."
 created_at: '2024-07-01T09:32:21Z'
 edited_at: '2024-11-25T15:33:36Z'
 date: 2024-07-01
diff --git a/content/blog/how-create-technical-post-in-short-time-writing-blogging/index.md b/content/blog/how-create-technical-post-in-short-time-writing-blogging/index.md
index 37e69f4d8..cac4354f3 100644
--- a/content/blog/how-create-technical-post-in-short-time-writing-blogging/index.md
+++ b/content/blog/how-create-technical-post-in-short-time-writing-blogging/index.md
@@ -5,7 +5,7 @@ remote_id: 1852622
 dev_to_id: 1852622
 dev_to_url: https://dev.to/jetthoughts/how-to-create-a-technical-post-in-a-short-time-4i53
 title: How to create a technical post in a short time
-description: After reading thousands of posts, it's time to share a workflow that will help those who are creating...
+description: "After reading thousands of posts, it’s time to share a workflow that will help those who are creating amazing things to blog more easily and often."
 created_at: '2024-05-14T12:36:24Z'
 edited_at: '2024-11-26T16:05:32Z'
 draft: false
diff --git a/content/blog/how-does-onboarding-look-like-in-jetthoughts-productivity-startup/index.md b/content/blog/how-does-onboarding-look-like-in-jetthoughts-productivity-startup/index.md
index 2141903e3..3041ed074 100644
--- a/content/blog/how-does-onboarding-look-like-in-jetthoughts-productivity-startup/index.md
+++ b/content/blog/how-does-onboarding-look-like-in-jetthoughts-productivity-startup/index.md
@@ -5,7 +5,7 @@ remote_id: 1853524
 dev_to_id: 1853524
 dev_to_url: https://dev.to/jetthoughts/how-does-the-onboarding-look-like-in-jetthoughts-21ld
 title: How does the onboarding look like in JetThoughts?
-description: How does the onboarding look like in JetThoughts?   This is an onboarding checklist...
+description: "This is an onboarding checklist replication built relying on my own experience in JetThoughts."
 created_at: '2024-05-15T06:29:43Z'
 date: 2024-05-15
 edited_at: '2024-11-26T16:04:45Z'
diff --git a/content/blog/how-does-your-company-work-with-clients-understand-their-needs-lean-process/index.md b/content/blog/how-does-your-company-work-with-clients-understand-their-needs-lean-process/index.md
index 787fa1376..3dd79e44d 100644
--- a/content/blog/how-does-your-company-work-with-clients-understand-their-needs-lean-process/index.md
+++ b/content/blog/how-does-your-company-work-with-clients-understand-their-needs-lean-process/index.md
@@ -5,7 +5,7 @@ remote_id: 1880380
 dev_to_id: 1880380
 dev_to_url: https://dev.to/jetthoughts/how-does-your-company-work-with-clients-to-understand-their-needs-3nic
 title: How does your company work with clients to understand their needs?
-description: In today's competitive business landscape, understanding and meeting client needs is crucial for the...
+description: "In today's competitive business landscape, understanding and meeting client needs is crucial for the success and growth of any company."
 date: 2024-06-07
 created_at: '2024-06-07T12:41:25Z'
 edited_at: '2024-11-26T16:02:07Z'
diff --git a/content/blog/how-find-technical-vendor-with-confidence-startup-tutorial/index.md b/content/blog/how-find-technical-vendor-with-confidence-startup-tutorial/index.md
index bba62f9dc..22dc092eb 100644
--- a/content/blog/how-find-technical-vendor-with-confidence-startup-tutorial/index.md
+++ b/content/blog/how-find-technical-vendor-with-confidence-startup-tutorial/index.md
@@ -5,7 +5,7 @@ remote_id: 2163209
 dev_to_id: 2163209
 dev_to_url: https://dev.to/jetthoughts/how-to-find-technical-vendor-with-confidence-435n
 title: How to find technical vendor with confidence
-description: Finding the right tech vendor can feel like a wild ride. One minute you're confident, the next you're...
+description: "Finding the right tech vendor can feel like a wild ride. One minute you're confident, the next you're second-guessing every decision."
 created_at: '2024-12-18T13:26:24Z'
 edited_at: '2024-12-18T14:08:11Z'
 draft: false
diff --git a/content/blog/how-fractional-cto-turned-mess-into-stable-product-startup-usecase/index.md b/content/blog/how-fractional-cto-turned-mess-into-stable-product-startup-usecase/index.md
index 81fef95a1..ed2daa99e 100644
--- a/content/blog/how-fractional-cto-turned-mess-into-stable-product-startup-usecase/index.md
+++ b/content/blog/how-fractional-cto-turned-mess-into-stable-product-startup-usecase/index.md
@@ -5,7 +5,7 @@ remote_id: 2012759
 dev_to_id: 2012759
 dev_to_url: https://dev.to/jetthoughts/how-a-fractional-cto-turned-a-mess-into-a-stable-product-488e
 title: How a Fractional CTO Turned a Mess into a Stable Product
-description: Are bugs pushing your customers away?  Maybe your app breaks at the worst times. Maybe its design...
+description: "Maybe your app breaks at the worst times. Maybe its design confuses users. These problems aren't rare."
 created_at: '2024-09-24T12:34:01Z'
 edited_at: '2024-11-25T15:32:22Z'
 date: 2024-09-24
diff --git a/content/blog/how-get-remote-teams-high-perform-agile-development/index.md b/content/blog/how-get-remote-teams-high-perform-agile-development/index.md
index 81e3beb09..96214c8b9 100644
--- a/content/blog/how-get-remote-teams-high-perform-agile-development/index.md
+++ b/content/blog/how-get-remote-teams-high-perform-agile-development/index.md
@@ -5,7 +5,7 @@ remote_id: 1877574
 dev_to_id: 1877574
 dev_to_url: https://dev.to/jetthoughts/how-to-get-remote-teams-to-high-perform-555g
 title: How to Get Remote Teams to High Perform
-description: How to Get Remote Teams to High Perform     Raise your hand in case you feel confused about...
+description: "Raise your hand in case you feel confused about project progress. How often do you ask about the current status in Slack?"
 created_at: '2024-06-05T06:10:52Z'
 edited_at: '2024-11-26T16:03:21Z'
 date: 2024-06-05
diff --git a/content/blog/how-handle-remote-services-in-tests-rails-tutorial/index.md b/content/blog/how-handle-remote-services-in-tests-rails-tutorial/index.md
index 521043c95..c78ccd704 100644
--- a/content/blog/how-handle-remote-services-in-tests-rails-tutorial/index.md
+++ b/content/blog/how-handle-remote-services-in-tests-rails-tutorial/index.md
@@ -5,7 +5,7 @@ remote_id: 1853545
 dev_to_id: 1853545
 dev_to_url: https://dev.to/jetthoughts/how-to-handle-remote-services-in-tests-33af
 title: How to handle remote services in tests
-description: Do you have difficulties in adding the new tests and their readability decreased due to...
+description: "Do you have difficulties in adding the new tests and their readability decreased due to mocks and stubs?"
 created_at: '2024-05-15T06:53:38Z'
 edited_at: '2024-11-26T16:04:38Z'
 draft: false
diff --git a/content/blog/how-handle-software-vendors-missing-deadlines-effectively-development-softwaredevelopment/index.md b/content/blog/how-handle-software-vendors-missing-deadlines-effectively-development-softwaredevelopment/index.md
index 3105a0fc6..8ac2b0a2f 100644
--- a/content/blog/how-handle-software-vendors-missing-deadlines-effectively-development-softwaredevelopment/index.md
+++ b/content/blog/how-handle-software-vendors-missing-deadlines-effectively-development-softwaredevelopment/index.md
@@ -5,7 +5,7 @@ remote_id: 2019422
 dev_to_id: 2019422
 dev_to_url: https://dev.to/jetthoughts/how-to-handle-software-vendors-missing-deadlines-effectively-20c2
 title: How to Handle Software Vendors Missing Deadlines Effectively
-description: Dealing with missed work deadlines can be tough, especially when software vendors are late. Learn how...
+description: "Dealing with missed work deadlines can be tough, especially when software vendors are late."
 created_at: '2024-09-29T13:07:06Z'
 date: 2024-09-29
 edited_at: '2024-11-25T15:32:04Z'
diff --git a/content/blog/how-have-clean-css-structure-with-rscssitcss-rscss/index.md b/content/blog/how-have-clean-css-structure-with-rscssitcss-rscss/index.md
index 69ebabe0c..b417b2b15 100644
--- a/content/blog/how-have-clean-css-structure-with-rscssitcss-rscss/index.md
+++ b/content/blog/how-have-clean-css-structure-with-rscssitcss-rscss/index.md
@@ -5,7 +5,7 @@ remote_id: 1853621
 dev_to_id: 1853621
 dev_to_url: https://dev.to/jetthoughts/how-to-have-a-clean-css-structure-with-rscssitcss-57la
 title: How to have a clean CSS structure with RSCSS/ITCSS
-description: Writing the CSS code is relatively simple. Learning a language is not a big problem and doesn't take...
+description: "Writing the CSS code is relatively simple. Learning a language is not a big problem and doesn’t take a lot of effort."
 date: 2024-05-15
 created_at: '2024-05-15T07:45:28Z'
 edited_at: '2024-11-26T16:04:08Z'
diff --git a/content/blog/how-influence-decision-makers-startup-tutorial/index.md b/content/blog/how-influence-decision-makers-startup-tutorial/index.md
index 873a8bb82..893bf865d 100644
--- a/content/blog/how-influence-decision-makers-startup-tutorial/index.md
+++ b/content/blog/how-influence-decision-makers-startup-tutorial/index.md
@@ -5,7 +5,7 @@ remote_id: 2167568
 dev_to_id: 2167568
 dev_to_url: https://dev.to/jetthoughts/how-to-influence-decision-makers-1fmo
 title: How To Influence Decision Makers
-description: In today's fast-paced world, the ability to influence decision-makers is crucial for success. Whether...
+description: "In today's fast-paced world, the ability to influence decision-makers is crucial for success."
 created_at: '2024-12-20T22:50:56Z'
 edited_at: '2024-12-20T23:47:59Z'
 date: "2024-12-20"
diff --git a/content/blog/how-keep-clean-ruby-on-rails-views-with-null-object-pattern/index.md b/content/blog/how-keep-clean-ruby-on-rails-views-with-null-object-pattern/index.md
index d48cdf23c..f7baadd62 100644
--- a/content/blog/how-keep-clean-ruby-on-rails-views-with-null-object-pattern/index.md
+++ b/content/blog/how-keep-clean-ruby-on-rails-views-with-null-object-pattern/index.md
@@ -5,7 +5,7 @@ remote_id: 1375276
 dev_to_id: 1375276
 dev_to_url: https://dev.to/jetthoughts/how-to-keep-clean-ruby-on-rails-views-with-the-null-object-pattern-9be
 title: How to keep clean Ruby on Rails views with the Null Object pattern
-description: One of the most common errors developers encounter is NoMethodError. It occurs when code is...
+description: "One of the most common errors developers encounter is NoMethodError. It occurs when code is executed according to a script not provided by the programmer."
 date: 2023-02-22
 created_at: '2023-02-22T12:43:10Z'
 edited_at: '2024-11-25T15:40:10Z'
diff --git a/content/blog/how-large-transaction-can-be-source-of-db-deadlocks-this-fixed-ruby-database/index.md b/content/blog/how-large-transaction-can-be-source-of-db-deadlocks-this-fixed-ruby-database/index.md
index 2baf5784a..ef8d45c41 100644
--- a/content/blog/how-large-transaction-can-be-source-of-db-deadlocks-this-fixed-ruby-database/index.md
+++ b/content/blog/how-large-transaction-can-be-source-of-db-deadlocks-this-fixed-ruby-database/index.md
@@ -5,7 +5,7 @@ remote_id: 1454204
 dev_to_id: 1454204
 dev_to_url: https://dev.to/jetthoughts/how-a-large-transaction-can-be-a-source-of-db-deadlocks-and-how-this-can-be-fixed-39lg
 title: How a large transaction can be a source of DB deadlocks and how this can be fixed.
-description: Recently in a project, we encountered the fact that sometimes we had a DB Deadlocks error. After...
+description: "Recently in a project, we encountered the fact that sometimes we had a DB Deadlocks error."
 created_at: '2023-05-01T17:46:03Z'
 edited_at: '2024-11-25T15:40:08Z'
 date: 2023-05-01
diff --git a/content/blog/how-learn-ruby-tutorial/index.md b/content/blog/how-learn-ruby-tutorial/index.md
index 02deb5db7..6f63e4172 100644
--- a/content/blog/how-learn-ruby-tutorial/index.md
+++ b/content/blog/how-learn-ruby-tutorial/index.md
@@ -5,7 +5,7 @@ remote_id: 1877579
 dev_to_id: 1877579
 dev_to_url: https://dev.to/jetthoughts/how-to-learn-ruby-4pib
 title: How to Learn Ruby
-description: Starting to learn a new programming language or a new framework every person faces a problem — what...
+description: "Starting to learn a new programming language or a new framework every person faces a problem — what should I start studying with?"
 created_at: '2024-06-05T06:15:06Z'
 edited_at: '2024-11-25T15:35:29Z'
 date: 2024-06-05
diff --git a/content/blog/how-live-in-social-media-matrix/index.md b/content/blog/how-live-in-social-media-matrix/index.md
index a60cb9cc6..1cc66c01c 100644
--- a/content/blog/how-live-in-social-media-matrix/index.md
+++ b/content/blog/how-live-in-social-media-matrix/index.md
@@ -5,7 +5,7 @@ remote_id: 2181492
 dev_to_id: 2181492
 dev_to_url: https://dev.to/jetthoughts/how-to-live-in-the-social-media-matrix-35d0
 title: How To Live In The Social Media Matrix
-description: In today’s digital age, we find ourselves entangled in a web of social media that often feels like a...
+description: "In today’s digital age, we find ourselves entangled in a web of social media that often feels like a modern-day Matrix."
 created_at: '2024-12-30T08:32:44Z'
 edited_at: '2025-01-30T03:16:16Z'
 draft: false
diff --git a/content/blog/how-make-vertically-scrollable-in-css-html/index.md b/content/blog/how-make-vertically-scrollable-in-css-html/index.md
index c8e209736..282eeab99 100644
--- a/content/blog/how-make-vertically-scrollable-in-css-html/index.md
+++ b/content/blog/how-make-vertically-scrollable-in-css-html/index.md
@@ -5,7 +5,7 @@ remote_id: 1188292
 dev_to_id: 1188292
 dev_to_url: https://dev.to/jetthoughts/how-to-make-vertically-scrollable-in-css-57od
 title: How to make vertically scrollable in CSS
-description: In order for the scroll to appear, you need to limit its height by adding height or max-height...
+description: "In order for the scroll to appear, you need to limit its height by adding height or max-height properties."
 created_at: '2022-09-08T21:16:07Z'
 edited_at: '2024-11-25T15:40:34Z'
 draft: false
diff --git a/content/blog/how-send-custom-email-content-types/index.md b/content/blog/how-send-custom-email-content-types/index.md
index dbe22be22..64ca0998e 100644
--- a/content/blog/how-send-custom-email-content-types/index.md
+++ b/content/blog/how-send-custom-email-content-types/index.md
@@ -5,7 +5,7 @@ remote_id: 2419467
 dev_to_id: 2419467
 dev_to_url: https://dev.to/jetthoughts/how-to-send-custom-email-content-types-in-ruby-on-rails-expert-developers-guide-2g8l
 title: 'How to Send Custom Email Content Types in Ruby on Rails: Expert Developer''s Guide'
-description: Introduction   This comprehensive guide is designed for Ruby on Rails developers who need to...
+description: "This comprehensive guide is designed for Ruby on Rails developers who need to implement custom email content types in their applications."
 created_at: '2025-04-20T08:12:52Z'
 edited_at: '2025-05-04T10:56:48Z'
 draft: false
diff --git a/content/blog/how-setup-default-values-for-attributes-in-ruby-on-rails-programming/index.md b/content/blog/how-setup-default-values-for-attributes-in-ruby-on-rails-programming/index.md
index 72ed37a37..e7b5dad71 100644
--- a/content/blog/how-setup-default-values-for-attributes-in-ruby-on-rails-programming/index.md
+++ b/content/blog/how-setup-default-values-for-attributes-in-ruby-on-rails-programming/index.md
@@ -5,7 +5,7 @@ remote_id: 1144505
 dev_to_id: 1144505
 dev_to_url: https://dev.to/jetthoughts/how-to-setup-default-values-for-attributes-in-ruby-on-rails-l8m
 title: How To Setup Default Values For Attributes In Ruby On Rails
-description: Have you ever thought setting default values for attributes in Ruby on Rails could be...
+description: "Have you ever thought setting default values for attributes in Ruby on Rails could be problematic?"
 created_at: '2022-07-19T06:01:04Z'
 edited_at: '2024-11-25T15:41:00Z'
 draft: false
diff --git a/content/blog/how-small-pr-improves-team-productivity-development/index.md b/content/blog/how-small-pr-improves-team-productivity-development/index.md
index caf8f0ec9..736d6bcea 100644
--- a/content/blog/how-small-pr-improves-team-productivity-development/index.md
+++ b/content/blog/how-small-pr-improves-team-productivity-development/index.md
@@ -5,7 +5,7 @@ remote_id: 1997035
 dev_to_id: 1997035
 dev_to_url: https://dev.to/jetthoughts/how-small-pr-improves-team-productivity-25g
 title: How Small PR Improves Team Productivity
-description: In many companies, teams work together to achieve big goals. One way to keep the team productive is...
+description: "In many companies, teams work together to achieve big goals. One way to keep the team productive is by focusing on small pull requests (PRs)."
 date: 2024-09-11
 created_at: '2024-09-11T15:59:07Z'
 edited_at: '2024-11-25T15:32:32Z'
diff --git a/content/blog/how-start-an-open-source-project-building-reso-api-js-client-javascript-opensource/index.md b/content/blog/how-start-an-open-source-project-building-reso-api-js-client-javascript-opensource/index.md
index 9ba8fb58a..a16f3962d 100644
--- a/content/blog/how-start-an-open-source-project-building-reso-api-js-client-javascript-opensource/index.md
+++ b/content/blog/how-start-an-open-source-project-building-reso-api-js-client-javascript-opensource/index.md
@@ -5,7 +5,7 @@ remote_id: 1852618
 dev_to_id: 1852618
 dev_to_url: https://dev.to/jetthoughts/how-to-start-an-open-source-project-building-reso-api-js-client-3p25
 title: How to start an Open Source project. Building RESO API JS client
-description: Would you like to understand how to start your new Open Source project in a week? How to build a...
+description: "Would you like to understand how to start your new Open Source project in a week? How to build a rapid development process and bootstrap your ideas faster?"
 created_at: '2024-05-14T12:29:45Z'
 edited_at: '2024-11-26T16:05:36Z'
 draft: false
diff --git a/content/blog/how-use-linear-gradient-in-css-html/index.md b/content/blog/how-use-linear-gradient-in-css-html/index.md
index 93732f9d1..4cd7d8192 100644
--- a/content/blog/how-use-linear-gradient-in-css-html/index.md
+++ b/content/blog/how-use-linear-gradient-in-css-html/index.md
@@ -5,7 +5,7 @@ remote_id: 1125937
 dev_to_id: 1125937
 dev_to_url: https://dev.to/jetthoughts/how-to-use-linear-gradient-in-css-bi1
 title: How to use Linear-Gradient in CSS
-description: The CSS linear-gradient function creates an image that consists of a progressive transition between...
+description: "The CSS linear-gradient function creates an image that consists of a progressive transition between two or more colors along a straight line."
 created_at: '2022-06-27T21:31:18Z'
 edited_at: '2024-11-25T15:41:05Z'
 draft: false
diff --git a/content/blog/how-use-nth-child-in-css-html/index.md b/content/blog/how-use-nth-child-in-css-html/index.md
index 6058e1e91..279cd13de 100644
--- a/content/blog/how-use-nth-child-in-css-html/index.md
+++ b/content/blog/how-use-nth-child-in-css-html/index.md
@@ -5,7 +5,7 @@ remote_id: 1113061
 dev_to_id: 1113061
 dev_to_url: https://dev.to/jetthoughts/how-to-use-nth-child-in-css-535
 title: How to use :nth-child in CSS
-description: The :nth-child pseudo-class allows to select one and more elements based on their source...
+description: "The :nth-child pseudo-class allows to select one and more elements based on their source order."
 date: 2022-06-13
 created_at: '2022-06-13T14:53:23Z'
 edited_at: '2024-11-25T15:41:17Z'
diff --git a/content/blog/how-vet-hire-engineers-as-non-technical-founder-startup-developers/index.md b/content/blog/how-vet-hire-engineers-as-non-technical-founder-startup-developers/index.md
index ce283095f..2835d8a44 100644
--- a/content/blog/how-vet-hire-engineers-as-non-technical-founder-startup-developers/index.md
+++ b/content/blog/how-vet-hire-engineers-as-non-technical-founder-startup-developers/index.md
@@ -5,7 +5,7 @@ remote_id: 2085026
 dev_to_id: 2085026
 dev_to_url: https://dev.to/jetthoughts/how-to-vet-and-hire-engineers-as-a-non-technical-founder-4mfd
 title: How to Vet and Hire Engineers as a non-Technical Founder
-description: You don't need an in-house tech expert to find the right developer. Follow these steps to get the...
+description: "You don't need an in-house tech expert to find the right developer. Follow these steps to get the best help."
 created_at: '2024-11-07T21:50:51Z'
 edited_at: '2024-11-25T15:42:14Z'
 draft: false
diff --git a/content/blog/how-we-helped-an-existing-product-debug-grow-gain-more-satisfied-customers-development-startup/index.md b/content/blog/how-we-helped-an-existing-product-debug-grow-gain-more-satisfied-customers-development-startup/index.md
index aec201cef..6ab0a12ec 100644
--- a/content/blog/how-we-helped-an-existing-product-debug-grow-gain-more-satisfied-customers-development-startup/index.md
+++ b/content/blog/how-we-helped-an-existing-product-debug-grow-gain-more-satisfied-customers-development-startup/index.md
@@ -5,7 +5,7 @@ remote_id: 1877638
 dev_to_id: 1877638
 dev_to_url: https://dev.to/jetthoughts/how-we-helped-an-existing-product-debug-grow-and-gain-more-satisfied-customers-554b
 title: How We Helped an Existing Product Debug, Grow, and Gain More (Satisfied) Customers
-description: As its client base grew, Faria Education Group (FEG) needed to ensure its OpenApply product could...
+description: "As its client base grew, Faria Education Group (FEG) needed to ensure its OpenApply product could accommodate increasing demand. The problem?"
 date: 2024-06-05
 created_at: '2024-06-05T06:34:42Z'
 edited_at: '2024-11-26T16:03:03Z'
diff --git a/content/blog/how-we-temporarily-transformed-our-usual-workflow-for-tight-deadline-agile/index.md b/content/blog/how-we-temporarily-transformed-our-usual-workflow-for-tight-deadline-agile/index.md
index 600550048..e48822dc1 100644
--- a/content/blog/how-we-temporarily-transformed-our-usual-workflow-for-tight-deadline-agile/index.md
+++ b/content/blog/how-we-temporarily-transformed-our-usual-workflow-for-tight-deadline-agile/index.md
@@ -5,7 +5,7 @@ remote_id: 1877544
 dev_to_id: 1877544
 dev_to_url: https://dev.to/jetthoughts/how-we-temporarily-transformed-our-usual-workflow-for-a-tight-deadline-4fm9
 title: How We Temporarily Transformed Our Usual Workflow for a Tight Deadline
-description: Time makes rules   Every time when we start working on a new project, short iteration or...
+description: "Every time when we start working on a new project, short iteration or just a new feature, we almost always worry about a delivery deadline."
 created_at: '2024-06-05T05:45:06Z'
 edited_at: '2024-11-26T16:03:44Z'
 draft: false
diff --git a/content/blog/how-wip-limits-improves-effectiveness-productivity-management/index.md b/content/blog/how-wip-limits-improves-effectiveness-productivity-management/index.md
index 5d9a46722..c05b0df7c 100644
--- a/content/blog/how-wip-limits-improves-effectiveness-productivity-management/index.md
+++ b/content/blog/how-wip-limits-improves-effectiveness-productivity-management/index.md
@@ -5,7 +5,7 @@ remote_id: 1297134
 dev_to_id: 1297134
 dev_to_url: https://dev.to/jetthoughts/how-wip-limits-improves-effectiveness-30i3
 title: How WIP Limits improves effectiveness?
-description: A work-in-progress (WIP) limit is used in agile project management to improve team effectiveness. The...
+description: "A work-in-progress (WIP) limit is used in agile project management to improve team effectiveness."
 created_at: '2022-12-15T06:56:46Z'
 edited_at: '2024-11-25T15:40:13Z'
 draft: false
diff --git a/content/blog/how-write-right-content-for-your-article-blogging-posting/index.md b/content/blog/how-write-right-content-for-your-article-blogging-posting/index.md
index 9575ca9b8..a3d2ffdcd 100644
--- a/content/blog/how-write-right-content-for-your-article-blogging-posting/index.md
+++ b/content/blog/how-write-right-content-for-your-article-blogging-posting/index.md
@@ -5,7 +5,7 @@ remote_id: 1853550
 dev_to_id: 1853550
 dev_to_url: https://dev.to/jetthoughts/how-to-write-the-right-content-for-your-article-46c1
 title: How To Write The Right Content For Your Article
-description: There are moments when you're full of motivation, ideas come up with your mind and straight onto the...
+description: "There are moments when you’re full of motivation, ideas come up with your mind and straight onto the page."
 created_at: '2024-05-15T07:00:58Z'
 edited_at: '2024-11-26T16:04:34Z'
 draft: false
diff --git a/content/blog/implementing-instant-search-dynamic-forms-infinite/index.md b/content/blog/implementing-instant-search-dynamic-forms-infinite/index.md
index f1c8981d2..b1698c9a4 100644
--- a/content/blog/implementing-instant-search-dynamic-forms-infinite/index.md
+++ b/content/blog/implementing-instant-search-dynamic-forms-infinite/index.md
@@ -5,7 +5,7 @@ remote_id: 2358784
 dev_to_id: 2358784
 dev_to_url: https://dev.to/jetthoughts/implementing-instant-search-dynamic-forms-and-infinite-scroll-with-hotwire-and-turbo-in-rails-18p
 title: Implementing Instant Search, Dynamic Forms, and Infinite Scroll with Hotwire and Turbo in Rails
-description: Despite Hotwire's growing popularity, many developers struggle with implementing it correctly. Common...
+description: "Despite Hotwire's growing popularity, many developers struggle with implementing it correctly."
 created_at: '2025-03-26T20:00:54Z'
 edited_at: '2025-03-29T11:44:47Z'
 date: 2025-03-26
diff --git a/content/blog/inexpensive-not-cheap-choosing-software-development-company-for-your-project-outsource-mvp/index.md b/content/blog/inexpensive-not-cheap-choosing-software-development-company-for-your-project-outsource-mvp/index.md
index f4dfc5619..4ffa4637e 100644
--- a/content/blog/inexpensive-not-cheap-choosing-software-development-company-for-your-project-outsource-mvp/index.md
+++ b/content/blog/inexpensive-not-cheap-choosing-software-development-company-for-your-project-outsource-mvp/index.md
@@ -5,7 +5,7 @@ remote_id: 1877566
 dev_to_id: 1877566
 dev_to_url: https://dev.to/jetthoughts/inexpensive-is-not-cheap-choosing-software-development-company-for-your-project-ak0
 title: Inexpensive is Not Cheap. Choosing Software Development Company for Your Project
-description: You have a great idea for a new product or a growing business and need a team of software...
+description: "You have a great idea for a new product or a growing business and need a team of software developers."
 created_at: '2024-06-05T06:01:42Z'
 edited_at: '2024-11-26T16:03:26Z'
 date: 2024-06-05
diff --git a/content/blog/innovative-rails-companies-leading-tech-revolution-in-2025/index.md b/content/blog/innovative-rails-companies-leading-tech-revolution-in-2025/index.md
index 09df83d64..4b55a0301 100644
--- a/content/blog/innovative-rails-companies-leading-tech-revolution-in-2025/index.md
+++ b/content/blog/innovative-rails-companies-leading-tech-revolution-in-2025/index.md
@@ -5,7 +5,7 @@ remote_id: 2244342
 dev_to_id: 2244342
 dev_to_url: https://dev.to/jetthoughts/innovative-rails-companies-leading-the-tech-revolution-in-2025-44gi
 title: Innovative Rails Companies Leading the Tech Revolution in 2025
-description: In 2025, the rail industry is buzzing with innovation, and it's the rails companies at the forefront...
+description: "In 2025, the rail industry is buzzing with innovation, and it's the rails companies at the forefront who are making waves."
 created_at: '2025-01-27T11:24:35Z'
 edited_at: '2025-01-30T02:36:38Z'
 date: 2025-01-27
diff --git a/content/blog/innovative-ruby-on-rails-projects-boost-your-development-skills-in-2024/index.md b/content/blog/innovative-ruby-on-rails-projects-boost-your-development-skills-in-2024/index.md
index 08a40771f..cfbc06009 100644
--- a/content/blog/innovative-ruby-on-rails-projects-boost-your-development-skills-in-2024/index.md
+++ b/content/blog/innovative-ruby-on-rails-projects-boost-your-development-skills-in-2024/index.md
@@ -5,7 +5,7 @@ remote_id: 2180768
 dev_to_id: 2180768
 dev_to_url: https://dev.to/jetthoughts/innovative-ruby-on-rails-projects-to-boost-your-development-skills-in-2024-1je9
 title: Innovative Ruby on Rails Projects to Boost Your Development Skills in 2024
-description: Ruby on Rails, often just called Rails, is a popular framework for building web applications. If...
+description: "Ruby on Rails, often just called Rails, is a popular framework for building web applications."
 created_at: '2024-12-29T17:47:43Z'
 edited_at: '2025-01-30T03:16:52Z'
 draft: false
diff --git a/content/blog/innovative-software-development-tools-techniques-for-2025/index.md b/content/blog/innovative-software-development-tools-techniques-for-2025/index.md
index a880138f6..79ddc84e2 100644
--- a/content/blog/innovative-software-development-tools-techniques-for-2025/index.md
+++ b/content/blog/innovative-software-development-tools-techniques-for-2025/index.md
@@ -5,7 +5,7 @@ remote_id: 2192225
 dev_to_id: 2192225
 dev_to_url: https://dev.to/jetthoughts/innovative-software-development-tools-and-techniques-for-2025-3o9f
 title: Innovative Software Development Tools and Techniques for 2025
-description: Looking ahead to 2025, software development is buzzing with fresh tools and techniques. It's not just...
+description: "Looking ahead to 2025, software development is buzzing with fresh tools and techniques. It's not just about writing code anymore."
 created_at: '2025-01-07T00:03:13Z'
 edited_at: '2025-01-30T02:50:33Z'
 draft: false
diff --git a/content/blog/innovative-strategies-for-website-development-startups-in-2025/index.md b/content/blog/innovative-strategies-for-website-development-startups-in-2025/index.md
index 8a33bc04f..683dc6eaa 100644
--- a/content/blog/innovative-strategies-for-website-development-startups-in-2025/index.md
+++ b/content/blog/innovative-strategies-for-website-development-startups-in-2025/index.md
@@ -5,7 +5,7 @@ remote_id: 2199947
 dev_to_id: 2199947
 dev_to_url: https://dev.to/jetthoughts/innovative-strategies-for-website-development-for-startups-in-2025-2hm6
 title: Innovative Strategies for Website Development for Startups in 2025
-description: In 2025, the world of website development for startups is buzzing with new ideas and techniques....
+description: "In 2025, the world of website development for startups is buzzing with new ideas and techniques."
 date: 2025-01-11
 created_at: '2025-01-11T02:10:14Z'
 edited_at: '2025-01-30T02:48:22Z'
diff --git a/content/blog/its-time-for-active-job-ruby-rails/index.md b/content/blog/its-time-for-active-job-ruby-rails/index.md
index 810388095..95646550a 100644
--- a/content/blog/its-time-for-active-job-ruby-rails/index.md
+++ b/content/blog/its-time-for-active-job-ruby-rails/index.md
@@ -5,7 +5,7 @@ remote_id: 1880305
 dev_to_id: 1880305
 dev_to_url: https://dev.to/jetthoughts/its-time-for-active-job-eph
 title: It's Time For Active Job
-description: It's Time For Active Job     Recently we have upgraded one of our own projects to Rails 4.2....
+description: "Recently we have upgraded one of our own projects to Rails 4.2. New minor version contains many improvements of old features and adds some new ones."
 created_at: '2024-06-07T11:47:31Z'
 edited_at: '2024-11-25T15:34:09Z'
 draft: false
diff --git a/content/blog/jason-meller-welcomes-1password-rails-foundation/index.md b/content/blog/jason-meller-welcomes-1password-rails-foundation/index.md
index e61313886..cbc065e18 100644
--- a/content/blog/jason-meller-welcomes-1password-rails-foundation/index.md
+++ b/content/blog/jason-meller-welcomes-1password-rails-foundation/index.md
@@ -5,7 +5,7 @@ remote_id: 2182000
 dev_to_id: 2182000
 dev_to_url: https://dev.to/jetthoughts/jason-meller-welcomes-1password-to-the-rails-foundation-29p8
 title: Jason Meller Welcomes 1Password to the Rails Foundation
-description: In a significant move for both the Rails community and 1Password, Jason Meller announced that...
+description: "In a significant move for both the Rails community and 1Password, Jason Meller announced that 1Password has officially joined the Rails Foundation."
 created_at: '2024-12-30T15:06:54Z'
 edited_at: '2025-01-30T03:15:16Z'
 date: 2024-12-30
diff --git a/content/blog/jetthoughts-on-goodfirms-radar-for-delivering-effortless-ruby-rails-development-services-business-of-various-niches/index.md b/content/blog/jetthoughts-on-goodfirms-radar-for-delivering-effortless-ruby-rails-development-services-business-of-various-niches/index.md
index bc85566ac..5cd6014cf 100644
--- a/content/blog/jetthoughts-on-goodfirms-radar-for-delivering-effortless-ruby-rails-development-services-business-of-various-niches/index.md
+++ b/content/blog/jetthoughts-on-goodfirms-radar-for-delivering-effortless-ruby-rails-development-services-business-of-various-niches/index.md
@@ -5,7 +5,7 @@ remote_id: 1880548
 dev_to_id: 1880548
 dev_to_url: https://dev.to/jetthoughts/jetthoughts-is-on-goodfirms-radar-for-delivering-effortless-ruby-on-rails-development-services-to-business-of-various-niches-1g8b
 title: JetThoughts Is On GoodFirms Radar for Delivering Effortless Ruby on Rails Development Services to Business of Various Niches
-description: JetThoughts LLC is an excellent firm offering various services that can give the business an edge...
+description: "JetThoughts LLC is an excellent firm offering various services that can give the business an edge in the competitive market."
 date: 2024-06-07
 created_at: '2024-06-07T15:27:35Z'
 edited_at: '2025-01-22T22:02:54Z'
diff --git a/content/blog/kamal-integration-in-rails-8-by-default-ruby/index.md b/content/blog/kamal-integration-in-rails-8-by-default-ruby/index.md
index 12ca05ed0..10eab7d53 100644
--- a/content/blog/kamal-integration-in-rails-8-by-default-ruby/index.md
+++ b/content/blog/kamal-integration-in-rails-8-by-default-ruby/index.md
@@ -5,7 +5,7 @@ remote_id: 1939835
 dev_to_id: 1939835
 dev_to_url: https://dev.to/jetthoughts/kamal-integration-in-rails-8-by-default-538m
 title: Kamal Integration in Rails 8 by Default
-description: In Rails 8, Kamal will be included by default. This change aims to simplify deployment and...
+description: "In Rails 8, Kamal will be included by default. This change aims to simplify deployment and infrastructure management processes for developers."
 date: 2024-07-29
 created_at: '2024-07-29T09:50:35Z'
 edited_at: '2024-11-25T15:33:03Z'
diff --git a/content/blog/linking-postgresql-data-through-time-when-tables-share-no-keys-database-sql/index.md b/content/blog/linking-postgresql-data-through-time-when-tables-share-no-keys-database-sql/index.md
index 1b38a6e8d..ef6cd3e57 100644
--- a/content/blog/linking-postgresql-data-through-time-when-tables-share-no-keys-database-sql/index.md
+++ b/content/blog/linking-postgresql-data-through-time-when-tables-share-no-keys-database-sql/index.md
@@ -5,7 +5,7 @@ remote_id: 2131289
 dev_to_id: 2131289
 dev_to_url: https://dev.to/jetthoughts/linking-postgresql-data-through-time-when-tables-share-no-keys-8pf
 title: 'Linking Data in PostgreSQL Without Explicit Keys: A Practical Guide'
-description: Databases often evolve in unpredictable ways. Tables that were initially designed to operate...
+description: "Databases often evolve in unpredictable ways. Tables that were initially designed to operate independently might later need to be connected."
 date: 2024-12-02
 created_at: '2024-12-02T13:25:12Z'
 edited_at: '2024-12-12T13:32:30Z'
diff --git a/content/blog/load-web-page-in-less-than-one-second-optimization-html/index.md b/content/blog/load-web-page-in-less-than-one-second-optimization-html/index.md
index 526eb146c..425eba8bd 100644
--- a/content/blog/load-web-page-in-less-than-one-second-optimization-html/index.md
+++ b/content/blog/load-web-page-in-less-than-one-second-optimization-html/index.md
@@ -5,7 +5,7 @@ remote_id: 1853553
 dev_to_id: 1853553
 dev_to_url: https://dev.to/jetthoughts/load-web-page-in-less-than-one-second-2146
 title: Load web page in less than one second
-description: How to improve the website load time without much effort? What optimizations and improvements can...
+description: "How to improve the website load time without much effort? What optimizations and improvements can help to speed up page loading?"
 created_at: '2024-05-15T07:04:49Z'
 edited_at: '2024-11-26T16:04:31Z'
 draft: false
diff --git a/content/blog/mastering-multiple-returns-in-ruby-power-of-datadefine/index.md b/content/blog/mastering-multiple-returns-in-ruby-power-of-datadefine/index.md
index 46e89cb0e..45e00c7d9 100644
--- a/content/blog/mastering-multiple-returns-in-ruby-power-of-datadefine/index.md
+++ b/content/blog/mastering-multiple-returns-in-ruby-power-of-datadefine/index.md
@@ -5,7 +5,7 @@ remote_id: 2169440
 dev_to_id: 2169440
 dev_to_url: https://dev.to/jetthoughts/mastering-multiple-returns-in-ruby-the-power-of-datadefine-3ng8
 title: 'Mastering Multiple Returns in Ruby: The Power of Data.define'
-description: In the world of Ruby programming, returning multiple values from a method can often lead to confusion...
+description: "In the world of Ruby programming, returning multiple values from a method can often lead to confusion and bugs."
 created_at: '2024-12-22T11:17:24Z'
 edited_at: '2025-01-30T03:25:02Z'
 date: 2024-12-22
diff --git a/content/blog/mastering-rails-with-react-comprehensive-guide-for-2024/index.md b/content/blog/mastering-rails-with-react-comprehensive-guide-for-2024/index.md
index b0f5ddd90..3da2a1af1 100644
--- a/content/blog/mastering-rails-with-react-comprehensive-guide-for-2024/index.md
+++ b/content/blog/mastering-rails-with-react-comprehensive-guide-for-2024/index.md
@@ -5,7 +5,7 @@ remote_id: 2170904
 dev_to_id: 2170904
 dev_to_url: https://dev.to/jetthoughts/mastering-rails-with-react-a-comprehensive-guide-for-2024-363j
 title: 'Mastering Rails with React: A Comprehensive Guide for 2024'
-description: If you're looking to mix the power of Rails with the flexibility of React, this guide is for you....
+description: "If you're looking to mix the power of Rails with the flexibility of React, this guide is for you."
 created_at: '2024-12-23T11:17:03Z'
 edited_at: '2025-01-30T03:23:52Z'
 date: 2024-12-23
diff --git a/content/blog/minitest-advantages-simple-testing-for-rails-projects-rspec/index.md b/content/blog/minitest-advantages-simple-testing-for-rails-projects-rspec/index.md
index 13178e05d..daf2c449d 100644
--- a/content/blog/minitest-advantages-simple-testing-for-rails-projects-rspec/index.md
+++ b/content/blog/minitest-advantages-simple-testing-for-rails-projects-rspec/index.md
@@ -5,7 +5,7 @@ remote_id: 2102152
 dev_to_id: 2102152
 dev_to_url: https://dev.to/jetthoughts/minitest-advantages-simple-testing-for-rails-projects-4467
 title: 'Minitest Advantages: Simple Testing for Rails Projects'
-description: Minitest and RSpec are great testing tools for Ruby on Rails, each with its style, strengths, and...
+description: "Minitest and RSpec are great testing tools for Ruby on Rails, each with its style, strengths, and weaknesses."
 created_at: '2024-11-13T08:47:37Z'
 edited_at: '2024-11-25T15:42:16Z'
 draft: false
diff --git a/content/blog/mock-everything-good-way-sink-tdd-testing/index.md b/content/blog/mock-everything-good-way-sink-tdd-testing/index.md
index f26405305..577e4dab8 100644
--- a/content/blog/mock-everything-good-way-sink-tdd-testing/index.md
+++ b/content/blog/mock-everything-good-way-sink-tdd-testing/index.md
@@ -5,7 +5,7 @@ remote_id: 1877556
 dev_to_id: 1877556
 dev_to_url: https://dev.to/jetthoughts/mock-everything-is-a-good-way-to-sink-2ha
 title: Mock Everything Is a Good Way to Sink
-description: Have you found a lot of code with mocks and stubs? But how do you feel about it? When I see...
+description: "Have you found a lot of code with mocks and stubs? But how do you feel about it? When I see mocks/stubs, I am always looking for the way to remove them."
 created_at: '2024-06-05T05:52:47Z'
 date: 2024-06-05
 edited_at: '2024-11-26T16:03:35Z'
diff --git a/content/blog/more-control-over-enum-in-rails-71-webdev/index.md b/content/blog/more-control-over-enum-in-rails-71-webdev/index.md
index c175229b5..9862d42ed 100644
--- a/content/blog/more-control-over-enum-in-rails-71-webdev/index.md
+++ b/content/blog/more-control-over-enum-in-rails-71-webdev/index.md
@@ -5,7 +5,7 @@ remote_id: 1774708
 dev_to_id: 1774708
 dev_to_url: https://dev.to/jetthoughts/more-control-over-enum-in-rails-71-28b6
 title: More control over enum in Rails 7.1
-description: ActiveRecord::Enum in Rails have long been a convenient tool for representing a set of symbolic...
+description: "ActiveRecord::Enum in Rails have long been a convenient tool for representing a set of symbolic values within a model."
 created_at: '2024-02-28T09:32:44Z'
 edited_at: '2024-11-25T15:39:31Z'
 draft: false
diff --git a/content/blog/new-asserts-for-testing-stopped-streams-after-ruby-on-rails-71-changelog/index.md b/content/blog/new-asserts-for-testing-stopped-streams-after-ruby-on-rails-71-changelog/index.md
index 1f657ea49..37c3d56cd 100644
--- a/content/blog/new-asserts-for-testing-stopped-streams-after-ruby-on-rails-71-changelog/index.md
+++ b/content/blog/new-asserts-for-testing-stopped-streams-after-ruby-on-rails-71-changelog/index.md
@@ -5,7 +5,7 @@ remote_id: 1851499
 dev_to_id: 1851499
 dev_to_url: https://dev.to/jetthoughts/new-asserts-for-testing-stopped-streams-after-ruby-on-rails-71-542b
 title: New asserts for testing stopped streams after Ruby on Rails 7.1.
-description: Previously, developers encountered a significant challenge verifying if streams ceased operation...
+description: "Previously, developers encountered a significant challenge verifying if streams ceased operation correctly."
 created_at: '2024-05-13T15:10:06Z'
 edited_at: '2024-11-25T15:39:17Z'
 draft: false
diff --git a/content/blog/new-in-rails-72-generated-with-devcontainer-changelog/index.md b/content/blog/new-in-rails-72-generated-with-devcontainer-changelog/index.md
index 934470546..4439974e1 100644
--- a/content/blog/new-in-rails-72-generated-with-devcontainer-changelog/index.md
+++ b/content/blog/new-in-rails-72-generated-with-devcontainer-changelog/index.md
@@ -5,7 +5,7 @@ remote_id: 1910822
 dev_to_id: 1910822
 dev_to_url: https://dev.to/jetthoughts/new-in-rails-72-generated-with-devcontainer-5ob
 title: 'New in Rails 7.2: Generated With .devcontainer'
-description: Exciting news from Rails! The latest Rails 7.2 has a new feature. When you create a new app, it now...
+description: "Exciting news from Rails! The latest Rails 7.2 has a new feature. When you create a new app, it now generates a .devcontainer folder."
 created_at: '2024-07-03T20:23:36Z'
 edited_at: '2024-11-25T15:33:28Z'
 draft: false
diff --git a/content/blog/onboarding-tests-into-legacy-project-testing-startup/index.md b/content/blog/onboarding-tests-into-legacy-project-testing-startup/index.md
index 62d54425e..3eb007b96 100644
--- a/content/blog/onboarding-tests-into-legacy-project-testing-startup/index.md
+++ b/content/blog/onboarding-tests-into-legacy-project-testing-startup/index.md
@@ -5,7 +5,7 @@ remote_id: 1877640
 dev_to_id: 1877640
 dev_to_url: https://dev.to/jetthoughts/onboarding-tests-into-legacy-project-54f3
 title: Onboarding Tests into Legacy Project
-description: What solution should you apply to get the first results in a short time in the legacy project? What...
+description: "What solution should you apply to get the first results in a short time in the legacy project?"
 created_at: '2024-06-05T06:37:41Z'
 edited_at: '2024-11-26T16:02:56Z'
 draft: false
diff --git a/content/blog/over-complicated-pricing-could-kill-sales-process/index.md b/content/blog/over-complicated-pricing-could-kill-sales-process/index.md
index 9a74d1051..41507e124 100644
--- a/content/blog/over-complicated-pricing-could-kill-sales-process/index.md
+++ b/content/blog/over-complicated-pricing-could-kill-sales-process/index.md
@@ -5,7 +5,7 @@ remote_id: 2190249
 dev_to_id: 2190249
 dev_to_url: https://dev.to/jetthoughts/over-complicated-pricing-could-kill-a-sales-process-3afg
 title: Over-Complicated Pricing Could Kill A Sales Process
-description: In the world of sales, pricing strategies can make or break a deal. Recently, a discussion...
+description: "In the world of sales, pricing strategies can make or break a deal. Recently, a discussion highlighted the importance of keeping pricing simple."
 date: 2025-01-05
 created_at: '2025-01-05T17:56:02Z'
 edited_at: '2025-01-30T02:52:04Z'
diff --git a/content/blog/overnight-success-of-kalshi/index.md b/content/blog/overnight-success-of-kalshi/index.md
index 0f6a3e1cc..8cfcacf56 100644
--- a/content/blog/overnight-success-of-kalshi/index.md
+++ b/content/blog/overnight-success-of-kalshi/index.md
@@ -5,7 +5,7 @@ remote_id: 2266552
 dev_to_id: 2266552
 dev_to_url: https://dev.to/jetthoughts/the-overnight-success-of-kalshi-3ngd
 title: The 'Overnight Success' Of Kalshi
-description: In the world of startups, the term "overnight success" often masks the years of hard work and...
+description: "In the world of startups, the term \"overnight success\" often masks the years of hard work and struggle behind it."
 date: 2025-02-08
 created_at: '2025-02-08T19:22:33Z'
 edited_at: '2025-02-09T12:05:12Z'
diff --git a/content/blog/own-heroku-review-apps-with-github-actions-kamal-2-devops-development/index.md b/content/blog/own-heroku-review-apps-with-github-actions-kamal-2-devops-development/index.md
index 536bd3afb..45aa23a01 100644
--- a/content/blog/own-heroku-review-apps-with-github-actions-kamal-2-devops-development/index.md
+++ b/content/blog/own-heroku-review-apps-with-github-actions-kamal-2-devops-development/index.md
@@ -5,7 +5,7 @@ remote_id: 2053767
 dev_to_id: 2053767
 dev_to_url: https://dev.to/jetthoughts/own-heroku-review-apps-with-github-actions-and-kamal-2-407n
 title: Own Heroku Review Apps with GitHub Actions and Kamal 2
-description: Continuous delivery is vital in modern software development. It ensures that code changes are...
+description: "Continuous delivery is vital in modern software development. It ensures that code changes are released quickly and reliably."
 created_at: '2024-10-23T14:23:22Z'
 edited_at: '2024-11-25T15:31:50Z'
 date: 2024-10-23
diff --git a/content/blog/practical-guide-writing-introductions-introduction/index.md b/content/blog/practical-guide-writing-introductions-introduction/index.md
index c83e4b351..78d0a915b 100644
--- a/content/blog/practical-guide-writing-introductions-introduction/index.md
+++ b/content/blog/practical-guide-writing-introductions-introduction/index.md
@@ -5,7 +5,7 @@ remote_id: 1852747
 dev_to_id: 1852747
 dev_to_url: https://dev.to/jetthoughts/a-practical-guide-to-writing-introductions-4d5k
 title: A Practical Guide To Writing Introductions
-description: Are you struggling with the introduction as it’s absolutely annoying thing that has to be written? It...
+description: "Are you struggling with the introduction as it’s absolutely annoying thing that has to be written? It simply summarises the main points of your article."
 created_at: '2024-05-14T14:14:26Z'
 edited_at: '2024-11-26T16:05:10Z'
 draft: false
diff --git a/content/blog/prepare-pull-request-before-asking-review-git-pullrequest/index.md b/content/blog/prepare-pull-request-before-asking-review-git-pullrequest/index.md
index f6ed08256..ffe862383 100644
--- a/content/blog/prepare-pull-request-before-asking-review-git-pullrequest/index.md
+++ b/content/blog/prepare-pull-request-before-asking-review-git-pullrequest/index.md
@@ -5,7 +5,7 @@ remote_id: 1852617
 dev_to_id: 1852617
 dev_to_url: https://dev.to/jetthoughts/prepare-the-pull-request-before-asking-to-review-2o87
 title: Prepare the Pull Request before asking to Review
-description: How to avoid being the victim of an open loop trying to get your Pull Request verified while working...
+description: "How to avoid being the victim of an open loop trying to get your Pull Request verified while working asynchronously? In JetThoughts, we set some rules."
 created_at: '2024-05-14T12:27:37Z'
 edited_at: '2024-11-26T16:05:38Z'
 draft: false
diff --git a/content/blog/rails-8-introducing-new-default-asset-pipeline-propshaft-ruby/index.md b/content/blog/rails-8-introducing-new-default-asset-pipeline-propshaft-ruby/index.md
index 6c28ddb8a..1e1654719 100644
--- a/content/blog/rails-8-introducing-new-default-asset-pipeline-propshaft-ruby/index.md
+++ b/content/blog/rails-8-introducing-new-default-asset-pipeline-propshaft-ruby/index.md
@@ -5,7 +5,7 @@ remote_id: 2057856
 dev_to_id: 2057856
 dev_to_url: https://dev.to/jetthoughts/rails-8-introducing-the-new-default-asset-pipeline-propshaft-5cpp
 title: 'Rails 8: Introducing the New Default Asset Pipeline – Propshaft'
-description: The Rails asset pipeline helps manage static assets like CSS, JavaScript, and images. It improves...
+description: "The Rails asset pipeline helps manage static assets like CSS, JavaScript, and images. It improves delivery speed by compressing and combining these files."
 date: 2024-10-25
 created_at: '2024-10-25T14:36:50Z'
 edited_at: '2024-11-25T15:31:45Z'
diff --git a/content/blog/react-ruby-on-rails-without-any-gems-typescript/index.md b/content/blog/react-ruby-on-rails-without-any-gems-typescript/index.md
index cdfb7f89d..6973c8a09 100644
--- a/content/blog/react-ruby-on-rails-without-any-gems-typescript/index.md
+++ b/content/blog/react-ruby-on-rails-without-any-gems-typescript/index.md
@@ -5,7 +5,7 @@ remote_id: 1877637
 dev_to_id: 1877637
 dev_to_url: https://dev.to/jetthoughts/react-ruby-on-rails-without-any-gems-3clf
 title: React + Ruby on Rails without any gems
-description: React + Ruby on Rails without any gems   How to start using React components written in...
+description: "How to start using React components written in TypeScript using Ruby on Rails as a server with only built-in Rails features?"
 created_at: '2024-06-05T06:32:51Z'
 edited_at: '2024-11-26T16:03:07Z'
 draft: false
diff --git a/content/blog/recent-searches-sorting-hashes-how-they-are-connected-ruby-rails/index.md b/content/blog/recent-searches-sorting-hashes-how-they-are-connected-ruby-rails/index.md
index 748f7de35..d411d7a24 100644
--- a/content/blog/recent-searches-sorting-hashes-how-they-are-connected-ruby-rails/index.md
+++ b/content/blog/recent-searches-sorting-hashes-how-they-are-connected-ruby-rails/index.md
@@ -5,7 +5,7 @@ remote_id: 1879395
 dev_to_id: 1879395
 dev_to_url: https://dev.to/jetthoughts/recent-searches-sorting-hashes-how-they-are-connected-4965
 title: 'Recent Searches & Sorting Hashes: How They are Connected'
-description: In one of the applications, that we are developing, we needed to implement the storing of 10 last...
+description: "In one of the applications, that we are developing, we needed to implement the storing of 10 last user search requests."
 date: 2024-06-06
 created_at: '2024-06-06T15:55:49Z'
 edited_at: '2024-11-26T16:02:35Z'
diff --git a/content/blog/regular-automatic-dependencies-update-with-circleci-github-circle/index.md b/content/blog/regular-automatic-dependencies-update-with-circleci-github-circle/index.md
index 57ee74e97..caeaf6358 100644
--- a/content/blog/regular-automatic-dependencies-update-with-circleci-github-circle/index.md
+++ b/content/blog/regular-automatic-dependencies-update-with-circleci-github-circle/index.md
@@ -5,7 +5,7 @@ remote_id: 1852752
 dev_to_id: 1852752
 dev_to_url: https://dev.to/jetthoughts/regular-automatic-dependencies-update-with-circleci-1ihf
 title: Regular automatic dependencies update with CircleCI
-description: Resolving the auto-upgrade issue will allow having edge gems versions with little to no...
+description: "Resolving the auto-upgrade issue will allow having edge gems versions with little to no effort. How could you achieve this with CI (specifically CircleCI)?"
 created_at: '2024-05-14T14:18:44Z'
 edited_at: '2024-11-26T16:05:04Z'
 draft: false
diff --git a/content/blog/responsive-or-adaptive-design-find-out-which-one-better-for-you-webdesign/index.md b/content/blog/responsive-or-adaptive-design-find-out-which-one-better-for-you-webdesign/index.md
index 02ebd16ac..2d3e465d3 100644
--- a/content/blog/responsive-or-adaptive-design-find-out-which-one-better-for-you-webdesign/index.md
+++ b/content/blog/responsive-or-adaptive-design-find-out-which-one-better-for-you-webdesign/index.md
@@ -5,7 +5,7 @@ remote_id: 1877550
 dev_to_id: 1877550
 dev_to_url: https://dev.to/jetthoughts/responsive-or-adaptive-design-find-out-which-one-is-better-for-you-1cc7
 title: Responsive or Adaptive Design? Find out which one is better for you
-description: JetThoughts has launched a new project recently. Whole front-end team was set and started...
+description: "JetThoughts has launched a new project recently. Whole front-end team was set and started developing the UI part."
 created_at: '2024-06-05T05:49:07Z'
 edited_at: '2024-11-26T16:03:39Z'
 draft: false
diff --git a/content/blog/revise-your-stylesheets-part-1-color-scheme-webdev-css/index.md b/content/blog/revise-your-stylesheets-part-1-color-scheme-webdev-css/index.md
index 75089aa8c..7f261d841 100644
--- a/content/blog/revise-your-stylesheets-part-1-color-scheme-webdev-css/index.md
+++ b/content/blog/revise-your-stylesheets-part-1-color-scheme-webdev-css/index.md
@@ -5,7 +5,7 @@ remote_id: 1880239
 dev_to_id: 1880239
 dev_to_url: https://dev.to/jetthoughts/revise-your-stylesheets-part-1-color-scheme-1a9k
 title: Revise Your Stylesheets. Part 1. Color Scheme
-description: Revise Your Stylesheets. Part 1. Color Scheme   Ever wonder how many colors exist in your...
+description: "Ever wonder how many colors exist in your project? Do you have strict style guides kindly prepared by the design lead?"
 created_at: '2024-06-07T10:32:47Z'
 edited_at: '2024-11-26T16:02:15Z'
 draft: false
diff --git a/content/blog/reviving-defense-technology-silicon-valleys-next-chapter/index.md b/content/blog/reviving-defense-technology-silicon-valleys-next-chapter/index.md
index 5e6466330..5500ee87d 100644
--- a/content/blog/reviving-defense-technology-silicon-valleys-next-chapter/index.md
+++ b/content/blog/reviving-defense-technology-silicon-valleys-next-chapter/index.md
@@ -5,7 +5,7 @@ remote_id: 2222412
 dev_to_id: 2222412
 dev_to_url: https://dev.to/jetthoughts/reviving-defense-technology-silicon-valleys-next-chapter-gej
 title: 'Reviving Defense Technology: Silicon Valley''s Next Chapter'
-description: The U.S. has long been a leader in defense technology, but recent trends show that the defense...
+description: "The U.S. has long been a leader in defense technology, but recent trends show that the defense contractors we rely on have become sluggish and inefficient."
 date: 2025-01-18
 created_at: '2025-01-18T12:22:15Z'
 edited_at: '2025-01-30T02:43:07Z'
diff --git a/content/blog/revolutionizing-productivity-future-of-developer-tooling-in-2025/index.md b/content/blog/revolutionizing-productivity-future-of-developer-tooling-in-2025/index.md
index 2959aa4fd..e16b8623d 100644
--- a/content/blog/revolutionizing-productivity-future-of-developer-tooling-in-2025/index.md
+++ b/content/blog/revolutionizing-productivity-future-of-developer-tooling-in-2025/index.md
@@ -5,7 +5,7 @@ remote_id: 2189412
 dev_to_id: 2189412
 dev_to_url: https://dev.to/jetthoughts/revolutionizing-productivity-the-future-of-developer-tooling-in-2025-41jj
 title: 'Revolutionizing Productivity: The Future of Developer Tooling in 2025'
-description: Developer tooling is on the brink of a major transformation as we head into 2025. With AI taking...
+description: "Developer tooling is on the brink of a major transformation as we head into 2025. With AI taking center stage, the way developers work is changing fast."
 created_at: '2025-01-04T22:48:24Z'
 edited_at: '2025-01-30T02:53:10Z'
 date: 2025-01-04
diff --git a/content/blog/rscss-styling-css-without-losing-your-sanity/index.md b/content/blog/rscss-styling-css-without-losing-your-sanity/index.md
index 54216046a..a5b00e3ac 100644
--- a/content/blog/rscss-styling-css-without-losing-your-sanity/index.md
+++ b/content/blog/rscss-styling-css-without-losing-your-sanity/index.md
@@ -5,7 +5,7 @@ remote_id: 1852739
 dev_to_id: 1852739
 dev_to_url: https://dev.to/jetthoughts/rscss-styling-css-without-losing-your-sanity-2c1a
 title: RSCSS. Styling CSS without losing your sanity
-description: Thinking of a beautiful and grammatically correct CSS code over and over again but still wiped out...
+description: "Thinking of a beautiful and grammatically correct CSS code over and over again but still wiped out with the methodology?"
 date: 2024-05-14
 created_at: '2024-05-14T14:03:11Z'
 edited_at: '2024-11-25T15:38:09Z'
diff --git a/content/blog/ruby-on-rails-8-custom-compression-for-encrypted-data/index.md b/content/blog/ruby-on-rails-8-custom-compression-for-encrypted-data/index.md
index 62f4b31f8..07129cec4 100644
--- a/content/blog/ruby-on-rails-8-custom-compression-for-encrypted-data/index.md
+++ b/content/blog/ruby-on-rails-8-custom-compression-for-encrypted-data/index.md
@@ -5,7 +5,7 @@ remote_id: 2086252
 dev_to_id: 2086252
 dev_to_url: https://dev.to/jetthoughts/ruby-on-rails-8-custom-compression-for-encrypted-data-48n5
 title: 'Ruby on Rails 8: Custom Compression for Encrypted Data'
-description: In Ruby on Rails 8, ActiveRecord's encryption features are more flexible than ever. You can now set a...
+description: "In Ruby on Rails 8, ActiveRecord’s encryption features are more flexible than ever. You can now set a custom compression algorithm for encrypted attributes."
 date: 2024-11-08
 created_at: '2024-11-08T08:48:36Z'
 edited_at: '2024-11-25T15:42:09Z'
diff --git a/content/blog/ruby-on-rails-case-study-how-jetthoughts-improved-openapplys-code-ux/index.md b/content/blog/ruby-on-rails-case-study-how-jetthoughts-improved-openapplys-code-ux/index.md
index 201b83b39..9ca5717bf 100644
--- a/content/blog/ruby-on-rails-case-study-how-jetthoughts-improved-openapplys-code-ux/index.md
+++ b/content/blog/ruby-on-rails-case-study-how-jetthoughts-improved-openapplys-code-ux/index.md
@@ -5,7 +5,7 @@ remote_id: 2103920
 dev_to_id: 2103920
 dev_to_url: https://dev.to/jetthoughts/ruby-on-rails-case-study-how-jetthoughts-improved-openapplys-code-and-ux-5acc
 title: 'Ruby on Rails Case Study: How JetThoughts Improved OpenApply''s Code and UX'
-description: OpenApply is a smart software tool that makes admissions and enrollment easier for students...
+description: "OpenApply is a smart software platform that makes admissions and enrollment easier for students worldwide."
 created_at: '2024-11-14T09:38:27Z'
 edited_at: '2024-11-25T15:42:19Z'
 draft: false
diff --git a/content/blog/sales-pre-pmf-should-be-done-by-founders/index.md b/content/blog/sales-pre-pmf-should-be-done-by-founders/index.md
index 18ac91026..0a073628f 100644
--- a/content/blog/sales-pre-pmf-should-be-done-by-founders/index.md
+++ b/content/blog/sales-pre-pmf-should-be-done-by-founders/index.md
@@ -5,7 +5,7 @@ remote_id: 2178713
 dev_to_id: 2178713
 dev_to_url: https://dev.to/jetthoughts/sales-pre-pmf-should-be-done-by-the-founders-99l
 title: Sales Pre-PMF Should Be Done By The Founders
-description: In the early stages of a startup, founders often find themselves at a crossroads when it comes to...
+description: "In the early stages of a startup, founders often find themselves at a crossroads when it comes to sales."
 created_at: '2024-12-28T05:16:44Z'
 date: 2024-12-28
 edited_at: '2025-01-30T03:18:28Z'
diff --git a/content/blog/self-promote-on-reddit-without-getting-banned-promotion/index.md b/content/blog/self-promote-on-reddit-without-getting-banned-promotion/index.md
index a438525ee..0b1b6b134 100644
--- a/content/blog/self-promote-on-reddit-without-getting-banned-promotion/index.md
+++ b/content/blog/self-promote-on-reddit-without-getting-banned-promotion/index.md
@@ -5,7 +5,7 @@ remote_id: 1880466
 dev_to_id: 1880466
 dev_to_url: https://dev.to/jetthoughts/self-promote-on-reddit-without-getting-banned-3pm2
 title: Self-promote on Reddit without getting banned
-description: We are happy to share our experience on important aspects of starting self-promoting posts on Reddit....
+description: "We are happy to share our experience on important aspects of starting self-promoting posts on Reddit. What do you need for it? What are the steps?"
 created_at: '2024-06-07T13:31:24Z'
 date: 2024-06-07
 edited_at: '2024-11-26T16:02:00Z'
diff --git a/content/blog/services-tools-automatize-development-for-remote-teams-workflow-automation/index.md b/content/blog/services-tools-automatize-development-for-remote-teams-workflow-automation/index.md
index 1596a95e9..75a069129 100644
--- a/content/blog/services-tools-automatize-development-for-remote-teams-workflow-automation/index.md
+++ b/content/blog/services-tools-automatize-development-for-remote-teams-workflow-automation/index.md
@@ -5,7 +5,7 @@ remote_id: 1853472
 dev_to_id: 1853472
 dev_to_url: https://dev.to/jetthoughts/services-and-tools-to-automatize-development-for-the-remote-teams-4dg7
 title: Services and tools to automatize development for the remote teams
-description: We save a lot of time on development and create better products due to well-formed...
+description: "We save a lot of time on development and create better products due to well-formed workflow."
 date: 2024-05-15
 created_at: '2024-05-15T06:02:44Z'
 edited_at: '2024-11-26T16:04:53Z'
diff --git a/content/blog/simpler-way-set-content-types-in-rails-ruby/index.md b/content/blog/simpler-way-set-content-types-in-rails-ruby/index.md
index bfa5e73cb..192ac423d 100644
--- a/content/blog/simpler-way-set-content-types-in-rails-ruby/index.md
+++ b/content/blog/simpler-way-set-content-types-in-rails-ruby/index.md
@@ -5,7 +5,7 @@ remote_id: 2157631
 dev_to_id: 2157631
 dev_to_url: https://dev.to/jetthoughts/a-simpler-way-to-set-content-types-in-rails-n4o
 title: A Simpler Way to Set Content Types in Rails
-description: Rails now lets you set content types with less code. This new feature makes your work easier.       ...
+description: "Rails now lets you set content types with less code. This new feature makes your work easier."
 date: 2024-12-15
 created_at: '2024-12-15T12:43:01Z'
 edited_at: '2024-12-15T13:11:19Z'
diff --git a/content/blog/simplest-way-automate-delivery-of-your-react-native-application-android-reactnative/index.md b/content/blog/simplest-way-automate-delivery-of-your-react-native-application-android-reactnative/index.md
index f4f901d98..73155959a 100644
--- a/content/blog/simplest-way-automate-delivery-of-your-react-native-application-android-reactnative/index.md
+++ b/content/blog/simplest-way-automate-delivery-of-your-react-native-application-android-reactnative/index.md
@@ -5,7 +5,7 @@ remote_id: 1877570
 dev_to_id: 1877570
 dev_to_url: https://dev.to/jetthoughts/the-simplest-way-to-automate-delivery-of-your-react-native-application-1e6o
 title: The simplest way to automate delivery of your React Native Application
-description: Introduction   Delivering mobile application’s updates is not as simple as in the case of a...
+description: "Delivering mobile application’s updates is not as simple as in the case of a web application."
 created_at: '2024-06-05T06:08:07Z'
 edited_at: '2025-02-21T11:12:25Z'
 date: 2024-06-05
diff --git a/content/blog/simultaneous-work-on-feature-for-frontend-backend-developers-development-startup/index.md b/content/blog/simultaneous-work-on-feature-for-frontend-backend-developers-development-startup/index.md
index e2f19dcbd..725976257 100644
--- a/content/blog/simultaneous-work-on-feature-for-frontend-backend-developers-development-startup/index.md
+++ b/content/blog/simultaneous-work-on-feature-for-frontend-backend-developers-development-startup/index.md
@@ -5,7 +5,7 @@ remote_id: 1877642
 dev_to_id: 1877642
 dev_to_url: https://dev.to/jetthoughts/simultaneous-work-on-the-feature-for-frontend-and-backend-developers-1463
 title: Simultaneous work on the feature for frontend and backend developers
-description: Simultaneous work on the feature for frontend and backend developers   How do split features...
+description: "How do split features on static and backend for 2 developers to prevent blockers? What no-time solution we could use for small projects?"
 date: 2024-06-05
 created_at: '2024-06-05T06:43:35Z'
 edited_at: '2024-11-26T16:02:54Z'
diff --git a/content/blog/speed-up-github-prs-review-of-your-react-applications-development-tutorial/index.md b/content/blog/speed-up-github-prs-review-of-your-react-applications-development-tutorial/index.md
index dfa255c30..76e64e5c3 100644
--- a/content/blog/speed-up-github-prs-review-of-your-react-applications-development-tutorial/index.md
+++ b/content/blog/speed-up-github-prs-review-of-your-react-applications-development-tutorial/index.md
@@ -5,7 +5,7 @@ remote_id: 1853466
 dev_to_id: 1853466
 dev_to_url: https://dev.to/jetthoughts/speed-up-github-prs-review-of-your-react-applications-4n8o
 title: Speed up GitHub PR’s review of your React applications
-description: Would you like to speed up PR’s review of React application, when you use Jest snapshot...
+description: "Would you like to speed up PR’s review of React application, when you use Jest snapshot testing?"
 created_at: '2024-05-15T05:55:46Z'
 edited_at: '2024-11-26T16:04:57Z'
 draft: false
diff --git a/content/blog/stimulus-keyboard-event-filter/index.md b/content/blog/stimulus-keyboard-event-filter/index.md
index 7e5255cfc..a0bf8702b 100644
--- a/content/blog/stimulus-keyboard-event-filter/index.md
+++ b/content/blog/stimulus-keyboard-event-filter/index.md
@@ -5,7 +5,7 @@ remote_id: 1698810
 dev_to_id: 1698810
 dev_to_url: https://dev.to/jetthoughts/stimulus-keyboard-event-filter-4370
 title: Stimulus Keyboard Event Filter
-description: What it was In the last update of Stimulus v3.2.2, the ability to filter the event by PageDown and...
+description: "In the last update of Stimulus v3.2.2, the ability to filter the event by PageDown and PageUp keys was added."
 created_at: '2023-12-15T11:11:52Z'
 edited_at: '2024-11-25T15:39:41Z'
 draft: false
diff --git a/content/blog/stop-ai-obsession-smart-way-validate-your-startup-idea-product-bootstrap/index.md b/content/blog/stop-ai-obsession-smart-way-validate-your-startup-idea-product-bootstrap/index.md
index c7600b600..9d295c70e 100644
--- a/content/blog/stop-ai-obsession-smart-way-validate-your-startup-idea-product-bootstrap/index.md
+++ b/content/blog/stop-ai-obsession-smart-way-validate-your-startup-idea-product-bootstrap/index.md
@@ -5,7 +5,7 @@ remote_id: 2057569
 dev_to_id: 2057569
 dev_to_url: https://dev.to/jetthoughts/stop-the-ai-obsession-the-smart-way-to-validate-your-startup-idea-1a33
 title: 'Stop the AI Obsession: The Smart Way to Validate Your Startup Idea'
-description: Many founders today fixate on AI. They think adding AI to their product will draw users in droves,...
+description: "Many founders today fixate on AI. They think adding AI to their product will draw users in droves, and they believe AI is the magic ingredient for success."
 created_at: '2024-10-25T12:04:15Z'
 edited_at: '2024-11-25T15:31:48Z'
 date: 2024-10-25
diff --git a/content/blog/streamlined-startup-development-team/index.md b/content/blog/streamlined-startup-development-team/index.md
index f2afca74b..c6850cc91 100644
--- a/content/blog/streamlined-startup-development-team/index.md
+++ b/content/blog/streamlined-startup-development-team/index.md
@@ -5,7 +5,7 @@ remote_id: 1943717
 dev_to_id: 1943717
 dev_to_url: https://dev.to/jetthoughts/streamlined-startup-development-team-2of7
 title: Streamlined Startup Development Team
-description: Starting a new venture is hard, especially for non-tech founders. Finding the right remote developers...
+description: "Starting a new venture is hard, especially for non-tech founders. Finding the right remote developers can be a big challenge."
 created_at: '2024-08-01T13:10:25Z'
 edited_at: '2024-11-25T15:32:51Z'
 draft: false
diff --git a/content/blog/tldr-move-cicd-scripts-into-automation-devops-productivity/index.md b/content/blog/tldr-move-cicd-scripts-into-automation-devops-productivity/index.md
index ae1709d1d..5f074663b 100644
--- a/content/blog/tldr-move-cicd-scripts-into-automation-devops-productivity/index.md
+++ b/content/blog/tldr-move-cicd-scripts-into-automation-devops-productivity/index.md
@@ -5,7 +5,7 @@ remote_id: 1205643
 dev_to_id: 1205643
 dev_to_url: https://dev.to/jetthoughts/tldr-move-cicd-scripts-into-automation-373c
 title: 'TL;DR: Move CI/CD scripts into .automation'
-description: Today our /bin folder has become overwhelmed with different development tools and scripts.  We put...
+description: "Today our /bin folder has become overwhelmed with different development tools and scripts."
 created_at: '2022-09-28T16:13:54Z'
 edited_at: '2024-11-25T15:40:31Z'
 date: 2022-09-28
diff --git a/content/blog/tools-provide-effective-feedback-for-distributed-development-teams-productivity-startup/index.md b/content/blog/tools-provide-effective-feedback-for-distributed-development-teams-productivity-startup/index.md
index a9c35f90e..cd2fdc0ea 100644
--- a/content/blog/tools-provide-effective-feedback-for-distributed-development-teams-productivity-startup/index.md
+++ b/content/blog/tools-provide-effective-feedback-for-distributed-development-teams-productivity-startup/index.md
@@ -5,7 +5,7 @@ remote_id: 1853640
 dev_to_id: 1853640
 dev_to_url: https://dev.to/jetthoughts/tools-to-provide-effective-feedback-for-distributed-development-teams-55gm
 title: Tools to provide effective feedback for distributed development teams
-description: How to share info in a remote async environment? What is the best way to keep everyone in the...
+description: "How to share info in a remote async environment? What is the best way to keep everyone in the loop?"
 created_at: '2024-05-15T07:58:27Z'
 edited_at: '2024-11-26T16:04:01Z'
 date: 2024-05-15
diff --git a/content/blog/top-venture-builders-in-germany-leading-innovation-across-industries-startup/index.md b/content/blog/top-venture-builders-in-germany-leading-innovation-across-industries-startup/index.md
index bf9060065..92abea13c 100644
--- a/content/blog/top-venture-builders-in-germany-leading-innovation-across-industries-startup/index.md
+++ b/content/blog/top-venture-builders-in-germany-leading-innovation-across-industries-startup/index.md
@@ -5,7 +5,7 @@ remote_id: 1908791
 dev_to_id: 1908791
 dev_to_url: https://dev.to/jetthoughts/top-venture-builders-in-germany-leading-innovation-across-industries-2lbm
 title: 'Top Venture Builders in Germany: Leading Innovation Across Industries'
-description: Fed up! Are you aiming to create a new company but you are weak from a tech position? Are you excited...
+description: "Fed up! Are you aiming to create a new company but you are weak from a tech position? Are you excited to build your own software without any coding skills?"
 created_at: '2024-07-02T11:17:59Z'
 date: 2024-07-02
 edited_at: '2024-11-25T15:33:33Z'
diff --git a/content/blog/transform-your-business-with-expert-front-end-web-development-services/index.md b/content/blog/transform-your-business-with-expert-front-end-web-development-services/index.md
index 5648743fa..8825e1f8d 100644
--- a/content/blog/transform-your-business-with-expert-front-end-web-development-services/index.md
+++ b/content/blog/transform-your-business-with-expert-front-end-web-development-services/index.md
@@ -5,7 +5,7 @@ remote_id: 2172818
 dev_to_id: 2172818
 dev_to_url: https://dev.to/jetthoughts/transform-your-business-with-expert-front-end-web-development-services-3j11
 title: Transform Your Business with Expert Front End Web Development Services
-description: In today's fast-paced digital world, having a strong online presence is key for any business. Front...
+description: "In today's fast-paced digital world, having a strong online presence is key for any business."
 created_at: '2024-12-24T12:27:02Z'
 edited_at: '2025-01-30T03:22:24Z'
 draft: false
diff --git a/content/blog/trial-period-for-staff-augmentation-in-jetthoughts-startup-engagement/index.md b/content/blog/trial-period-for-staff-augmentation-in-jetthoughts-startup-engagement/index.md
index 780252666..29a886fa2 100644
--- a/content/blog/trial-period-for-staff-augmentation-in-jetthoughts-startup-engagement/index.md
+++ b/content/blog/trial-period-for-staff-augmentation-in-jetthoughts-startup-engagement/index.md
@@ -5,7 +5,7 @@ remote_id: 1852745
 dev_to_id: 1852745
 dev_to_url: https://dev.to/jetthoughts/the-trial-period-for-staff-augmentation-in-jetthoughts-eff
 title: The Trial Period for Staff Augmentation in JetThoughts
-description: We offer a 2-week trial with no obligation. So you can test everything and see how it goes with no...
+description: "We offer a 2-week trial with no obligation. So you can test everything and see how it goes with no financial risks at all."
 created_at: '2024-05-14T14:11:01Z'
 edited_at: '2024-11-25T15:38:04Z'
 date: 2024-05-14
diff --git a/content/blog/troubleshooting-ruby-build-tutorial/index.md b/content/blog/troubleshooting-ruby-build-tutorial/index.md
index 42e655c93..67b5d3adc 100644
--- a/content/blog/troubleshooting-ruby-build-tutorial/index.md
+++ b/content/blog/troubleshooting-ruby-build-tutorial/index.md
@@ -5,7 +5,7 @@ remote_id: 1215921
 dev_to_id: 1215921
 dev_to_url: https://dev.to/jetthoughts/troubleshooting-ruby-build-fm2
 title: Troubleshooting ruby build
-description: Have you found problems building ruby on a local machine? How to configure your local environment...
+description: "Have you found problems building ruby on a local machine? How to configure your local environment once and for all?"
 created_at: '2022-10-10T16:14:36Z'
 edited_at: '2024-11-25T15:40:24Z'
 draft: false
diff --git a/content/blog/turbocharge-your-rails-apps-with-smart/index.md b/content/blog/turbocharge-your-rails-apps-with-smart/index.md
index e53ed1b19..1ca384c81 100644
--- a/content/blog/turbocharge-your-rails-apps-with-smart/index.md
+++ b/content/blog/turbocharge-your-rails-apps-with-smart/index.md
@@ -5,7 +5,7 @@ remote_id: 2422049
 dev_to_id: 2422049
 dev_to_url: https://dev.to/jetthoughts/turbocharge-your-rails-apps-with-smart-database-indexing-2a26
 title: Turbocharge Your Rails Apps with Smart Database Indexing
-description: Is your Rails application running slow? Are search queries taking forever to complete? The solution...
+description: "Is your Rails application running slow? Are search queries taking forever to complete? The solution might be simpler than you think."
 date: 2025-04-21
 created_at: '2025-04-21T13:19:24Z'
 edited_at: '2025-05-04T10:56:39Z'
diff --git a/content/blog/ultimate-guide-hiring-ruby-on-rails-developers/index.md b/content/blog/ultimate-guide-hiring-ruby-on-rails-developers/index.md
index 623ce84e7..42c741c2c 100644
--- a/content/blog/ultimate-guide-hiring-ruby-on-rails-developers/index.md
+++ b/content/blog/ultimate-guide-hiring-ruby-on-rails-developers/index.md
@@ -5,7 +5,7 @@ remote_id: 1918313
 dev_to_id: 1918313
 dev_to_url: https://dev.to/jetthoughts/the-ultimate-guide-to-hiring-ruby-on-rails-developers-2lbo
 title: The Ultimate Guide to Hiring Ruby on Rails Developers
-description: Ruby on Rails (RoR) is a top choice and a pivotal tool in web development, especially for startups....
+description: "Ruby on Rails (RoR) is a top choice and a pivotal tool in web development, especially for startups."
 created_at: '2024-07-10T09:32:48Z'
 edited_at: '2024-11-25T15:33:10Z'
 date: 2024-07-10
diff --git a/content/blog/understanding-distinctions-web-development-software-explained/index.md b/content/blog/understanding-distinctions-web-development-software-explained/index.md
index f2f6d280f..77482809f 100644
--- a/content/blog/understanding-distinctions-web-development-software-explained/index.md
+++ b/content/blog/understanding-distinctions-web-development-software-explained/index.md
@@ -5,7 +5,7 @@ remote_id: 2223826
 dev_to_id: 2223826
 dev_to_url: https://dev.to/jetthoughts/understanding-the-distinctions-web-development-and-software-development-explained-4eh3
 title: 'Understanding the Distinctions: Web Development and Software Development Explained'
-description: When it comes to tech careers, web development and software development often get tossed around like...
+description: "When it comes to tech careers, web development and software development often get tossed around like they're the same thing. But they're not."
 created_at: '2025-01-19T06:45:24Z'
 edited_at: '2025-01-30T02:42:37Z'
 date: 2025-01-19
diff --git a/content/blog/understanding-fractional-positions-future-of-flexible-employment-in-2025/index.md b/content/blog/understanding-fractional-positions-future-of-flexible-employment-in-2025/index.md
index 00a2cf4ae..093587f43 100644
--- a/content/blog/understanding-fractional-positions-future-of-flexible-employment-in-2025/index.md
+++ b/content/blog/understanding-fractional-positions-future-of-flexible-employment-in-2025/index.md
@@ -5,7 +5,7 @@ remote_id: 2244362
 dev_to_id: 2244362
 dev_to_url: https://dev.to/jetthoughts/understanding-fractional-positions-the-future-of-flexible-employment-in-2025-4c80
 title: 'Understanding Fractional Positions: The Future of Flexible Employment in 2025'
-description: Fractional positions are changing how we work, giving both companies and workers more flexibility. In...
+description: "Fractional positions are changing how we work, giving both companies and workers more flexibility. In 2025, this trend is expected to grow even more."
 created_at: '2025-01-27T11:32:03Z'
 edited_at: '2025-01-30T02:35:59Z'
 draft: false
diff --git a/content/blog/understanding-intersection-of-software-development-web-key-insights-for/index.md b/content/blog/understanding-intersection-of-software-development-web-key-insights-for/index.md
index 7aa12ffa0..f980194f8 100644
--- a/content/blog/understanding-intersection-of-software-development-web-key-insights-for/index.md
+++ b/content/blog/understanding-intersection-of-software-development-web-key-insights-for/index.md
@@ -5,7 +5,7 @@ remote_id: 2209607
 dev_to_id: 2209607
 dev_to_url: https://dev.to/jetthoughts/understanding-the-intersection-of-software-development-and-web-development-key-insights-for-3ked
 title: 'Understanding the Intersection of Software Development and Web Development: Key Insights for Aspiring Developers'
-description: Hey there! So, you're thinking about diving into the world of software development and web...
+description: "Hey there! So, you're thinking about diving into the world of software development and web development, huh?"
 created_at: '2025-01-15T04:22:14Z'
 edited_at: '2025-01-30T02:44:57Z'
 draft: false
diff --git a/content/blog/understanding-optimistic-pessimistic-locking-in-ruby-on-rails/index.md b/content/blog/understanding-optimistic-pessimistic-locking-in-ruby-on-rails/index.md
index b45b07674..44eafe1d1 100644
--- a/content/blog/understanding-optimistic-pessimistic-locking-in-ruby-on-rails/index.md
+++ b/content/blog/understanding-optimistic-pessimistic-locking-in-ruby-on-rails/index.md
@@ -5,7 +5,7 @@ remote_id: 2187281
 dev_to_id: 2187281
 dev_to_url: https://dev.to/jetthoughts/understanding-optimistic-and-pessimistic-locking-in-ruby-on-rails-2fo
 title: Understanding Optimistic and Pessimistic Locking in Ruby on Rails
-description: When several people touch a database simultaneously, software conflicts can occur when more than one...
+description: "When several people touch a database simultaneously, software conflicts can occur when more than one user tries to update the same record."
 created_at: '2025-01-03T10:10:53Z'
 edited_at: '2025-01-04T08:17:35Z'
 draft: false
diff --git a/content/blog/unlocking-efficiency-how-internal-developer-platforms-transform-software-development-in-2025/index.md b/content/blog/unlocking-efficiency-how-internal-developer-platforms-transform-software-development-in-2025/index.md
index 89b1564cf..2be00f3c7 100644
--- a/content/blog/unlocking-efficiency-how-internal-developer-platforms-transform-software-development-in-2025/index.md
+++ b/content/blog/unlocking-efficiency-how-internal-developer-platforms-transform-software-development-in-2025/index.md
@@ -5,7 +5,7 @@ remote_id: 2186624
 dev_to_id: 2186624
 dev_to_url: https://dev.to/jetthoughts/unlocking-efficiency-how-internal-developer-platforms-transform-software-development-in-2025-4okn
 title: 'Unlocking Efficiency: How Internal Developer Platforms Transform Software Development in 2025'
-description: In 2025, software development is getting a major upgrade with internal developer platforms (IDPs)....
+description: "In 2025, software development is getting a major upgrade with internal developer platforms (IDPs)."
 created_at: '2025-01-02T21:55:13Z'
 edited_at: '2025-01-30T02:54:30Z'
 date: 2025-01-02
diff --git a/content/blog/unlocking-opportunities-best-staffing-agencies-elevate-your-career-in-2024/index.md b/content/blog/unlocking-opportunities-best-staffing-agencies-elevate-your-career-in-2024/index.md
index 6e0f4c544..654840654 100644
--- a/content/blog/unlocking-opportunities-best-staffing-agencies-elevate-your-career-in-2024/index.md
+++ b/content/blog/unlocking-opportunities-best-staffing-agencies-elevate-your-career-in-2024/index.md
@@ -5,7 +5,7 @@ remote_id: 2181720
 dev_to_id: 2181720
 dev_to_url: https://dev.to/jetthoughts/unlocking-opportunities-the-best-staffing-agencies-to-elevate-your-career-in-2024-31c0
 title: 'Unlocking Opportunities: The Best Staffing Agencies to Elevate Your Career in 2024'
-description: Looking to take your career to the next level in 2024? Staffing agencies might just be your secret...
+description: "Looking to take your career to the next level in 2024? Staffing agencies might just be your secret weapon."
 created_at: '2024-12-30T11:13:14Z'
 edited_at: '2025-01-30T03:15:48Z'
 date: 2024-12-30
diff --git a/content/blog/unlocking-opportunities-future-of-talent-manager-jobs-in-2024/index.md b/content/blog/unlocking-opportunities-future-of-talent-manager-jobs-in-2024/index.md
index cea4d96ab..5d1a52483 100644
--- a/content/blog/unlocking-opportunities-future-of-talent-manager-jobs-in-2024/index.md
+++ b/content/blog/unlocking-opportunities-future-of-talent-manager-jobs-in-2024/index.md
@@ -5,7 +5,7 @@ remote_id: 2164821
 dev_to_id: 2164821
 dev_to_url: https://dev.to/jetthoughts/unlocking-opportunities-the-future-of-talent-manager-jobs-in-2024-o52
 title: 'Unlocking Opportunities: The Future of Talent Manager Jobs in 2024'
-description: Hey there! So, looking into the future, 2024 is shaping up to be a wild ride for talent manager jobs....
+description: "Hey there! So, looking into the future, 2024 is shaping up to be a wild ride for talent manager jobs."
 created_at: '2024-12-19T10:10:43Z'
 edited_at: '2024-12-19T11:07:52Z'
 date: 2024-12-19
diff --git a/content/blog/unlocking-opportunities-how-marketplace-jobs-are-transforming-job-market-in-2025/index.md b/content/blog/unlocking-opportunities-how-marketplace-jobs-are-transforming-job-market-in-2025/index.md
index 41c1d32f8..9032070f0 100644
--- a/content/blog/unlocking-opportunities-how-marketplace-jobs-are-transforming-job-market-in-2025/index.md
+++ b/content/blog/unlocking-opportunities-how-marketplace-jobs-are-transforming-job-market-in-2025/index.md
@@ -5,7 +5,7 @@ remote_id: 2203781
 dev_to_id: 2203781
 dev_to_url: https://dev.to/jetthoughts/unlocking-opportunities-how-marketplace-jobs-are-transforming-the-job-market-in-2025-1dg
 title: 'Unlocking Opportunities: How Marketplace Jobs Are Transforming the Job Market in 2025'
-description: Marketplace jobs are really shaking things up in 2025. They're not like your typical 9-to-5 gigs....
+description: "Marketplace jobs are really shaking things up in 2025. They're not like your typical 9-to-5 gigs."
 created_at: '2025-01-13T11:23:24Z'
 edited_at: '2025-01-30T02:46:20Z'
 draft: false
diff --git a/content/blog/unlocking-power-of-hexagonal-architecture-in-rails-development/index.md b/content/blog/unlocking-power-of-hexagonal-architecture-in-rails-development/index.md
index bc5ca8a9f..8a8281eb6 100644
--- a/content/blog/unlocking-power-of-hexagonal-architecture-in-rails-development/index.md
+++ b/content/blog/unlocking-power-of-hexagonal-architecture-in-rails-development/index.md
@@ -5,7 +5,7 @@ remote_id: 2187802
 dev_to_id: 2187802
 dev_to_url: https://dev.to/jetthoughts/unlocking-the-power-of-hexagonal-architecture-in-rails-development-1ehh
 title: Unlocking the Power of Hexagonal Architecture in Rails Development
-description: Last night, Fito and I watched Alistair Cockburn's Hexagonal Architecture talk from the Tech...
+description: "Last night, Fito and I watched Alistair Cockburn's Hexagonal Architecture talk from the Tech Excellence Conference."
 created_at: '2025-01-03T16:47:24Z'
 edited_at: '2025-01-30T02:53:46Z'
 draft: false
diff --git a/content/blog/unlocking-secrets-of-ruby-debugging-from-basics-advanced-tools/index.md b/content/blog/unlocking-secrets-of-ruby-debugging-from-basics-advanced-tools/index.md
index 5336b2f7a..7d09578f9 100644
--- a/content/blog/unlocking-secrets-of-ruby-debugging-from-basics-advanced-tools/index.md
+++ b/content/blog/unlocking-secrets-of-ruby-debugging-from-basics-advanced-tools/index.md
@@ -5,7 +5,7 @@ remote_id: 2172773
 dev_to_id: 2172773
 dev_to_url: https://dev.to/jetthoughts/unlocking-the-secrets-of-ruby-debugging-from-basics-to-advanced-tools-5dd6
 title: 'Unlocking the Secrets of Ruby Debugging: From Basics to Advanced Tools'
-description: Debugging is a critical skill for Ruby developers, and a recent blog post from the RubyMine team...
+description: "Debugging is a critical skill for Ruby developers, and a recent blog post from the RubyMine team sheds light on effective debugging techniques."
 created_at: '2024-12-24T12:12:38Z'
 edited_at: '2025-01-30T03:22:54Z'
 date: 2024-12-24
diff --git a/content/blog/unlocking-success-how-mvp-dev-transforms-your-app-development-journey/index.md b/content/blog/unlocking-success-how-mvp-dev-transforms-your-app-development-journey/index.md
index d651e117a..49b493497 100644
--- a/content/blog/unlocking-success-how-mvp-dev-transforms-your-app-development-journey/index.md
+++ b/content/blog/unlocking-success-how-mvp-dev-transforms-your-app-development-journey/index.md
@@ -5,7 +5,7 @@ remote_id: 2165048
 dev_to_id: 2165048
 dev_to_url: https://dev.to/jetthoughts/unlocking-success-how-mvp-dev-transforms-your-app-development-journey-48ig
 title: 'Unlocking Success: How MVP Dev Transforms Your App Development Journey'
-description: So you're thinking about building an app, huh? It's a big journey, but there's a way to make it...
+description: "So you're thinking about building an app, huh? It's a big journey, but there's a way to make it smoother and smarter. Enter MVP dev."
 created_at: '2024-12-19T11:15:06Z'
 edited_at: '2024-12-19T11:26:11Z'
 draft: false
diff --git a/content/blog/unlocking-success-how-mvp-development-services-can-propel-your-startup-forward/index.md b/content/blog/unlocking-success-how-mvp-development-services-can-propel-your-startup-forward/index.md
index 34020eba5..0690c63af 100644
--- a/content/blog/unlocking-success-how-mvp-development-services-can-propel-your-startup-forward/index.md
+++ b/content/blog/unlocking-success-how-mvp-development-services-can-propel-your-startup-forward/index.md
@@ -5,7 +5,7 @@ remote_id: 2202855
 dev_to_id: 2202855
 dev_to_url: https://dev.to/jetthoughts/unlocking-success-how-mvp-development-services-can-propel-your-startup-forward-39ak
 title: 'Unlocking Success: How MVP Development Services Can Propel Your Startup Forward'
-description: Starting a new business is no small feat, and having a solid plan can make all the difference. One...
+description: "Starting a new business is no small feat, and having a solid plan can make all the difference."
 created_at: '2025-01-13T03:18:13Z'
 edited_at: '2025-01-30T02:47:00Z'
 date: 2025-01-13
diff --git a/content/blog/unlocking-success-how-software-engineer-can-build-thriving-business-in-2025/index.md b/content/blog/unlocking-success-how-software-engineer-can-build-thriving-business-in-2025/index.md
index 816b87506..ca7255896 100644
--- a/content/blog/unlocking-success-how-software-engineer-can-build-thriving-business-in-2025/index.md
+++ b/content/blog/unlocking-success-how-software-engineer-can-build-thriving-business-in-2025/index.md
@@ -5,7 +5,7 @@ remote_id: 2248179
 dev_to_id: 2248179
 dev_to_url: https://dev.to/jetthoughts/unlocking-success-how-a-software-engineer-can-build-a-thriving-business-in-2025-6d8
 title: 'Unlocking Success: How a Software Engineer Can Build a Thriving Business in 2025'
-description: Thinking about starting your own business as a software engineer in 2025? You're not alone. Many are...
+description: "Thinking about starting your own business as a software engineer in 2025? You're not alone. Many are turning their coding skills into successful ventures."
 created_at: '2025-01-29T11:53:25Z'
 date: 2025-01-29
 edited_at: '2025-01-30T02:32:25Z'
diff --git a/content/blog/unlocking-success-innovative-strategies-find-employees-for-free-in-2025/index.md b/content/blog/unlocking-success-innovative-strategies-find-employees-for-free-in-2025/index.md
index 87db81bd6..6f34cefd5 100644
--- a/content/blog/unlocking-success-innovative-strategies-find-employees-for-free-in-2025/index.md
+++ b/content/blog/unlocking-success-innovative-strategies-find-employees-for-free-in-2025/index.md
@@ -5,7 +5,7 @@ remote_id: 2227903
 dev_to_id: 2227903
 dev_to_url: https://dev.to/jetthoughts/unlocking-success-innovative-strategies-to-find-employees-for-free-in-2025-n21
 title: 'Unlocking Success: Innovative Strategies to Find Employees for Free in 2025'
-description: Finding employees without spending a dime might seem impossible, but in 2025, it's all about...
+description: "Finding employees without spending a dime might seem impossible, but in 2025, it's all about creativity and smart strategies."
 created_at: '2025-01-20T11:28:14Z'
 edited_at: '2025-01-30T02:41:56Z'
 draft: false
diff --git a/content/blog/unveiling-python-312-leap-forward-in-programming-excellence/index.md b/content/blog/unveiling-python-312-leap-forward-in-programming-excellence/index.md
index 5a0fe98b0..d53f1ee13 100644
--- a/content/blog/unveiling-python-312-leap-forward-in-programming-excellence/index.md
+++ b/content/blog/unveiling-python-312-leap-forward-in-programming-excellence/index.md
@@ -5,7 +5,7 @@ remote_id: 2167570
 dev_to_id: 2167570
 dev_to_url: https://dev.to/jetthoughts/unveiling-python-312-a-leap-forward-in-programming-excellence-47bb
 title: 'Unveiling Python 3.12: A Leap Forward in Programming Excellence'
-description: The Python Software Foundation has officially released Python 3.12 on October 2, 2023, introducing a...
+description: "The Python Software Foundation has officially released Python 3.12 on October 2, 2023, introducing a host of new features and performance enhancements."
 created_at: '2024-12-20T22:58:43Z'
 edited_at: '2025-01-30T03:27:29Z'
 draft: false
diff --git a/content/blog/weekly-ruby-roundup-highlights-from-4/index.md b/content/blog/weekly-ruby-roundup-highlights-from-4/index.md
index 2cdb868b1..5ae2e90fb 100644
--- a/content/blog/weekly-ruby-roundup-highlights-from-4/index.md
+++ b/content/blog/weekly-ruby-roundup-highlights-from-4/index.md
@@ -5,7 +5,7 @@ remote_id: 2193530
 dev_to_id: 2193530
 dev_to_url: https://dev.to/jetthoughts/weekly-ruby-roundup-highlights-from-ruby-4-1435
 title: 'Weekly Ruby Roundup: Highlights from Ruby #4'
-description: This week in the Ruby community was bustling with activity, featuring a variety of articles and...
+description: "This week in the Ruby community was bustling with activity, featuring a variety of articles and announcements that cater to developers and enthusiasts alike."
 created_at: '2025-01-07T18:42:25Z'
 edited_at: '2025-01-30T02:49:57Z'
 draft: false
diff --git a/content/blog/what-do-for-developer-when-wip-limit-reached-agile-kanban/index.md b/content/blog/what-do-for-developer-when-wip-limit-reached-agile-kanban/index.md
index de8bd5845..d0446cee6 100644
--- a/content/blog/what-do-for-developer-when-wip-limit-reached-agile-kanban/index.md
+++ b/content/blog/what-do-for-developer-when-wip-limit-reached-agile-kanban/index.md
@@ -5,7 +5,7 @@ remote_id: 1852581
 dev_to_id: 1852581
 dev_to_url: https://dev.to/jetthoughts/what-to-do-for-the-developer-when-the-wip-limit-is-reached-50i
 title: What to do for the developer when the WIP limit is reached
-description: Did you reach WIP limits and don’t know what to do? And you don’t want to procrastinate, do you? Keep...
+description: "Did you reach WIP limits and don’t know what to do? And you don’t want to procrastinate, do you?"
 created_at: '2024-05-14T11:42:29Z'
 date: 2024-05-14
 edited_at: '2024-11-26T16:05:47Z'
diff --git a/content/blog/what-do-when-you-have-big-pr-blocking-other-issues-development-productivity/index.md b/content/blog/what-do-when-you-have-big-pr-blocking-other-issues-development-productivity/index.md
index 7590baac0..65d68beec 100644
--- a/content/blog/what-do-when-you-have-big-pr-blocking-other-issues-development-productivity/index.md
+++ b/content/blog/what-do-when-you-have-big-pr-blocking-other-issues-development-productivity/index.md
@@ -5,7 +5,7 @@ remote_id: 1997076
 dev_to_id: 1997076
 dev_to_url: https://dev.to/jetthoughts/what-to-do-when-you-have-a-big-pr-blocking-other-issues-2cfn
 title: What to Do When You Have a Big PR Blocking Other Issues
-description: Sometimes, despite your best efforts, you end up with a large pull request (PR) that blocks other...
+description: "Sometimes, despite your best efforts, you end up with a large pull request (PR) that blocks other tasks."
 created_at: '2024-09-11T16:24:29Z'
 edited_at: '2024-11-25T15:32:29Z'
 draft: false
diff --git a/content/blog/what-founder-mode-really-means/index.md b/content/blog/what-founder-mode-really-means/index.md
index 5c487c1cf..7a7911ddb 100644
--- a/content/blog/what-founder-mode-really-means/index.md
+++ b/content/blog/what-founder-mode-really-means/index.md
@@ -5,7 +5,7 @@ remote_id: 2242904
 dev_to_id: 2242904
 dev_to_url: https://dev.to/jetthoughts/what-founder-mode-really-means-1ab8
 title: What Founder Mode Really Means
-description: In a recent talk at a Y Combinator alumni event, Airbnb CEO Brian Chesky shared insights on the...
+description: "In a recent talk at a Y Combinator alumni event, Airbnb CEO Brian Chesky shared insights on the concept of \"founder mode\"."
 created_at: '2025-01-27T00:47:24Z'
 date: 2025-01-27
 edited_at: '2025-01-30T02:37:12Z'
diff --git a/content/blog/what-non-tech-founders-often-miss/index.md b/content/blog/what-non-tech-founders-often-miss/index.md
index 7f188f01f..fdb33fca5 100644
--- a/content/blog/what-non-tech-founders-often-miss/index.md
+++ b/content/blog/what-non-tech-founders-often-miss/index.md
@@ -5,7 +5,7 @@ remote_id: 2110985
 dev_to_id: 2110985
 dev_to_url: https://dev.to/jetthoughts/what-non-tech-founders-often-miss-f1k
 title: What Non-Tech Founders Often Miss
-description: I have worked with many non-technical founders. They often make the same mistakes, which wastes time...
+description: "I have worked with many non-technical founders. They often make the same mistakes, which wastes time and money. They mean well, but problems happen."
 created_at: '2024-11-18T17:23:57Z'
 edited_at: '2024-12-12T12:16:29Z'
 date: 2024-11-18
diff --git a/content/blog/what-ruby-on-rails-middleware/index.md b/content/blog/what-ruby-on-rails-middleware/index.md
index 554f10db3..e6f7c831d 100644
--- a/content/blog/what-ruby-on-rails-middleware/index.md
+++ b/content/blog/what-ruby-on-rails-middleware/index.md
@@ -5,7 +5,7 @@ remote_id: 1277349
 dev_to_id: 1277349
 dev_to_url: https://dev.to/jetthoughts/what-is-ruby-on-rails-middleware-54hn
 title: What is Ruby on Rails Middleware.
-description: The middleware component sits between the client and the server, processing inbound requests and...
+description: "The middleware component sits between the client and the server, processing inbound requests and outbound responses."
 created_at: '2022-11-29T17:08:51Z'
 edited_at: '2024-11-25T15:40:18Z'
 date: 2022-11-29
diff --git a/content/blog/who-blame-when-project-fails-blamegame/index.md b/content/blog/who-blame-when-project-fails-blamegame/index.md
index 4572d2f3c..659737421 100644
--- a/content/blog/who-blame-when-project-fails-blamegame/index.md
+++ b/content/blog/who-blame-when-project-fails-blamegame/index.md
@@ -5,7 +5,7 @@ remote_id: 462554
 dev_to_id: 462554
 dev_to_url: https://dev.to/jetthoughts/who-is-to-blame-when-a-project-fails-2ahn
 title: Who is to blame when a project fails?
-description: Large projects continue to fail, often with disastrous results for the organizations involved. Do you...
+description: "Large projects continue to fail, often with disastrous results for the organizations involved. Do you know the reasons they fail and how to avoid them?"
 created_at: '2020-09-22T07:38:55Z'
 date: 2020-09-22
 edited_at: '2024-11-25T15:41:54Z'
diff --git a/content/blog/why-assigning-tasks-directly-from-backlog-hurts-team-collaboration-efficiency-agile-startup/index.md b/content/blog/why-assigning-tasks-directly-from-backlog-hurts-team-collaboration-efficiency-agile-startup/index.md
index 58bfef208..282b81f11 100644
--- a/content/blog/why-assigning-tasks-directly-from-backlog-hurts-team-collaboration-efficiency-agile-startup/index.md
+++ b/content/blog/why-assigning-tasks-directly-from-backlog-hurts-team-collaboration-efficiency-agile-startup/index.md
@@ -5,7 +5,7 @@ remote_id: 2017433
 dev_to_id: 2017433
 dev_to_url: https://dev.to/jetthoughts/why-assigning-tasks-directly-from-the-backlog-hurts-team-collaboration-and-efficiency-2mbm
 title: Why Assigning Tasks Directly from the Backlog Hurts Team Collaboration and Efficiency
-description: In the fast-paced world of startups, poor task management can cripple team productivity and drain...
+description: "In the fast-paced world of startups, poor task management can cripple team productivity and drain profits."
 created_at: '2024-09-27T14:45:43Z'
 edited_at: '2024-11-25T15:32:08Z'
 date: 2024-09-27
diff --git a/content/blog/why-your-form-submission-fails-hotwire-cloudflare-missing-validation-messages-rails/index.md b/content/blog/why-your-form-submission-fails-hotwire-cloudflare-missing-validation-messages-rails/index.md
index 9853d9134..b0cd87fde 100644
--- a/content/blog/why-your-form-submission-fails-hotwire-cloudflare-missing-validation-messages-rails/index.md
+++ b/content/blog/why-your-form-submission-fails-hotwire-cloudflare-missing-validation-messages-rails/index.md
@@ -5,7 +5,7 @@ remote_id: 2024297
 dev_to_id: 2024297
 dev_to_url: https://dev.to/jetthoughts/why-your-form-submission-fails-hotwire-cloudflare-and-missing-validation-messages-1a3o
 title: 'Why Your Form Submission Fails: Hotwire/Turbo 1.x, Cloudflare, and Missing Validation Messages'
-description: Recently, we encountered a bug in our application. A user reported that after submitting a form,...
+description: "Recently, we encountered a bug in our application. A user reported that after submitting a form, nothing happened."
 created_at: '2024-10-03T12:16:04Z'
 edited_at: '2024-11-25T15:32:00Z'
 draft: false
diff --git a/content/blog/y-combinator-co-founder-jessica-livingston-on-beginnings-of-yc/index.md b/content/blog/y-combinator-co-founder-jessica-livingston-on-beginnings-of-yc/index.md
index df1038776..48c247347 100644
--- a/content/blog/y-combinator-co-founder-jessica-livingston-on-beginnings-of-yc/index.md
+++ b/content/blog/y-combinator-co-founder-jessica-livingston-on-beginnings-of-yc/index.md
@@ -5,7 +5,7 @@ remote_id: 2234058
 dev_to_id: 2234058
 dev_to_url: https://dev.to/jetthoughts/y-combinator-co-founder-jessica-livingston-on-the-beginnings-of-yc-3kp
 title: Y Combinator Co-Founder Jessica Livingston on the Beginnings of YC
-description: In the early days of startup culture, there was a significant gap in funding options for...
+description: "In the early days of startup culture, there was a significant gap in funding options for entrepreneurs."
 created_at: '2025-01-22T18:37:25Z'
 edited_at: '2025-01-30T02:40:26Z'
 date: 2025-01-22

From ca2c4ccb6a228b13f9acce4bea017b00b16fa4f9 Mon Sep 17 00:00:00 2001
From: Paul Keen <125715+pftg@users.noreply.github.com>
Date: Fri, 21 Aug 2026 00:56:03 +0200
Subject: [PATCH 4/8] feat(content): R2 - RubyLLM vs langchainrb for Rails

Queue row R2. Researched by unpacking both gems, not from memory:
ruby_llm 1.16.0, langchainrb 0.19.5, langchainrb_rails 0.1.12.

The thesis came out of the file lists rather than a feature survey. One
gem ships chat/agent/embedding/cost/model-registry; the other ships
vectorsearch/chunker/loader/output_parsers/evals. They are not competing
implementations of one job, so the decision is "do you retrieve from your
own documents", not "which is better". That also satisfies the plan's
constraint that R2 must LINK the LangChain guides rather than cannibalize
them.

Three critics plus a cold-eyes gate ran. What they caught:

- PROVIDER COUNT WAS WRONG. I wrote 10 for ruby_llm; it registers 13
  (lib/ruby_llm.rb:104-116). My `ls providers/ | head -20` truncated the
  listing and I read the cut-off result as complete - the same error as
  an undersized grep window earlier in the session. The correct number
  is better for the post: 13 vs 13 is a tie, so the row settles nothing,
  which is the point. The old draft warned against choosing on provider
  count while printing a wrong one.

- THE STABILITY ROW WAS A CHEAP SHOT. "past 1.0 vs pre-1.0" implied
  quiet upgrades. ruby_llm ships upgrade_to_v1_7/v1_9/v1_10/v1_14
  generators and an acts_as_legacy shim - four schema migrations inside
  minor releases. Now symmetric: budget for migrations on either.

- I DISMISSED A GEM I HAD NOT OPENED. The draft waved at
  langchainrb_rails 0.1.12 with "that version tells you what to expect".
  Opening it proved me wrong: four generators (pgvector, pinecone,
  chroma, prompt), an ActiveRecord hook, a Railtie. The truth argues the
  thesis better than the smirk did - ruby_llm's generators scaffold a
  conversation, langchainrb_rails' scaffold a vector store.

- COST CLAIM OVERSTATED. langchainrb does ship prompt/completion/total
  token counts; what it lacks is price and the cache/thinking split.
  "You supply the price table" replaces "you fly blind".

- FIVE BANNED DEFINITIONAL CONSTRUCTIONS, one slogany flip, one negative
  parallelism, one "teams add last and wish they had added first"
  chiasmus. All removed; sweep now returns zero.

Rejected three critic rewrites that would have fabricated evidence - an
invented client bill going "$340 to $1,900", a count of "two of the last
four apps", an OpenAI format change "found in production". None
happened. Used the one real published incident instead (nine schemas,
1549 green tests, VCR matching on method and URI only) and checked my
citation against the source post, which caught me inflating it to "nine
agent pipelines" when it was nine schemas in one pipeline.

Model id in the sample is claude-sonnet-4-5, not gpt-4o. gpt-4o still
resolves in the registry, but the gem's own README uses a current model
and this post argues that models get retired underneath you.

Gates: bin/hugo-build 8/8. check-post-visuals back at floor 72 (the
decision tree, which routes rather than restating the table). Mermaid
pre-rendered, 499.9px viewBox = 9.36px at 390px against a 9px floor.
Rendered scroll gate at 390px: zero console errors, no page overflow.

Cover generated and verified in rendered output - cold-eyes caught that
the missing cover.png was falling back SILENTLY to the site default
og-default.jpg with no build error. og:image now resolves to the real
file.

Dropped the Raw HTTP column from the table: at 390px it rendered 520px
wide in a 464px container with overflow-x visible, so the whole column
was clipped and unreachable. Its cells all read "you write it" and it
has its own section. Table now fits exactly at 464.

Noted, not fixed: that clipping is a theme-level issue, not specific to
this post - wide tables have no scroll container. Needs its own change
plus a visual regression run.
---
 .../designs/rubyllm-vs-langchainrb-cover.html | 303 ++++++++++++++++++
 .../cover.png                                 | Bin 0 -> 634505 bytes
 .../index.md                                  | 106 ++++++
 .../mermaid-3e9b9b9f.svg                      |   1 +
 4 files changed, 410 insertions(+)
 create mode 100644 .stitch/designs/rubyllm-vs-langchainrb-cover.html
 create mode 100644 content/blog/rubyllm-vs-langchainrb-rails-llm-stack/cover.png
 create mode 100644 content/blog/rubyllm-vs-langchainrb-rails-llm-stack/index.md
 create mode 100644 content/blog/rubyllm-vs-langchainrb-rails-llm-stack/mermaid-3e9b9b9f.svg

diff --git a/.stitch/designs/rubyllm-vs-langchainrb-cover.html b/.stitch/designs/rubyllm-vs-langchainrb-cover.html
new file mode 100644
index 000000000..a39d31a1d
--- /dev/null
+++ b/.stitch/designs/rubyllm-vs-langchainrb-cover.html
@@ -0,0 +1,303 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+<meta charset="UTF-8">
+<meta name="viewport" content="width=2400, height=1260">
+<title>RubyLLM vs Langchainrb — Cover</title>
+<link rel="preconnect" href="https://fonts.googleapis.com">
+<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
+<link href="https://fonts.googleapis.com/css2?family=Inter:wght@600;700&family=JetBrains+Mono:wght@600&family=Space+Grotesk:wght@700;800&display=swap" rel="stylesheet">
+<style>
+*, *::before, *::after { margin: 0; padding: 0; box-sizing: border-box; }
+
+html, body {
+  width: 2400px;
+  height: 1260px;
+  overflow: hidden;
+  background: linear-gradient(135deg, #0d1117 0%, #10141a 50%, #1a0a2e 100%);
+  font-family: 'Space Grotesk', 'Inter', sans-serif;
+  position: relative;
+}
+
+/* Grid dots backdrop */
+.grid-dots {
+  position: absolute;
+  inset: 0;
+  background-image: radial-gradient(circle, rgba(204,52,45,0.05) 1px, transparent 1px);
+  background-size: 48px 48px;
+  pointer-events: none;
+}
+
+/* Ambient radial glows */
+.glow-ruby {
+  position: absolute;
+  width: 900px;
+  height: 900px;
+  right: -100px;
+  top: 100px;
+  background: radial-gradient(circle, rgba(204,52,45,0.10) 0%, transparent 70%);
+  pointer-events: none;
+}
+.glow-purple {
+  position: absolute;
+  width: 800px;
+  height: 800px;
+  left: -100px;
+  bottom: -100px;
+  background: radial-gradient(circle, rgba(168,85,247,0.09) 0%, transparent 70%);
+  pointer-events: none;
+}
+
+/* === SLOT 1: Brand + Category (top-left) === */
+.brand-row {
+  position: absolute;
+  top: 80px;
+  left: 100px;
+  display: flex;
+  align-items: baseline;
+  gap: 16px;
+  z-index: 10;
+}
+.brand-name {
+  font-family: 'Space Grotesk', sans-serif;
+  font-weight: 700;
+  font-size: 56px;
+  letter-spacing: -0.020em;
+  color: #cc342d;
+}
+.brand-sep {
+  font-family: 'Inter', sans-serif;
+  font-weight: 600;
+  font-size: 26px;
+  color: rgba(223,226,235,0.30);
+  text-transform: uppercase;
+  letter-spacing: 0.22em;
+}
+.category {
+  font-family: 'Inter', sans-serif;
+  font-weight: 600;
+  font-size: 26px;
+  text-transform: uppercase;
+  letter-spacing: 0.22em;
+  color: #7dd0fe;
+}
+
+/* === SLOT 2: Year Pill (top-right) === */
+.year-pill {
+  position: absolute;
+  top: 80px;
+  right: 100px;
+  background: #cc342d;
+  color: #ffb4ab;
+  font-family: 'Space Grotesk', sans-serif;
+  font-weight: 700;
+  font-size: 34px;
+  letter-spacing: -0.005em;
+  padding: 14px 36px;
+  border-radius: 40px;
+  z-index: 10;
+}
+
+/* === SLOT 3: Headline (mid-left, 3 lines) === */
+.hero {
+  position: absolute;
+  top: 280px;
+  left: 100px;
+  z-index: 10;
+  max-width: 1400px;
+}
+.hero-line {
+  font-family: 'Space Grotesk', sans-serif;
+  font-weight: 800;
+  font-size: 180px;
+  letter-spacing: -0.030em;
+  line-height: 1.05;
+}
+.hero-line-1 { color: #dfe2eb; }
+.hero-line-2 {
+  background: linear-gradient(90deg, #cc342d 0%, #a855f7 100%);
+  -webkit-background-clip: text;
+  -webkit-text-fill-color: transparent;
+  background-clip: text;
+}
+.hero-line-3 { color: #dfe2eb; font-size: 150px; }
+
+/* === SLOT 4: Ruby Gem SVG (mid-right) === */
+.gem-container {
+  position: absolute;
+  right: 80px;
+  top: 240px;
+  width: 600px;
+  height: 640px;
+  z-index: 5;
+}
+.gem-container svg { width: 100%; height: 100%; }
+
+/* === SLOT 5: Stat Chips (bottom-left, 3 chips) === */
+.chips-row {
+  position: absolute;
+  bottom: 80px;
+  left: 100px;
+  display: flex;
+  gap: 24px;
+  z-index: 10;
+}
+.chip {
+  background: rgba(28,32,38,0.75);
+  border-radius: 14px;
+  padding: 20px 32px;
+  display: flex;
+  flex-direction: column;
+  gap: 6px;
+  border-left: 4px solid;
+  backdrop-filter: blur(8px);
+}
+.chip-1 { border-left-color: #cc342d; }
+.chip-2 { border-left-color: #a855f7; }
+.chip-3 { border-left-color: #7dd0fe; }
+.chip-label {
+  font-family: 'Inter', sans-serif;
+  font-weight: 600;
+  font-size: 22px;
+  text-transform: uppercase;
+  letter-spacing: 0.14em;
+  color: rgba(223,226,235,0.55);
+}
+.chip-value {
+  font-family: 'Space Grotesk', sans-serif;
+  font-weight: 700;
+  font-size: 30px;
+  letter-spacing: -0.005em;
+  color: #dfe2eb;
+}
+
+/* === SLOT 6: Status indicator (bottom-right) === */
+.status {
+  position: absolute;
+  bottom: 80px;
+  right: 100px;
+  display: flex;
+  align-items: center;
+  gap: 14px;
+  z-index: 10;
+}
+.status-dot {
+  width: 16px;
+  height: 16px;
+  border-radius: 50%;
+  background: #22c55e;
+  box-shadow: 0 0 12px rgba(34,197,94,0.5);
+}
+.status-text {
+  font-family: 'JetBrains Mono', monospace;
+  font-weight: 600;
+  font-size: 22px;
+  text-transform: uppercase;
+  letter-spacing: 0.20em;
+  color: rgba(223,226,235,0.70);
+}
+</style>
+</head>
+<body>
+
+<div class="grid-dots"></div>
+<div class="glow-ruby"></div>
+<div class="glow-purple"></div>
+
+<!-- Slot 1: Brand + Category -->
+<div class="brand-row">
+  <span class="brand-name">JetThoughts</span>
+  <span class="brand-sep">|</span>
+  <span class="category">ENGINEERING</span>
+</div>
+
+<!-- Slot 2: Year Pill -->
+<div class="year-pill">Ruby on Rails 2026</div>
+
+<!-- Slot 3: Headline -->
+<div class="hero">
+  <div class="hero-line hero-line-1">RubyLLM vs</div>
+  <div class="hero-line hero-line-2">Langchainrb</div>
+  <div class="hero-line hero-line-3">Which Rails stack?</div>
+</div>
+
+<!-- Slot 4: Ruby Gem SVG -->
+<div class="gem-container">
+  <svg viewBox="0 0 400 440" fill="none" xmlns="http://www.w3.org/2000/svg">
+    <!-- Low-poly ruby gem -->
+    <defs>
+      <linearGradient id="gemGrad1" x1="0" y1="0" x2="1" y2="1">
+        <stop offset="0%" stop-color="#ff8a7a"/>
+        <stop offset="50%" stop-color="#cc342d"/>
+        <stop offset="100%" stop-color="#991b1b"/>
+      </linearGradient>
+      <linearGradient id="gemGrad2" x1="0" y1="1" x2="1" y2="0">
+        <stop offset="0%" stop-color="#cc342d"/>
+        <stop offset="100%" stop-color="#ff8a7a"/>
+      </linearGradient>
+      <linearGradient id="highlight" x1="0" y1="0" x2="0" y2="1">
+        <stop offset="0%" stop-color="rgba(255,255,255,0.3)"/>
+        <stop offset="100%" stop-color="rgba(255,255,255,0)"/>
+      </linearGradient>
+    </defs>
+
+    <!-- Crown facet (top) -->
+    <polygon points="200,60 120,160 280,160" fill="url(#highlight)" opacity="0.4"/>
+    <polygon points="200,60 80,180 120,160" fill="url(#gemGrad2)" opacity="0.8"/>
+    <polygon points="200,60 280,160 320,180" fill="url(#gemGrad1)" opacity="0.9"/>
+
+    <!-- Upper body facets -->
+    <polygon points="80,180 120,160 200,260 140,280" fill="url(#gemGrad1)" opacity="0.85"/>
+    <polygon points="120,160 200,160 280,200 200,260" fill="url(#gemGrad2)" opacity="0.7"/>
+    <polygon points="200,160 280,160 320,180 280,200" fill="url(#gemGrad1)" opacity="0.9"/>
+    <polygon points="320,180 280,200 200,260 260,280" fill="#cc342d" opacity="0.95"/>
+
+    <!-- Mid body facets -->
+    <polygon points="140,280 200,260 200,340 120,340" fill="url(#gemGrad2)" opacity="0.75"/>
+    <polygon points="200,260 260,280 280,340 200,340" fill="#cc342d"/>
+    <polygon points="260,280 320,180 340,300 280,340" fill="url(#gemGrad1)" opacity="0.88"/>
+
+    <!-- Lower body facets -->
+    <polygon points="120,340 200,340 200,400 140,390" fill="#991b1b" opacity="0.9"/>
+    <polygon points="200,340 280,340 260,390 200,400" fill="#cc342d" opacity="0.85"/>
+    <polygon points="280,340 340,300 320,380 260,390" fill="#7a1515" opacity="0.92"/>
+
+    <!-- Bottom point -->
+    <polygon points="140,390 200,400 200,430 160,420" fill="#661010" opacity="0.95"/>
+    <polygon points="200,400 260,390 240,420 200,430" fill="#7a1515" opacity="0.9"/>
+
+    <!-- Edge highlights -->
+    <line x1="200" y1="60" x2="80" y2="180" stroke="rgba(255,180,171,0.3)" stroke-width="1.5"/>
+    <line x1="200" y1="60" x2="320" y2="180" stroke="rgba(255,180,171,0.25)" stroke-width="1.5"/>
+    <line x1="200" y1="60" x2="200" y2="430" stroke="rgba(255,138,122,0.2)" stroke-width="1"/>
+
+    <!-- Sparkle -->
+    <circle cx="175" cy="145" r="3" fill="white" opacity="0.8"/>
+    <circle cx="185" cy="135" r="1.5" fill="white" opacity="0.6"/>
+  </svg>
+</div>
+
+<!-- Slot 5: Stat Chips -->
+<div class="chips-row">
+  <div class="chip chip-1">
+    <span class="chip-label">CLIENT</span>
+    <span class="chip-value">chat, agents, cost</span>
+  </div>
+  <div class="chip chip-2">
+    <span class="chip-label">RETRIEVAL</span>
+    <span class="chip-value">9 vector stores</span>
+  </div>
+  <div class="chip chip-3">
+    <span class="chip-label">PROVIDERS</span>
+    <span class="chip-value">13 each, a tie</span>
+  </div>
+</div>
+
+<!-- Slot 6: Status -->
+<div class="status">
+  <div class="status-dot"></div>
+  <span class="status-text">RUBY_LLM 1.16</span>
+</div>
+
+</body>
+</html>
diff --git a/content/blog/rubyllm-vs-langchainrb-rails-llm-stack/cover.png b/content/blog/rubyllm-vs-langchainrb-rails-llm-stack/cover.png
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diff --git a/content/blog/rubyllm-vs-langchainrb-rails-llm-stack/index.md b/content/blog/rubyllm-vs-langchainrb-rails-llm-stack/index.md
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index 000000000..e6666a55e
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+---
+title: "RubyLLM vs Langchainrb for Rails"
+description: "RubyLLM is a model client with Rails generators. Langchainrb is retrieval plumbing. Pick by whether you query your own documents, not by provider count."
+date: 2026-08-21
+lastmod: 2026-08-21
+draft: false
+author: "JetThoughts Team"
+slug: "rubyllm-vs-langchainrb-rails-llm-stack"
+keywords: "rubyllm vs langchainrb, rails llm stack, ruby llm gem, langchainrb rails, ruby ai gem comparison"
+tags: ["ruby", "rails", "ai", "rubyllm", "langchain"]
+canonical_url: "https://jetthoughts.com/blog/rubyllm-vs-langchainrb-rails-llm-stack/"
+cover_image: cover.png
+cover_image_alt: "Dark technical cover reading RubyLLM vs Langchainrb, with a low-poly ruby gem and chips for a model client versus retrieval plumbing, nine vector stores, and cost tracking down to thinking tokens."
+metatags:
+  image: cover.png
+  og_title: "RubyLLM vs Langchainrb for Rails"
+  og_description: "RubyLLM is a model client with Rails generators. Langchainrb is retrieval plumbing. Pick by whether you query your own documents, not by provider count."
+  twitter_title: "RubyLLM vs Langchainrb for Rails"
+  twitter_description: "RubyLLM gives you Rails generators and per-token cost. Langchainrb gives you nine vector stores. Different jobs."
+---
+
+`ruby_llm` 1.16.0 ships `chat.rb`, `agent.rb`, `embedding.rb`, `cost.rb`, a model registry and an ActiveRecord integration. `langchainrb` 0.19.5 ships `vectorsearch/`, `chunker/`, `loader.rb`, `output_parsers/` and `evals/`.
+
+`ruby_llm` talks to models; `langchainrb` finds the documents first and then hands them to a model. Most of the rest follows from which of those you need.
+
+```mermaid
+flowchart TD
+    A["Retrieving from<br/>your own docs?"] -->|yes| B["langchainrb"]
+    A -->|no| C["Persisted chats,<br/>or a 2nd provider?"]
+    C -->|no| D["raw HTTP"]
+    C -->|yes| E["ruby_llm"]
+```
+
+## What each one ships
+
+| | ruby_llm 1.16.0 | langchainrb 0.19.5 |
+|---|---|---|
+| Providers shipped | 13 | 13 |
+| Rails integration | generators, `acts_as`, Railtie | `langchainrb_rails`, a second gem |
+| Cost in money | yes, per token class | token counts only |
+| Vector search | no | 9 backends |
+| Document loading + chunking | no | yes |
+
+Raw HTTP is the third option and it is not in that table, because every cell would read "you write it". Its section is below.
+
+Providers are a tie at thirteen each, so that row settles nothing.
+
+Neither gem promises you a quiet upgrade, either. `langchainrb` at 0.19.5 makes no compatibility guarantee at all, and `ruby_llm` is past 1.0 but has shipped four schema upgrades inside minor releases - it ships `upgrade_to_v1_7`, `v1_9`, `v1_10` and `v1_14` generators to run them, plus an `acts_as_legacy` shim keeping the pre-1.7 API alive. Budget for migrations on either.
+
+## The Rails gap
+
+`ruby_llm` ships `lib/generators/ruby_llm/` with `install`, `agent`, `chat_ui`, `schema` and `tool`, plus an `acts_as` concern and a Railtie. The install generator writes five migrations and four model classes, because a persisted chat needs `Model`, `Message` and `ToolCall` records behind it. Once they exist, marking the model is two lines:
+
+```ruby
+class Chat < ApplicationRecord
+  acts_as_chat
+end
+
+chat = Chat.create!(model: "claude-sonnet-4-5")
+chat.ask("Summarise this ticket")   # persisted, with messages
+```
+
+langchainrb's Rails story lives in a second gem, `langchainrb_rails` 0.1.12, and it is worth opening rather than guessing at from the version number. It ships four generators - `pgvector`, `pinecone`, `chroma` and `prompt` - plus an ActiveRecord hook and a Railtie.
+
+Look at what those generators are for. `ruby_llm`'s scaffold a conversation; `langchainrb_rails`' scaffold a vector store. Both gems brought their own centre of gravity into Rails, and neither is trying to cover the other's ground.
+
+## Cost tracking, by token class
+
+`ruby_llm`'s `Cost` object breaks spend down by token class - input, output, `cache_read`, `cache_write`, and `thinking`. Cached prompts and reasoning tokens bill at different rates from ordinary completion tokens.
+
+That matters when a bill moves and you need to know which call changed. A single total tells you spend went up; a per-class breakdown tells you a prompt edit stopped your prompts hitting cache.
+
+langchainrb gives you the counts but not the money - `prompt_tokens`, `completion_tokens` and `total_tokens` on every response, and running totals on `Assistant`. It has no notion of price, or of the cache and thinking classes that bill differently. You supply the price table and the arithmetic.
+
+## When langchainrb wins
+
+If the job is answering from your own documents, langchainrb ships what you would otherwise assemble by hand: loaders, chunkers, output parsers, an evals module, and vector search that already speaks pgvector, with eight other backends behind it if you outgrow it.
+
+Reaching for `ruby_llm` and then hand-rolling chunking and a pgvector wrapper is how you end up maintaining a worse copy of a gem that already exists. Our [LangChain in Ruby guide](/blog/getting-started-langchain-ruby-complete-guide/) covers that path in depth.
+
+## When raw HTTP wins
+
+You are making one call to one provider, and you have no plans to add a second. A `Net::HTTP` POST against the endpoint is about fifteen lines with no upgrade path to worry about.
+
+What you keep writing yourself is the boring layer: retries, streaming chunk parsing, token accounting, and a provider swap that touches every call site. Ship it for one feature. Do not build a product's model layer on it.
+
+## Using both
+
+They compose. langchainrb handles retrieval, `ruby_llm` handles the conversation and the cost accounting.
+
+Let one gem own the model call. If both build requests to the same provider you get two retry policies and two streaming parsers, and when the payload shape changes you debug both.
+
+That failure is quieter than it sounds. We moved all nine schemas in one pipeline onto a different schema library, and every request body changed shape - [all 1549 tests stayed green](/blog/debugging-rubyllm-agents-rails/), because VCR's default matcher is `[:method, :uri]` and neither of those changed. A second gem constructing its own requests doubles the surface where that can happen.
+
+Put an eval harness in front of it early. [Scoring agent output](/blog/evaluating-rubyllm-agents-rails/) is what tells you whether a retrieval change helped or hurt. Without one, you tune a chunk size and grade the result by reading four answers and deciding they look better.
+
+## Sources
+
+- [ruby_llm on GitHub](https://github.com/crmne/ruby_llm) - source, changelog, provider list
+- [ruby_llm documentation](https://rubyllm.com/) - guides and the Rails integration
+- [langchainrb on GitHub](https://github.com/patterns-ai-core/langchainrb) - source and the vectorsearch modules
+- [langchainrb_rails](https://github.com/patterns-ai-core/langchainrb_rails) - the Rails companion gem
+- [RubyGems: ruby_llm](https://rubygems.org/gems/ruby_llm) - released versions
+- [RubyGems: langchainrb](https://rubygems.org/gems/langchainrb) - released versions
+
+<!-- Reference cadence: thoughtbot -->
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From 7662d578902560332f4a352d4fc1909feffb690f Mon Sep 17 00:00:00 2001
From: Paul Keen <125715+pftg@users.noreply.github.com>
Date: Fri, 21 Aug 2026 01:11:40 +0200
Subject: [PATCH 5/8] feat(content): R3 rescoped - what RubyLLM retries, and
 for how long

The queue row R3 read "rate limits, token budgets, retries, streaming
into Turbo". Audited against content/blog/ before drafting and three of
those four were already owned by posts that shipped AFTER the row was
groomed:

  token budgets  -> cost-optimization-llm-applications-token-management
  streaming      -> fibers-async-ruby-llm-streaming-rails
  rate limits    -> same post, "Rate limiting the upstream calls"

Writing it as specified would have cannibalised two posts - the same
collision that killed R9 and redirected the Kamal work. Only retries
were unclaimed, so the post is retry semantics. Verdict recorded in
20.09 and the row retired.

Researched by unpacking ruby_llm 1.16.0 and faraday-retry 2.4.0. I was
wrong twice before reading them, which is the reason the post exists:

1. Guessed the 0.1s interval was too fast for a rate limit. Wrong -
   faraday-retry reads Retry-After AND the rate-limit reset header and
   takes the larger, so a 429 gets the provider's number.
2. Then assumed a sane ceiling on that wait. Wrong - max_interval
   defaults to Float::MAX (middleware.rb:55) and ruby_llm never sets it,
   so the guard that would abandon an over-long wait never fires.

The other half is connection.rb:111 adding :post back to Faraday's
IDEMPOTENT_METHODS, which excludes POST by design. Correct for chat
completions, dangerous for a tool call with a side effect.

Fact-checker verified all eight core claims against source and caught:

- retries vs attempts off-by-one (max: 3 is three RETRIES, four attempts)
- request_timeout IS exposed and defaults to 300s. My draft said you
  cannot configure your way out; the real worst case stacks four
  attempts x 300s against up to three Retry-After waits, so well over
  half an hour rather than the five minutes one Retry-After suggests
- "would never retry anything at all" was false - a GET for the model
  list still retries. Narrowed to "a single completion"
- Faraday::RetriableResponse is listed but inert, because retry_statuses
  is never set. Source-true, behaviour-false - now labelled dormant
- the OpenAI source link implied provider header behaviour I had not
  verified. Replaced with a note telling the reader to check their own
  provider's docs

Cold-eyes caught the worst one: I cited our own pool-exhaustion post as
evidence for what happens when a model call is NOT in a job. That
incident happened INSIDE a job. It now reads "a job is not a free pass
either", which also resolves a contradiction with "inside a Sidekiq job
that is fine" three paragraphs earlier. It also pulled the model-
retirement claim back to what the source post actually supports,
matching the correction shipped in #509.

Gates: bin/hugo-build 8/8. check-post-visuals at floor 72 (decision
diagram, 257px viewBox - 12px text renders true-size at 390px, clear of
the 9px floor). Rendered scroll gate at 390px: zero console errors, no
page overflow, table fits at 464. og:image resolves to the post's own
cover derivative, verified in built HTML rather than assumed.

Ran two critics rather than four - the fact-checker and cold-eyes, which
between them caught every shipping defect on R2 while the style critics
caught style. Stating the reduction rather than implying full coverage.
---
 .stitch/designs/rubyllm-retries-cover.html    | 303 ++++++++++++++++++
 .../rubyllm-retries-timeouts-rails/cover.png  | Bin 0 -> 607601 bytes
 .../rubyllm-retries-timeouts-rails/index.md   | 124 +++++++
 .../mermaid-5a686c11.svg                      |   1 +
 .../20.09-content-plan-revision-aug-2026.md   |  19 ++
 5 files changed, 447 insertions(+)
 create mode 100644 .stitch/designs/rubyllm-retries-cover.html
 create mode 100644 content/blog/rubyllm-retries-timeouts-rails/cover.png
 create mode 100644 content/blog/rubyllm-retries-timeouts-rails/index.md
 create mode 100644 content/blog/rubyllm-retries-timeouts-rails/mermaid-5a686c11.svg

diff --git a/.stitch/designs/rubyllm-retries-cover.html b/.stitch/designs/rubyllm-retries-cover.html
new file mode 100644
index 000000000..2bfdd5789
--- /dev/null
+++ b/.stitch/designs/rubyllm-retries-cover.html
@@ -0,0 +1,303 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+<meta charset="UTF-8">
+<meta name="viewport" content="width=2400, height=1260">
+<title>RubyLLM Retries — Cover</title>
+<link rel="preconnect" href="https://fonts.googleapis.com">
+<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
+<link href="https://fonts.googleapis.com/css2?family=Inter:wght@600;700&family=JetBrains+Mono:wght@600&family=Space+Grotesk:wght@700;800&display=swap" rel="stylesheet">
+<style>
+*, *::before, *::after { margin: 0; padding: 0; box-sizing: border-box; }
+
+html, body {
+  width: 2400px;
+  height: 1260px;
+  overflow: hidden;
+  background: linear-gradient(135deg, #0d1117 0%, #10141a 50%, #1a0a2e 100%);
+  font-family: 'Space Grotesk', 'Inter', sans-serif;
+  position: relative;
+}
+
+/* Grid dots backdrop */
+.grid-dots {
+  position: absolute;
+  inset: 0;
+  background-image: radial-gradient(circle, rgba(204,52,45,0.05) 1px, transparent 1px);
+  background-size: 48px 48px;
+  pointer-events: none;
+}
+
+/* Ambient radial glows */
+.glow-ruby {
+  position: absolute;
+  width: 900px;
+  height: 900px;
+  right: -100px;
+  top: 100px;
+  background: radial-gradient(circle, rgba(204,52,45,0.10) 0%, transparent 70%);
+  pointer-events: none;
+}
+.glow-purple {
+  position: absolute;
+  width: 800px;
+  height: 800px;
+  left: -100px;
+  bottom: -100px;
+  background: radial-gradient(circle, rgba(168,85,247,0.09) 0%, transparent 70%);
+  pointer-events: none;
+}
+
+/* === SLOT 1: Brand + Category (top-left) === */
+.brand-row {
+  position: absolute;
+  top: 80px;
+  left: 100px;
+  display: flex;
+  align-items: baseline;
+  gap: 16px;
+  z-index: 10;
+}
+.brand-name {
+  font-family: 'Space Grotesk', sans-serif;
+  font-weight: 700;
+  font-size: 56px;
+  letter-spacing: -0.020em;
+  color: #cc342d;
+}
+.brand-sep {
+  font-family: 'Inter', sans-serif;
+  font-weight: 600;
+  font-size: 26px;
+  color: rgba(223,226,235,0.30);
+  text-transform: uppercase;
+  letter-spacing: 0.22em;
+}
+.category {
+  font-family: 'Inter', sans-serif;
+  font-weight: 600;
+  font-size: 26px;
+  text-transform: uppercase;
+  letter-spacing: 0.22em;
+  color: #7dd0fe;
+}
+
+/* === SLOT 2: Year Pill (top-right) === */
+.year-pill {
+  position: absolute;
+  top: 80px;
+  right: 100px;
+  background: #cc342d;
+  color: #ffb4ab;
+  font-family: 'Space Grotesk', sans-serif;
+  font-weight: 700;
+  font-size: 34px;
+  letter-spacing: -0.005em;
+  padding: 14px 36px;
+  border-radius: 40px;
+  z-index: 10;
+}
+
+/* === SLOT 3: Headline (mid-left, 3 lines) === */
+.hero {
+  position: absolute;
+  top: 280px;
+  left: 100px;
+  z-index: 10;
+  max-width: 1400px;
+}
+.hero-line {
+  font-family: 'Space Grotesk', sans-serif;
+  font-weight: 800;
+  font-size: 180px;
+  letter-spacing: -0.030em;
+  line-height: 1.05;
+}
+.hero-line-1 { color: #dfe2eb; }
+.hero-line-2 {
+  background: linear-gradient(90deg, #cc342d 0%, #a855f7 100%);
+  -webkit-background-clip: text;
+  -webkit-text-fill-color: transparent;
+  background-clip: text;
+}
+.hero-line-3 { color: #dfe2eb; font-size: 150px; }
+
+/* === SLOT 4: Ruby Gem SVG (mid-right) === */
+.gem-container {
+  position: absolute;
+  right: 80px;
+  top: 240px;
+  width: 600px;
+  height: 640px;
+  z-index: 5;
+}
+.gem-container svg { width: 100%; height: 100%; }
+
+/* === SLOT 5: Stat Chips (bottom-left, 3 chips) === */
+.chips-row {
+  position: absolute;
+  bottom: 80px;
+  left: 100px;
+  display: flex;
+  gap: 24px;
+  z-index: 10;
+}
+.chip {
+  background: rgba(28,32,38,0.75);
+  border-radius: 14px;
+  padding: 20px 32px;
+  display: flex;
+  flex-direction: column;
+  gap: 6px;
+  border-left: 4px solid;
+  backdrop-filter: blur(8px);
+}
+.chip-1 { border-left-color: #cc342d; }
+.chip-2 { border-left-color: #a855f7; }
+.chip-3 { border-left-color: #7dd0fe; }
+.chip-label {
+  font-family: 'Inter', sans-serif;
+  font-weight: 600;
+  font-size: 22px;
+  text-transform: uppercase;
+  letter-spacing: 0.14em;
+  color: rgba(223,226,235,0.55);
+}
+.chip-value {
+  font-family: 'Space Grotesk', sans-serif;
+  font-weight: 700;
+  font-size: 30px;
+  letter-spacing: -0.005em;
+  color: #dfe2eb;
+}
+
+/* === SLOT 6: Status indicator (bottom-right) === */
+.status {
+  position: absolute;
+  bottom: 80px;
+  right: 100px;
+  display: flex;
+  align-items: center;
+  gap: 14px;
+  z-index: 10;
+}
+.status-dot {
+  width: 16px;
+  height: 16px;
+  border-radius: 50%;
+  background: #22c55e;
+  box-shadow: 0 0 12px rgba(34,197,94,0.5);
+}
+.status-text {
+  font-family: 'JetBrains Mono', monospace;
+  font-weight: 600;
+  font-size: 22px;
+  text-transform: uppercase;
+  letter-spacing: 0.20em;
+  color: rgba(223,226,235,0.70);
+}
+</style>
+</head>
+<body>
+
+<div class="grid-dots"></div>
+<div class="glow-ruby"></div>
+<div class="glow-purple"></div>
+
+<!-- Slot 1: Brand + Category -->
+<div class="brand-row">
+  <span class="brand-name">JetThoughts</span>
+  <span class="brand-sep">|</span>
+  <span class="category">ENGINEERING</span>
+</div>
+
+<!-- Slot 2: Year Pill -->
+<div class="year-pill">Ruby on Rails 2026</div>
+
+<!-- Slot 3: Headline -->
+<div class="hero">
+  <div class="hero-line hero-line-1">What RubyLLM</div>
+  <div class="hero-line hero-line-2">Retries</div>
+  <div class="hero-line hero-line-3">and for how long</div>
+</div>
+
+<!-- Slot 4: Ruby Gem SVG -->
+<div class="gem-container">
+  <svg viewBox="0 0 400 440" fill="none" xmlns="http://www.w3.org/2000/svg">
+    <!-- Low-poly ruby gem -->
+    <defs>
+      <linearGradient id="gemGrad1" x1="0" y1="0" x2="1" y2="1">
+        <stop offset="0%" stop-color="#ff8a7a"/>
+        <stop offset="50%" stop-color="#cc342d"/>
+        <stop offset="100%" stop-color="#991b1b"/>
+      </linearGradient>
+      <linearGradient id="gemGrad2" x1="0" y1="1" x2="1" y2="0">
+        <stop offset="0%" stop-color="#cc342d"/>
+        <stop offset="100%" stop-color="#ff8a7a"/>
+      </linearGradient>
+      <linearGradient id="highlight" x1="0" y1="0" x2="0" y2="1">
+        <stop offset="0%" stop-color="rgba(255,255,255,0.3)"/>
+        <stop offset="100%" stop-color="rgba(255,255,255,0)"/>
+      </linearGradient>
+    </defs>
+
+    <!-- Crown facet (top) -->
+    <polygon points="200,60 120,160 280,160" fill="url(#highlight)" opacity="0.4"/>
+    <polygon points="200,60 80,180 120,160" fill="url(#gemGrad2)" opacity="0.8"/>
+    <polygon points="200,60 280,160 320,180" fill="url(#gemGrad1)" opacity="0.9"/>
+
+    <!-- Upper body facets -->
+    <polygon points="80,180 120,160 200,260 140,280" fill="url(#gemGrad1)" opacity="0.85"/>
+    <polygon points="120,160 200,160 280,200 200,260" fill="url(#gemGrad2)" opacity="0.7"/>
+    <polygon points="200,160 280,160 320,180 280,200" fill="url(#gemGrad1)" opacity="0.9"/>
+    <polygon points="320,180 280,200 200,260 260,280" fill="#cc342d" opacity="0.95"/>
+
+    <!-- Mid body facets -->
+    <polygon points="140,280 200,260 200,340 120,340" fill="url(#gemGrad2)" opacity="0.75"/>
+    <polygon points="200,260 260,280 280,340 200,340" fill="#cc342d"/>
+    <polygon points="260,280 320,180 340,300 280,340" fill="url(#gemGrad1)" opacity="0.88"/>
+
+    <!-- Lower body facets -->
+    <polygon points="120,340 200,340 200,400 140,390" fill="#991b1b" opacity="0.9"/>
+    <polygon points="200,340 280,340 260,390 200,400" fill="#cc342d" opacity="0.85"/>
+    <polygon points="280,340 340,300 320,380 260,390" fill="#7a1515" opacity="0.92"/>
+
+    <!-- Bottom point -->
+    <polygon points="140,390 200,400 200,430 160,420" fill="#661010" opacity="0.95"/>
+    <polygon points="200,400 260,390 240,420 200,430" fill="#7a1515" opacity="0.9"/>
+
+    <!-- Edge highlights -->
+    <line x1="200" y1="60" x2="80" y2="180" stroke="rgba(255,180,171,0.3)" stroke-width="1.5"/>
+    <line x1="200" y1="60" x2="320" y2="180" stroke="rgba(255,180,171,0.25)" stroke-width="1.5"/>
+    <line x1="200" y1="60" x2="200" y2="430" stroke="rgba(255,138,122,0.2)" stroke-width="1"/>
+
+    <!-- Sparkle -->
+    <circle cx="175" cy="145" r="3" fill="white" opacity="0.8"/>
+    <circle cx="185" cy="135" r="1.5" fill="white" opacity="0.6"/>
+  </svg>
+</div>
+
+<!-- Slot 5: Stat Chips -->
+<div class="chips-row">
+  <div class="chip chip-1">
+    <span class="chip-label">METHODS</span>
+    <span class="chip-value">POST added back</span>
+  </div>
+  <div class="chip chip-2">
+    <span class="chip-label">ATTEMPTS</span>
+    <span class="chip-value">3, with jitter</span>
+  </div>
+  <div class="chip chip-3">
+    <span class="chip-label">RETRY-AFTER</span>
+    <span class="chip-value">no ceiling</span>
+  </div>
+</div>
+
+<!-- Slot 6: Status -->
+<div class="status">
+  <div class="status-dot"></div>
+  <span class="status-text">RUBY_LLM 1.16</span>
+</div>
+
+</body>
+</html>
diff --git a/content/blog/rubyllm-retries-timeouts-rails/cover.png b/content/blog/rubyllm-retries-timeouts-rails/cover.png
new file mode 100644
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diff --git a/content/blog/rubyllm-retries-timeouts-rails/index.md b/content/blog/rubyllm-retries-timeouts-rails/index.md
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index 000000000..48c017086
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+++ b/content/blog/rubyllm-retries-timeouts-rails/index.md
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+---
+title: "What RubyLLM Retries, and For How Long"
+description: "RubyLLM retries POSTs that Faraday would not, and honors Retry-After with no upper bound. A 429 can park a Rails request for as long as the provider says."
+date: 2026-08-21
+lastmod: 2026-08-21
+draft: false
+author: "JetThoughts Team"
+slug: "rubyllm-retries-timeouts-rails"
+keywords: "rubyllm retries, faraday retry post, llm rate limit rails, retry-after 429 ruby, rubyllm timeout"
+tags: ["ruby", "rails", "ai", "rubyllm", "production"]
+canonical_url: "https://jetthoughts.com/blog/rubyllm-retries-timeouts-rails/"
+cover_image: cover.png
+cover_image_alt: "Dark technical cover reading What RubyLLM Retries, with a low-poly ruby gem and chips for POST added to idempotent methods, three retries with jitter, and Retry-After with no ceiling."
+metatags:
+  image: cover.png
+  og_title: "What RubyLLM Retries, and For How Long"
+  og_description: "RubyLLM retries POSTs that Faraday would not, and honors Retry-After with no upper bound. A 429 can park a Rails request for as long as the provider says."
+  twitter_title: "What RubyLLM Retries, and For How Long"
+  twitter_description: "Faraday will not retry a POST. RubyLLM adds it back, then honors Retry-After with no ceiling. Both are defensible; neither is obvious from your app code."
+---
+
+One line in `ruby_llm` and one option it never sets decide how your app behaves when a provider is having a bad day, and neither is visible from your own code.
+
+The line is in `connection.rb`:
+
+```ruby
+methods: Faraday::Retry::Middleware::IDEMPOTENT_METHODS + [:post],
+```
+
+Faraday's list is `delete get head options put`. POST is absent by design, because a retried POST can do the thing twice. `ruby_llm` adds it back, and it has to - every chat completion is a POST, so a gem that respected Faraday's default would never retry a single completion.
+
+## What actually triggers a retry
+
+Nine conditions, from `connection.rb`:
+
+| Kind | Conditions |
+|---|---|
+| Network | `Errno::ETIMEDOUT`, `Timeout::Error`, `Faraday::TimeoutError`, `Faraday::ConnectionFailed` |
+| Provider | `RateLimitError`, `ServerError`, `ServiceUnavailableError`, `OverloadedError` |
+| Protocol | `Faraday::RetriableResponse` - dormant, see below |
+
+A 400 for a malformed request is not there, and should not be. Neither is an auth failure. Those are yours to fix, and retrying them just spends three round trips confirming it.
+
+The ninth is listed but never fires. `Faraday::RetriableResponse` is only raised for statuses in `retry_statuses`, and `ruby_llm` never sets that option, so it defaults to empty. Source-true, behaviour-inert.
+
+The defaults around them:
+
+```ruby
+max_retries              3
+retry_interval           0.1
+retry_backoff_factor     2
+retry_interval_randomness 0.5
+```
+
+Three retries at roughly 0.1s, 0.2s and 0.4s, with jitter. That schedule is built for a dropped connection, and for a dropped connection it is right.
+
+## The 429 case
+
+A 429 is in the retry list, and rate limits do not clear in 0.4 seconds.
+
+They do not have to. `faraday-retry` reads `Retry-After` and the rate-limit reset header, takes whichever is larger, and waits that long instead of using its own backoff. So a provider that says "come back in 30 seconds" gets 30 seconds, not 0.4.
+
+That is correct behaviour, and it is what you want a client to do. It also has no ceiling:
+
+```ruby
+def max_interval
+  (self[:max_interval] ||= Float::MAX).to_f
+end
+```
+
+`Float::MAX`. `ruby_llm` does not set `max_interval`, so the guard that would abandon an over-long wait never fires. A provider returning `Retry-After: 300` parks that call for five minutes, and it can do it three times.
+
+Inside a Sidekiq job that is fine. Inside a Rails request, one rate-limited call can hold a web worker for longer than your load balancer will wait, and the failure your users see is a timeout with no LLM error in it.
+
+```mermaid
+flowchart TD
+    A["POST to provider"] --> B["429 with<br/>Retry-After: 300"]
+    B --> C["faraday-retry waits<br/>the full 300s"]
+    C --> D["worker held,<br/>LB times out first"]
+```
+
+## Reducing the worst case
+
+Start with the knob you have:
+
+```ruby
+RubyLLM.configure do |config|
+  config.max_retries = 2
+  # everything else stays at the gem's defaults
+end
+```
+
+Two retries instead of three drops one attempt and one wait from the worst case. The other knob worth knowing is `request_timeout`, which `RubyLLM.configure` does expose and which defaults to **300 seconds**. It bounds how long a single attempt can hang, not how long the gem sleeps between them.
+
+Those are different ceilings, and with the defaults they stack: four attempts at up to 300 seconds each, plus up to three `Retry-After` waits in between. The honest worst case is well over half an hour, not the five minutes a single `Retry-After: 300` suggests.
+
+What would cap the sleeping is `max_interval`, and `RubyLLM.configure` does not expose it. Which is the argument for keeping the call off the request path rather than tuning your way out.
+
+A job is not a free pass either. In [our own fan-out](/blog/multi-agent-llm-rails-rubyllm/), a scoring call wrapped in `with_connection` held a database connection for the length of the model's reply, and fifteen fibers starved a pool of ten. Moving a slow call off the request path only helps if it stops holding the resources it does not use.
+
+## The retried POST is a real trade
+
+Retrying a POST means a request that succeeded server-side but lost its response gets sent again. You are billed twice and, for anything non-deterministic, you may get two different completions.
+
+`ruby_llm` takes that trade deliberately, and for chat completions it is the right one - a failed request usually produced nothing. It stops being right the moment your call has a side effect: a tool call that writes a row, an agent step that sends mail. Those want idempotency keys or a job with its own dedupe.
+
+## What none of this covers
+
+Retries handle a provider that is down. They do nothing about a provider that is up and answering differently than it did last week - [a model stopped answering the way it used to](/blog/debugging-rubyllm-agents-rails/) and every VCR cassette still replayed green.
+
+They also do nothing about spend. A large prompt that times out after the provider already served it gets billed for every attempt, up to four with the defaults, and the gem's own `Cost` object is what tells you which token class grew - the [difference between RubyLLM and langchainrb](/blog/rubyllm-vs-langchainrb-rails-llm-stack/) is partly that langchainrb gives you counts and leaves the money to you.
+
+For the outbound side of this - limiting how many calls you make at once rather than what happens when one fails - [fibers and Falcon](/blog/fibers-async-ruby-llm-streaming-rails/) is the other half.
+
+## Sources
+
+- [ruby_llm connection.rb](https://github.com/crmne/ruby_llm/blob/main/lib/ruby_llm/connection.rb) - the retry setup and exception list
+- [ruby_llm configuration](https://rubyllm.com/configuration/) - the options exposed on `RubyLLM.configure`
+- [faraday-retry](https://github.com/lostisland/faraday-retry) - `IDEMPOTENT_METHODS`, `Retry-After` handling, `max_interval`
+- [Faraday middleware docs](https://lostisland.github.io/faraday/#/middleware/included/retry) - how the retry middleware composes
+
+Whether a given provider actually sends `Retry-After` or a rate-limit reset header on a 429 is worth checking against your own provider's docs before you rely on the wait being bounded by anything sensible. The behaviour above is the client's; the header is theirs.
+
+<!-- Reference cadence: thoughtbot -->
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transform="translate(0, 0)"><foreignObject width="0" height="0"><div xmlns="http://www.w3.org/1999/xhtml" class="labelBkg" style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;"><span class="edgeLabel"></span></div></foreignObject></g></g><g class="edgeLabel"><g class="label" data-id="L_C_D_0" transform="translate(0, 0)"><foreignObject width="0" height="0"><div xmlns="http://www.w3.org/1999/xhtml" class="labelBkg" style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;"><span class="edgeLabel"></span></div></foreignObject></g></g></g><g class="nodes"><g class="node default" id="my-svg-flowchart-A-0" data-look="classic" transform="translate(128.8203125, 37)"><rect class="basic label-container" style="" x="-110.1015625" y="-29" width="220.203125" height="58"/><g class="label" style="" transform="translate(-82.1015625, -15)"><rect/><foreignObject width="164.203125" height="30"><div xmlns="http://www.w3.org/1999/xhtml" style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;"><span class="nodeLabel"><p>POST to provider</p></span></div></foreignObject></g></g><g class="node default" id="my-svg-flowchart-B-1" data-look="classic" transform="translate(128.8203125, 165)"><rect class="basic label-container" style="" x="-110.3359375" y="-44" width="220.671875" height="88"/><g class="label" style="" transform="translate(-82.3359375, -30)"><rect/><foreignObject width="164.671875" height="60"><div xmlns="http://www.w3.org/1999/xhtml" style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;"><span class="nodeLabel"><p>429 with<br />Retry-After: 300</p></span></div></foreignObject></g></g><g class="node default" id="my-svg-flowchart-C-3" data-look="classic" transform="translate(128.8203125, 308)"><rect class="basic label-container" style="" x="-120.8203125" y="-44" width="241.640625" height="88"/><g class="label" style="" transform="translate(-92.8203125, -30)"><rect/><foreignObject width="185.640625" height="60"><div xmlns="http://www.w3.org/1999/xhtml" style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;"><span class="nodeLabel"><p>faraday-retry waits<br />the full 300s</p></span></div></foreignObject></g></g><g class="node default" id="my-svg-flowchart-D-5" data-look="classic" transform="translate(128.8203125, 451)"><rect class="basic label-container" style="" x="-111.8515625" y="-44" width="223.703125" height="88"/><g class="label" style="" transform="translate(-83.8515625, -30)"><rect/><foreignObject width="167.703125" height="60"><div xmlns="http://www.w3.org/1999/xhtml" style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;"><span class="nodeLabel"><p>worker held,<br />LB times out first</p></span></div></foreignObject></g></g></g></g></g><defs><filter id="my-svg-drop-shadow" height="130%" width="130%"><feDropShadow dx="4" dy="4" stdDeviation="0" flood-opacity="0.06" flood-color="#000000"/></filter></defs><defs><filter id="my-svg-drop-shadow-small" height="150%" width="150%"><feDropShadow dx="2" dy="2" stdDeviation="0" flood-opacity="0.06" flood-color="#000000"/></filter></defs><linearGradient id="my-svg-gradient" gradientUnits="objectBoundingBox" x1="0%" y1="0%" x2="100%" y2="0%"><stop offset="0%" stop-color="#cc342d" stop-opacity="1"/><stop offset="100%" stop-color="hsl(-120, 60%, 88.0392156863%)" stop-opacity="1"/></linearGradient><style></style></svg>
\ No newline at end of file
diff --git a/docs/projects/2510-seo-content-strategy/20-29-strategy/20.09-content-plan-revision-aug-2026.md b/docs/projects/2510-seo-content-strategy/20-29-strategy/20.09-content-plan-revision-aug-2026.md
index 7120cfb3b..b153394b9 100644
--- a/docs/projects/2510-seo-content-strategy/20-29-strategy/20.09-content-plan-revision-aug-2026.md
+++ b/docs/projects/2510-seo-content-strategy/20-29-strategy/20.09-content-plan-revision-aug-2026.md
@@ -448,6 +448,25 @@ Why this fits the plan: AI+Ruby is inside the authority zone that already earns
 | R8 | Debugging RubyLLM agents in Rails (Paul, 2026-08-20) | - | First-hand material ready: the VCR method+URI matching trap (wire-format change passed a whole suite unnoticed), fakes-over-mocks, key-scrubbing regexes, the active_connection? invariant test that survives transactional pinning |
 | R9 | "Migrate from Puma to Falcon" (Paul, 2026-08-20) | 🔴 **COLLISION - do NOT ship as a new post** | See §12a below. Verdict: **upgrade in place**. |
 
+**Queue status, audited 2026-08-21.** R1, R4, R5, R7, R8 are shipped; R9 became the
+Falcon upgrade. R6 was always flagged as LinkedIn material. That left R2 and R3.
+
+- **R2 shipped** as `rubyllm-vs-langchainrb-rails-llm-stack`. The plan's constraint
+  held: it LINKS the LangChain guides rather than cannibalising them, because the
+  research showed the two gems are not competitors at all - one is a model client,
+  the other retrieval plumbing.
+- **R3 RESCOPED, and the row is now retired.** As written ("rate limits, token
+  budgets, retries, streaming into Turbo") three of its four topics had been taken
+  by posts that shipped after the row was groomed: token budgets by
+  `cost-optimization-llm-applications-token-management`, and BOTH streaming and
+  rate limiting by `fibers-async-ruby-llm-streaming-rails`, which carries a
+  "Rate limiting the upstream calls" section. Writing R3 as specified would have
+  cannibalised two posts. Only retries were unclaimed, so R3 shipped as
+  `rubyllm-retries-timeouts-rails` - what ruby_llm retries, and for how long.
+
+The general lesson for this queue: rows decay as the cluster grows around them.
+Audit the topic against `content/blog/` before drafting, not after.
+
 ### 12a. R9 premise audit - why Puma→Falcon is an upgrade, not a new post
 
 Paul asked to schedule a Puma→Falcon migration post on 2026-08-20. The audit says

From 4e38d1b0808fd5203abf18652af20e4a67b02750 Mon Sep 17 00:00:00 2001
From: Paul Keen <125715+pftg@users.noreply.github.com>
Date: Fri, 21 Aug 2026 01:22:28 +0200
Subject: [PATCH 6/8] style(content): plainer English in R2 and R3, and drop
 the padded source lists

Paul asked for plainer English and less AI-feel. The voice guide's first
gate is exactly this - a sentence the reader has to decode has already
failed, no matter how it scores on the mechanical checks.

The sentences that needed it were the ones carrying a metaphor where a
plain word would do, or two ideas welded together:

  "Both gems brought their own centre of gravity into Rails"
    -> "Each gem brought the thing it is good at into Rails"
  "Providers are a tie at thirteen each, so that row settles nothing"
    -> "Both ship thirteen providers, so that row will not help you choose"
  "Neither gem promises you a quiet upgrade"
    -> "Neither one gives you upgrades for free"
  "That failure is quieter than it sounds"
    -> "That kind of change is easy to miss"
  "A second gem constructing its own requests doubles the surface"
    -> "twice as many places for that to hide"
  "What you keep writing yourself is the boring layer"
    -> "What you write yourself is the dull but necessary part"
  "Source-true, behaviour-inert"
    -> "It is in the code, but nothing reaches it"

Also removed both Sources blocks. Paul flagged them as redundant and the
slop critic had said the same thing earlier - six links, every one a
first-party vendor page the reader can find from the gem name. A trailing
bibliography reads as generated; thoughtbot links where the claim lives.
Each post now ends with one line naming the two things actually read and
telling the reader to check their own installed versions.

Facts unchanged: 13/13 providers, the 1549-test incident, Float::MAX, the
0.1/0.2/0.4 schedule, every version number. bin/hugo-build 8/8.

Tension worth noting for later: #510 standardised 20 posts onto a
"## Sources" heading. That was about naming lists consistently, not about
whether they should exist. This commit is the other half - do not pad one
with generic vendor links just because the heading is there.
---
 .../rubyllm-retries-timeouts-rails/index.md   | 47 +++++++++----------
 .../index.md                                  | 41 +++++++---------
 2 files changed, 38 insertions(+), 50 deletions(-)

diff --git a/content/blog/rubyllm-retries-timeouts-rails/index.md b/content/blog/rubyllm-retries-timeouts-rails/index.md
index 48c017086..c46a084f9 100644
--- a/content/blog/rubyllm-retries-timeouts-rails/index.md
+++ b/content/blog/rubyllm-retries-timeouts-rails/index.md
@@ -19,15 +19,15 @@ metatags:
   twitter_description: "Faraday will not retry a POST. RubyLLM adds it back, then honors Retry-After with no ceiling. Both are defensible; neither is obvious from your app code."
 ---
 
-One line in `ruby_llm` and one option it never sets decide how your app behaves when a provider is having a bad day, and neither is visible from your own code.
+When a provider starts failing, two things decide what your app does. One is a line in `ruby_llm`. The other is a setting `ruby_llm` never touches. You will not find either by reading your own code.
 
-The line is in `connection.rb`:
+Here is the line, in `connection.rb`:
 
 ```ruby
 methods: Faraday::Retry::Middleware::IDEMPOTENT_METHODS + [:post],
 ```
 
-Faraday's list is `delete get head options put`. POST is absent by design, because a retried POST can do the thing twice. `ruby_llm` adds it back, and it has to - every chat completion is a POST, so a gem that respected Faraday's default would never retry a single completion.
+Faraday's list is `delete get head options put`. POST is missing on purpose, because sending a POST twice can do the thing twice. `ruby_llm` puts it back, and it has no choice - every chat completion is a POST, so sticking to Faraday's list would mean never retrying a completion at all.
 
 ## What actually triggers a retry
 
@@ -39,9 +39,9 @@ Nine conditions, from `connection.rb`:
 | Provider | `RateLimitError`, `ServerError`, `ServiceUnavailableError`, `OverloadedError` |
 | Protocol | `Faraday::RetriableResponse` - dormant, see below |
 
-A 400 for a malformed request is not there, and should not be. Neither is an auth failure. Those are yours to fix, and retrying them just spends three round trips confirming it.
+A 400 for a bad request is not on that list, and should not be. Nor is a failed API key. Those are yours to fix, and retrying them just burns three round trips telling you so.
 
-The ninth is listed but never fires. `Faraday::RetriableResponse` is only raised for statuses in `retry_statuses`, and `ruby_llm` never sets that option, so it defaults to empty. Source-true, behaviour-inert.
+The ninth one never actually fires. `Faraday::RetriableResponse` only gets raised for statuses you put in `retry_statuses`, and `ruby_llm` never sets that option, so the list is empty. It is in the code, but nothing reaches it.
 
 The defaults around them:
 
@@ -52,15 +52,15 @@ retry_backoff_factor     2
 retry_interval_randomness 0.5
 ```
 
-Three retries at roughly 0.1s, 0.2s and 0.4s, with jitter. That schedule is built for a dropped connection, and for a dropped connection it is right.
+Three retries, at roughly 0.1s, 0.2s and 0.4s, with a little jitter. Those gaps are sized for a dropped connection, and for a dropped connection they are about right.
 
 ## The 429 case
 
-A 429 is in the retry list, and rate limits do not clear in 0.4 seconds.
+A 429 is on the retry list too, and a rate limit does not clear in 0.4 seconds.
 
-They do not have to. `faraday-retry` reads `Retry-After` and the rate-limit reset header, takes whichever is larger, and waits that long instead of using its own backoff. So a provider that says "come back in 30 seconds" gets 30 seconds, not 0.4.
+It does not have to. `faraday-retry` looks for `Retry-After` and the rate-limit reset header, takes the bigger of the two, and waits that long instead of using its own timings. A provider that says "come back in 30 seconds" gets 30 seconds.
 
-That is correct behaviour, and it is what you want a client to do. It also has no ceiling:
+That is the right thing to do, and you would want a client to do it. What it does not have is an upper limit:
 
 ```ruby
 def max_interval
@@ -68,9 +68,9 @@ def max_interval
 end
 ```
 
-`Float::MAX`. `ruby_llm` does not set `max_interval`, so the guard that would abandon an over-long wait never fires. A provider returning `Retry-After: 300` parks that call for five minutes, and it can do it three times.
+`Float::MAX`. `ruby_llm` never sets `max_interval`, so the check that would give up on a very long wait can never trigger. If a provider sends back `Retry-After: 300`, that call sits there for five minutes. Then it can do it twice more.
 
-Inside a Sidekiq job that is fine. Inside a Rails request, one rate-limited call can hold a web worker for longer than your load balancer will wait, and the failure your users see is a timeout with no LLM error in it.
+In a Sidekiq job, fine. In a web request, one rate-limited call can hold a worker longer than your load balancer is willing to wait. Your users get a timeout, and there is no LLM error anywhere in it to explain why.
 
 ```mermaid
 flowchart TD
@@ -92,33 +92,28 @@ end
 
 Two retries instead of three drops one attempt and one wait from the worst case. The other knob worth knowing is `request_timeout`, which `RubyLLM.configure` does expose and which defaults to **300 seconds**. It bounds how long a single attempt can hang, not how long the gem sleeps between them.
 
-Those are different ceilings, and with the defaults they stack: four attempts at up to 300 seconds each, plus up to three `Retry-After` waits in between. The honest worst case is well over half an hour, not the five minutes a single `Retry-After: 300` suggests.
+Those two limits cover different things, and they add up. With the defaults you can get four attempts of up to 300 seconds each, plus up to three `Retry-After` waits in between. That is over half an hour in the worst case, not the five minutes one `Retry-After: 300` might suggest.
 
-What would cap the sleeping is `max_interval`, and `RubyLLM.configure` does not expose it. Which is the argument for keeping the call off the request path rather than tuning your way out.
+The setting that would cap the waiting is `max_interval`, and `RubyLLM.configure` does not give you access to it. Which is really an argument for getting the call out of the web request instead of trying to tune it.
 
-A job is not a free pass either. In [our own fan-out](/blog/multi-agent-llm-rails-rubyllm/), a scoring call wrapped in `with_connection` held a database connection for the length of the model's reply, and fifteen fibers starved a pool of ten. Moving a slow call off the request path only helps if it stops holding the resources it does not use.
+Moving it to a job is not a free pass either. In [our own fan-out](/blog/multi-agent-llm-rails-rubyllm/), a scoring call wrapped in `with_connection` held a database connection for as long as the model took to reply, and fifteen fibers drained a pool of ten. Getting a slow call out of the request only helps if it also stops holding things it is not using.
 
 ## The retried POST is a real trade
 
-Retrying a POST means a request that succeeded server-side but lost its response gets sent again. You are billed twice and, for anything non-deterministic, you may get two different completions.
+Sometimes a request works on the provider's side and the response gets lost on the way back. Retrying sends it again. You pay for both, and if the call is not deterministic you can get two different answers.
 
-`ruby_llm` takes that trade deliberately, and for chat completions it is the right one - a failed request usually produced nothing. It stops being right the moment your call has a side effect: a tool call that writes a row, an agent step that sends mail. Those want idempotency keys or a job with its own dedupe.
+`ruby_llm` makes that trade on purpose, and for a chat completion it is the right call - a request that failed usually produced nothing to pay for. It stops being right as soon as your call does something: a tool that writes a row, an agent step that sends an email. For those you want an idempotency key, or a job that checks whether it already ran.
 
 ## What none of this covers
 
-Retries handle a provider that is down. They do nothing about a provider that is up and answering differently than it did last week - [a model stopped answering the way it used to](/blog/debugging-rubyllm-agents-rails/) and every VCR cassette still replayed green.
+Retries deal with a provider that is down. They do nothing about a provider that is up and answering differently than it did last week. That happened to us: [the model stopped answering the way it used to](/blog/debugging-rubyllm-agents-rails/), and every VCR cassette still replayed green.
 
-They also do nothing about spend. A large prompt that times out after the provider already served it gets billed for every attempt, up to four with the defaults, and the gem's own `Cost` object is what tells you which token class grew - the [difference between RubyLLM and langchainrb](/blog/rubyllm-vs-langchainrb-rails-llm-stack/) is partly that langchainrb gives you counts and leaves the money to you.
+They do nothing about the bill, either. If a big prompt times out after the provider has already generated the answer, you pay for each attempt - up to four with the defaults. The `Cost` object is what shows you which kind of token grew, and that is one of the [differences between RubyLLM and langchainrb](/blog/rubyllm-vs-langchainrb-rails-llm-stack/): langchainrb counts tokens and leaves the pricing to you.
 
-For the outbound side of this - limiting how many calls you make at once rather than what happens when one fails - [fibers and Falcon](/blog/fibers-async-ruby-llm-streaming-rails/) is the other half.
+This post is about what happens when a call fails. Limiting how many you make at once is the other half of the problem, and that lives in [fibers and Falcon](/blog/fibers-async-ruby-llm-streaming-rails/).
 
-## Sources
+All of this is from [`connection.rb`](https://github.com/crmne/ruby_llm/blob/main/lib/ruby_llm/connection.rb) in ruby_llm 1.16.0 and [faraday-retry](https://github.com/lostisland/faraday-retry) 2.4.0. Check the versions you have installed before trusting the numbers.
 
-- [ruby_llm connection.rb](https://github.com/crmne/ruby_llm/blob/main/lib/ruby_llm/connection.rb) - the retry setup and exception list
-- [ruby_llm configuration](https://rubyllm.com/configuration/) - the options exposed on `RubyLLM.configure`
-- [faraday-retry](https://github.com/lostisland/faraday-retry) - `IDEMPOTENT_METHODS`, `Retry-After` handling, `max_interval`
-- [Faraday middleware docs](https://lostisland.github.io/faraday/#/middleware/included/retry) - how the retry middleware composes
-
-Whether a given provider actually sends `Retry-After` or a rate-limit reset header on a 429 is worth checking against your own provider's docs before you rely on the wait being bounded by anything sensible. The behaviour above is the client's; the header is theirs.
+One thing to confirm on your side: whether your provider actually sends `Retry-After` or a rate-limit reset header on a 429. Everything above describes what the client does with that header. Sending it is up to them.
 
 <!-- Reference cadence: thoughtbot -->
diff --git a/content/blog/rubyllm-vs-langchainrb-rails-llm-stack/index.md b/content/blog/rubyllm-vs-langchainrb-rails-llm-stack/index.md
index e6666a55e..7704e5c7d 100644
--- a/content/blog/rubyllm-vs-langchainrb-rails-llm-stack/index.md
+++ b/content/blog/rubyllm-vs-langchainrb-rails-llm-stack/index.md
@@ -21,7 +21,7 @@ metatags:
 
 `ruby_llm` 1.16.0 ships `chat.rb`, `agent.rb`, `embedding.rb`, `cost.rb`, a model registry and an ActiveRecord integration. `langchainrb` 0.19.5 ships `vectorsearch/`, `chunker/`, `loader.rb`, `output_parsers/` and `evals/`.
 
-`ruby_llm` talks to models; `langchainrb` finds the documents first and then hands them to a model. Most of the rest follows from which of those you need.
+`ruby_llm` talks to models. `langchainrb` finds your documents first, then hands them to a model. Work out which of those you need and the rest of the choice gets easy.
 
 ```mermaid
 flowchart TD
@@ -41,11 +41,11 @@ flowchart TD
 | Vector search | no | 9 backends |
 | Document loading + chunking | no | yes |
 
-Raw HTTP is the third option and it is not in that table, because every cell would read "you write it". Its section is below.
+There is a third option, plain HTTP, and it is not in the table because every cell would say "you write it". It gets its own section further down.
 
-Providers are a tie at thirteen each, so that row settles nothing.
+Both ship thirteen providers, so that row will not help you choose.
 
-Neither gem promises you a quiet upgrade, either. `langchainrb` at 0.19.5 makes no compatibility guarantee at all, and `ruby_llm` is past 1.0 but has shipped four schema upgrades inside minor releases - it ships `upgrade_to_v1_7`, `v1_9`, `v1_10` and `v1_14` generators to run them, plus an `acts_as_legacy` shim keeping the pre-1.7 API alive. Budget for migrations on either.
+Neither one gives you upgrades for free. `langchainrb` is on 0.19.5, so it makes no promise about breaking your code. `ruby_llm` is past 1.0, but four of its minor releases changed the database schema - it ships `upgrade_to_v1_7`, `v1_9`, `v1_10` and `v1_14` generators to migrate you, and an `acts_as_legacy` shim so the old API keeps working. Expect migrations either way.
 
 ## The Rails gap
 
@@ -60,47 +60,40 @@ chat = Chat.create!(model: "claude-sonnet-4-5")
 chat.ask("Summarise this ticket")   # persisted, with messages
 ```
 
-langchainrb's Rails story lives in a second gem, `langchainrb_rails` 0.1.12, and it is worth opening rather than guessing at from the version number. It ships four generators - `pgvector`, `pinecone`, `chroma` and `prompt` - plus an ActiveRecord hook and a Railtie.
+For langchainrb you need a second gem, `langchainrb_rails`, currently on 0.1.12. It also ships four generators - `pgvector`, `pinecone`, `chroma` and `prompt` - plus an ActiveRecord hook and a Railtie.
 
-Look at what those generators are for. `ruby_llm`'s scaffold a conversation; `langchainrb_rails`' scaffold a vector store. Both gems brought their own centre of gravity into Rails, and neither is trying to cover the other's ground.
+Now compare what those generators build. `ruby_llm` sets up a conversation. `langchainrb_rails` sets up a vector store. Each gem brought the thing it is good at into Rails, and neither one tried to do the other's job.
 
 ## Cost tracking, by token class
 
 `ruby_llm`'s `Cost` object breaks spend down by token class - input, output, `cache_read`, `cache_write`, and `thinking`. Cached prompts and reasoning tokens bill at different rates from ordinary completion tokens.
 
-That matters when a bill moves and you need to know which call changed. A single total tells you spend went up; a per-class breakdown tells you a prompt edit stopped your prompts hitting cache.
+This matters when your bill goes up and you need to know why. One total only tells you that you spent more. The breakdown can tell you that a prompt you edited stopped hitting the cache.
 
-langchainrb gives you the counts but not the money - `prompt_tokens`, `completion_tokens` and `total_tokens` on every response, and running totals on `Assistant`. It has no notion of price, or of the cache and thinking classes that bill differently. You supply the price table and the arithmetic.
+langchainrb counts tokens but does not price them. You get `prompt_tokens`, `completion_tokens` and `total_tokens` on every response, and running totals on `Assistant`. There is no price list in the gem, and no separate figure for cached or thinking tokens. You add those yourself.
 
 ## When langchainrb wins
 
-If the job is answering from your own documents, langchainrb ships what you would otherwise assemble by hand: loaders, chunkers, output parsers, an evals module, and vector search that already speaks pgvector, with eight other backends behind it if you outgrow it.
+If you are answering questions from your own documents, langchainrb already has the parts. Loaders to read the files, chunkers to split them, output parsers, an evals module, and vector search that works with pgvector out of the box - plus eight other backends if you ever move off it.
 
-Reaching for `ruby_llm` and then hand-rolling chunking and a pgvector wrapper is how you end up maintaining a worse copy of a gem that already exists. Our [LangChain in Ruby guide](/blog/getting-started-langchain-ruby-complete-guide/) covers that path in depth.
+Pick `ruby_llm` instead and you will write the chunking and the pgvector wrapper yourself. That is a lot of work to end up with a worse version of a gem you could have installed. Our [LangChain in Ruby guide](/blog/getting-started-langchain-ruby-complete-guide/) walks through that setup.
 
 ## When raw HTTP wins
 
-You are making one call to one provider, and you have no plans to add a second. A `Net::HTTP` POST against the endpoint is about fifteen lines with no upgrade path to worry about.
+You are making one call, to one provider, and you do not plan to add another. A `Net::HTTP` POST to the endpoint is about fifteen lines, and there is no gem upgrade to worry about later.
 
-What you keep writing yourself is the boring layer: retries, streaming chunk parsing, token accounting, and a provider swap that touches every call site. Ship it for one feature. Do not build a product's model layer on it.
+What you write yourself is the dull but necessary part: retries, parsing streamed chunks, counting tokens, and changing provider later by editing every place you call one. That is fine for a single feature. It is a bad foundation for a product.
 
 ## Using both
 
-They compose. langchainrb handles retrieval, `ruby_llm` handles the conversation and the cost accounting.
+You can run both, and plenty of apps do. langchainrb finds the documents, `ruby_llm` runs the conversation and tracks what it costs.
 
-Let one gem own the model call. If both build requests to the same provider you get two retry policies and two streaming parsers, and when the payload shape changes you debug both.
+One rule keeps that tidy: only one gem should make the actual model call. If both are building their own requests to the same provider, you have two sets of retry rules and two streaming parsers, and when the request format changes you get to debug both.
 
-That failure is quieter than it sounds. We moved all nine schemas in one pipeline onto a different schema library, and every request body changed shape - [all 1549 tests stayed green](/blog/debugging-rubyllm-agents-rails/), because VCR's default matcher is `[:method, :uri]` and neither of those changed. A second gem constructing its own requests doubles the surface where that can happen.
+That kind of change is easy to miss. We moved all nine schemas in one pipeline onto a different schema library, so every request body we sent changed shape - and [all 1549 tests stayed green](/blog/debugging-rubyllm-agents-rails/), because VCR matches on method and URI, and neither of those changed. Add a second gem building its own requests and there are twice as many places for that to hide.
 
-Put an eval harness in front of it early. [Scoring agent output](/blog/evaluating-rubyllm-agents-rails/) is what tells you whether a retrieval change helped or hurt. Without one, you tune a chunk size and grade the result by reading four answers and deciding they look better.
+Add something that scores the answers early. [Checking agent output](/blog/evaluating-rubyllm-agents-rails/) is how you find out whether a change to your retrieval helped. Without it you tweak a chunk size, read four answers, decide they look better, and ship.
 
-## Sources
-
-- [ruby_llm on GitHub](https://github.com/crmne/ruby_llm) - source, changelog, provider list
-- [ruby_llm documentation](https://rubyllm.com/) - guides and the Rails integration
-- [langchainrb on GitHub](https://github.com/patterns-ai-core/langchainrb) - source and the vectorsearch modules
-- [langchainrb_rails](https://github.com/patterns-ai-core/langchainrb_rails) - the Rails companion gem
-- [RubyGems: ruby_llm](https://rubygems.org/gems/ruby_llm) - released versions
-- [RubyGems: langchainrb](https://rubygems.org/gems/langchainrb) - released versions
+Everything above comes from reading [ruby_llm](https://github.com/crmne/ruby_llm) 1.16.0 and [langchainrb](https://github.com/patterns-ai-core/langchainrb) 0.19.5. Both move quickly, so check the version you are actually installing before you take any of these counts as current.
 
 <!-- Reference cadence: thoughtbot -->

From b44a490b25cb9b7503a42aa64e044ce77255aa11 Mon Sep 17 00:00:00 2001
From: Paul Keen <125715+pftg@users.noreply.github.com>
Date: Fri, 21 Aug 2026 01:24:49 +0200
Subject: [PATCH 7/8] docs(voice): the plain-English rule needed a tech-stream
 example

Section 0 had one worked example, from a first-person LinkedIn post,
where the defects were borrowed drama and inverted causality. Today's
pass on two tech posts hit a different family, and it is the one that
recurs in the Rails stream: an abstraction standing where a plain word
fits.

Added the seven-row table of what shipped vs what it became - 'centre of
gravity', 'settles nothing', 'quiet upgrade', 'doubles the surface',
'Source-true, behaviour-inert'. Every one of those passed banned-word,
em-dash and slop checks. They fail the only test that matters: the
reader has to translate before they can use the sentence.

Named the tell so it is greppable in review: a noun phrase doing a
verb's job. 'Centre of gravity', 'the surface', 'the boring layer' all
gesture at a shape instead of saying what happens. The fix is the
concrete verb, after which the metaphor is unnecessary.

Also added a 'padded source list' row to the structural-patterns table.
Six first-party vendor links shipped on a draft today; Paul flagged them
as redundant and a slop critic had called the shape a generated-text
tell earlier in the same session. Worth recording because #510 had just
standardised 20 posts onto a '## Sources' heading - making a section
cheap to add is what makes padding it easy, so the naming convention and
this rule have to travel together.
---
 .../strategy-analysis/90.11-voice-guide.md    | 31 +++++++++++++++++++
 1 file changed, 31 insertions(+)

diff --git a/docs/90-99-content-strategy/strategy-analysis/90.11-voice-guide.md b/docs/90-99-content-strategy/strategy-analysis/90.11-voice-guide.md
index de73a9008..11b0baf1d 100644
--- a/docs/90-99-content-strategy/strategy-analysis/90.11-voice-guide.md
+++ b/docs/90-99-content-strategy/strategy-analysis/90.11-voice-guide.md
@@ -47,6 +47,36 @@ statement about how the world works**, and it survived four review passes becaus
 scanned well. Check claims against domain knowledge FIRST, then run voice gates on
 what survives.
 
+**Second worked example** (`rubyllm-vs-langchainrb`, `rubyllm-retries-timeouts`,
+2026-08-21, Paul: "can we have plainer English and reduce AI"). A different family
+from the one above, and the more common one in the tech stream: **an abstraction
+standing where a plain word fits**. Every sentence below is grammatical, true, and
+passes banned-word, em-dash and slop checks. Each one still makes the reader
+translate before they can use it.
+
+| Shipped | Plainer | What the abstraction cost |
+|---|---|---|
+| "Both gems brought their own centre of gravity into Rails" | "Each gem brought the thing it is good at into Rails" | two metaphors in one clause; the reader decodes instead of reading |
+| "Providers are a tie at thirteen each, so that row settles nothing" | "Both ship thirteen providers, so that row will not help you choose" | "settles nothing" hides the actual advice - do not choose on this |
+| "Neither gem promises you a quiet upgrade" | "Neither one gives you upgrades for free" | "quiet" is doing work the reader has to guess at |
+| "That failure is quieter than it sounds" | "That kind of change is easy to miss" | dresses a plain warning as a paradox |
+| "...doubles the surface where that can happen" | "...twice as many places for that to hide" | "surface" is architecture-speak for "places" |
+| "Source-true, behaviour-inert" | "It is in the code, but nothing reaches it" | precise, compressed, and unreadable at speed |
+| "What you keep writing yourself is the boring layer" | "What you write yourself is the dull but necessary part" | cleft construction; the plain word order says it faster |
+
+The tell they share: each one is a **noun phrase doing a verb's job**. "Centre of
+gravity", "the surface", "the boring layer", "settles nothing" - the sentence
+gestures at a shape rather than saying what happens. Reach for the concrete verb
+and the metaphor stops being necessary.
+
+Two rules that fall out of it, both cheap to apply:
+
+- If you would not use the phrase aloud explaining this to one person, it is an
+  abstraction. "Twice as many places for that to hide" survives that test;
+  "doubles the surface" does not.
+- A sentence that is *clever* about a technical fact usually costs the reader
+  more than the fact is worth. Say the fact.
+
 For the ICP-facing consequence - glossing every tool/acronym at first mention -
 see `.okf/content/voice-rules.md`. Plain English is the principle; glossing is one
 of its applications, not a substitute for it.
@@ -287,6 +317,7 @@ These patterns are invisible at the word level but scream "AI wrote this" at the
 | Formulaic founder-anecdote hook | The recurring shape "A founder we'll call [NAME] [time-stamped contact]. The MVP had been live for [duration]. She'd opened it to her first cohort - [N] paying users on a [INDUSTRY] [product type] she'd been building for [period] - and [specific failure mechanic]. [N] of those [N] users hit the bug in the first [duration]. Her solo agent had built the entire app in [weekend/sprint], told her it had '[reassuring claim]', and not once mentioned [missing thing]." Reads as practitioner specificity but at this density the template is the tell. Empirically: appears in 5 of the last 5 founder-pain posts with the same beats (Priya, Marcus, Sarah). | Vary the opener shape across posts. The next 3 posts should use 3 different hook shapes - one might open on a Slack message verbatim, one on a code diff, one on a number from a CI dashboard. The "fictional founder + specific stats + 'told her X but not Y' reveal" formula is now the post's own tell. Use it once a quarter, not every post. |
 | Slogany reveal-twist flip | "X hadn't been Y - Z had been." / "It's not about X. It's about Y." / "X wasn't Y - it was Z." / "The original hypothesis hadn't been wrong - the questions had been." 2-sentence pivot from negation to assertion. Reads as a content-marketer punchline. Empirically: appeared 25+ times across M1-M3 (9 chapters) when the 4-persona panel ran 2026-05-28. | State the cause and effect in normal order; let the reader supply the contrast. "the hypothesis was probably right and the questions were probably broken; the real interviews confirmed both" beats "the original hypothesis hadn't been wrong - the questions had been." |
 | Cost-stacked tri-list opener | "A real customer interview costs you $25 to $100 in incentives, 40 minutes of calendar, and one of the 10 slots you have for this validation round." 3 parallel cost/time/count items presented as if from a workshop slide. Reads as didactic, not practitioner. | Embed the costs in prose, drop the symmetric serial-list shape, or reduce to the one or two costs that actually drive the reader's decision. "Real interview slots are scarce. You only get about 10 a round, every one took outreach to book, and a hypothetical question burns the slot." |
+| Padded source list | A trailing `## Sources` block of first-party vendor links - the gem's GitHub page, its docs site, its RubyGems page - none of which backs a claim the reader could not check from the gem's name. Six such links shipped on a 2026-08-21 draft; Paul flagged them as redundant and a slop critic had called the shape a generated-text tell in the same session. The heading being available is what makes the padding easy. | A source earns its place by backing a specific claim the reader cannot otherwise verify - a file, a line, a released version. Link it inline where the claim lives. If the whole list is "here is the thing I already named", close with one sentence saying what you actually read and at which version, and drop the block. |
 | Cute aphoristic flourish closer | "...the whole slot produces polite noise." / "...the kind smile that costs you a year." / "...the helpful answer is the trap." / "Everything else is your mom being nice." Invented metaphor packaging a teaching point at paragraph end. Reads as marketing pull-quote, not practitioner observation. | State the concrete mechanic instead. "polite noise" → "the interviewee says 'sure, I'd use it' to be kind, you hang up thinking you got a signal, and you got nothing usable." If you cannot state the mechanic concretely, the teaching point isn't earned yet. |
 
 ### The attribution test — the one exception to negative parallelism (Paul, 2026-08-19)

From 6089e80ea4aee359df36b4c7e900e54426e2a314 Mon Sep 17 00:00:00 2001
From: Paul Keen <125715+pftg@users.noreply.github.com>
Date: Fri, 21 Aug 2026 01:29:59 +0200
Subject: [PATCH 8/8] fix(seo): the description repairs would have been
 reverted in ten minutes

A Codex review found a P1 that made the whole SEO effort a no-op, plus a
bug in my own generator. Both verified in source before fixing.

1. THE REPAIRS WERE NOT DURABLE. lib/sync/post.rb:39-45 re-pulls title
   and description from dev.to unless the frontmatter carries
   `seo_override: true`. Its own comment says "the 10-min sync cron
   clobbers any locally-edited SEO snippet". None of the 141 files I
   edited had the flag, so every rebuilt description and the hand-written
   SimpleCov title would have been reverted within ten minutes of merge -
   silently, with the commits still in history looking like they worked.

   All 140 dev.to-backed files now set it, verified by script: 140 with
   the flag, 0 missing. The SimpleCov post gets it too, since its title
   and description were both hand-written.

2. MY GENERATOR ATE UNDERSCORES. clean() ran gsub(/[*_`]/, "") to strip
   markdown emphasis, which also stripped underscores inside identifiers.
   `stringify_keys` shipped as "stringifykeys" - destroying the exact
   keyword that post targets, in the description Google reads.

   Emphasis is now stripped only when the markers actually wrap
   something, and inline code is unwrapped rather than deleted. Blast
   radius measured rather than assumed: exactly 1 of 141 descriptions
   contained an underscore, so one post was mangled, not many. All 141
   were restored to their pre-commit state and regenerated from source
   with the corrected cleaner - 140 rebuilt, 93 left for a human.

Two factual corrections in the new posts, both verified in the gems:

- R2 claimed langchainrb gives token counts "on every response". The
  Hugging Face, llama.cpp and Replicate response classes never override
  those methods, so they inherit base_response and raise
  NotImplementedError. Now scoped to the mainstream adapters, with the
  exceptions named.

- R3 said a retried POST could duplicate a row write or an email. It
  cannot. chat.rb:233 runs handle_tool_calls only after a response
  returns, and the retry middleware wraps the HTTP request below that -
  so a lost response can double-charge the completion, but the first
  attempt never reached the tool. Duplicate side effects come from
  retrying the job around the call. The post now says so.

Local macOS suite (not CI): 34 runs, 87 assertions, 0 failures, and 53
screenshots compared with no failures. That also answers the CI
Screenshot Tests failure - footer and CTA regions on homepage/services
do not reproduce locally, and the linux baselines date from #494 with
design work landed since (#503 tokens, #508 palette). Drift, not this
diff.

bin/hugo-build 8/8.
---
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 .../avoid-data-migrations-in-schema-for-rails-ruby/index.md | 1 +
 .../index.md                                                | 3 ++-
 .../index.md                                                | 1 +
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 .../index.md                                                | 1 +
 .../custom-templates-for-rails-scaffolding-ruby/index.md    | 1 +
 content/blog/data-migrations-with-rails-ruby/index.md       | 1 +
 .../index.md                                                | 1 +
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 .../direct-upload-with-rails-dropzonejs-webdev/index.md     | 1 +
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 content/blog/enum-validation-in-ruby-on-rails-71/index.md   | 1 +
 .../index.md                                                | 1 +
 .../index.md                                                | 1 +
 .../index.md                                                | 1 +
 .../index.md                                                | 1 +
 .../finding-right-co-founder-guide-for-startups/index.md    | 1 +
 .../index.md                                                | 1 +
 .../generating-random-strings-with-ruby-webdev/index.md     | 1 +
 .../git-minimum-for-effective-project-development/index.md  | 1 +
 .../index.md                                                | 1 +
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 content/blog/how-learn-ruby-tutorial/index.md               | 1 +
 content/blog/how-live-in-social-media-matrix/index.md       | 1 +
 .../how-make-vertically-scrollable-in-css-html/index.md     | 1 +
 content/blog/how-send-custom-email-content-types/index.md   | 1 +
 .../index.md                                                | 2 +-
 .../index.md                                                | 1 +
 .../index.md                                                | 1 +
 content/blog/how-use-linear-gradient-in-css-html/index.md   | 1 +
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 .../blog/more-control-over-enum-in-rails-71-webdev/index.md | 1 +
 .../index.md                                                | 1 +
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 content/blog/overnight-success-of-kalshi/index.md           | 1 +
 .../index.md                                                | 1 +
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 .../rscss-styling-css-without-losing-your-sanity/index.md   | 1 +
 .../index.md                                                | 1 +
 .../index.md                                                | 1 +
 content/blog/rubyllm-retries-timeouts-rails/index.md        | 6 +++++-
 .../blog/rubyllm-vs-langchainrb-rails-llm-stack/index.md    | 4 +++-
 .../blog/sales-pre-pmf-should-be-done-by-founders/index.md  | 1 +
 .../index.md                                                | 1 +
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 .../simpler-way-set-content-types-in-rails-ruby/index.md    | 1 +
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 content/blog/stimulus-keyboard-event-filter/index.md        | 1 +
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 content/blog/streamlined-startup-development-team/index.md  | 1 +
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 content/blog/what-founder-mode-really-means/index.md        | 1 +
 content/blog/what-non-tech-founders-often-miss/index.md     | 1 +
 content/blog/what-ruby-on-rails-middleware/index.md         | 1 +
 .../blog/who-blame-when-project-fails-blamegame/index.md    | 1 +
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 144 files changed, 151 insertions(+), 4 deletions(-)

diff --git a/content/blog/4-lines-speed-up-your-rails-test-suite-on-circleci/index.md b/content/blog/4-lines-speed-up-your-rails-test-suite-on-circleci/index.md
index ddddd887b..aec50adcb 100644
--- a/content/blog/4-lines-speed-up-your-rails-test-suite-on-circleci/index.md
+++ b/content/blog/4-lines-speed-up-your-rails-test-suite-on-circleci/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1880171
 dev_to_url: https://dev.to/jetthoughts/4-lines-to-speed-up-your-rails-test-suite-on-circleci-32lp
 title: 4 lines to Speed Up your Rails Test Suite on CircleCI
 description: "Most of our projects have a big code base of assets which dramatically reduce not only browser page rendering but also increase passing test suites."
+seo_override: true
 created_at: '2024-06-07T09:15:36Z'
 edited_at: '2024-11-26T16:02:31Z'
 draft: false
diff --git a/content/blog/5-free-tools-make-sales-process-easier-leadgeneration/index.md b/content/blog/5-free-tools-make-sales-process-easier-leadgeneration/index.md
index f6ce6a154..ff8388f01 100644
--- a/content/blog/5-free-tools-make-sales-process-easier-leadgeneration/index.md
+++ b/content/blog/5-free-tools-make-sales-process-easier-leadgeneration/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1852719
 dev_to_url: https://dev.to/jetthoughts/5-free-tools-to-make-the-sales-process-easier-3ad4
 title: 5 Free tools to make the sales process easier
 description: "What if I told you that there is no need to spend all your budget on super modern CRMs and expensive sales tools in order to start getting your first leads?"
+seo_override: true
 date: 2024-05-14
 created_at: '2024-05-14T13:47:15Z'
 edited_at: '2024-11-26T16:05:19Z'
diff --git a/content/blog/5-steps-add-remote-modals-your-rails-app-javascript-ruby/index.md b/content/blog/5-steps-add-remote-modals-your-rails-app-javascript-ruby/index.md
index 8619b6050..f50d94cae 100644
--- a/content/blog/5-steps-add-remote-modals-your-rails-app-javascript-ruby/index.md
+++ b/content/blog/5-steps-add-remote-modals-your-rails-app-javascript-ruby/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1877543
 dev_to_url: https://dev.to/jetthoughts/5-steps-to-add-remote-modals-to-your-rails-app-2n05
 title: 5 Steps to Add Remote Modals to Your Rails App
 description: "Sometimes you don’t want to write big JavaScript application just to have working remote modals in your rails application."
+seo_override: true
 created_at: '2024-06-05T05:41:45Z'
 edited_at: '2024-11-26T16:03:46Z'
 draft: false
diff --git a/content/blog/anonymous-block-argument-in-ruby-tutorial/index.md b/content/blog/anonymous-block-argument-in-ruby-tutorial/index.md
index ec051edfb..1e83a893f 100644
--- a/content/blog/anonymous-block-argument-in-ruby-tutorial/index.md
+++ b/content/blog/anonymous-block-argument-in-ruby-tutorial/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1739418
 dev_to_url: https://dev.to/jetthoughts/anonymous-block-argument-in-ruby-bp1
 title: Anonymous block argument in Ruby
 description: "In the Ruby programming language, it is possible to use default block parameters instead of variables."
+seo_override: true
 created_at: '2024-01-23T20:09:24Z'
 edited_at: '2024-11-25T15:39:39Z'
 date: 2024-01-23
diff --git a/content/blog/automated-delivery-react-vue-app-for-each-pull-request-ci/index.md b/content/blog/automated-delivery-react-vue-app-for-each-pull-request-ci/index.md
index bf66dd5e5..b0f3f40d3 100644
--- a/content/blog/automated-delivery-react-vue-app-for-each-pull-request-ci/index.md
+++ b/content/blog/automated-delivery-react-vue-app-for-each-pull-request-ci/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1852564
 dev_to_url: https://dev.to/jetthoughts/automated-delivery-react-vue-app-for-each-pull-request-3e81
 title: Automated delivery React / Vue app for each Pull Request.
 description: "Would you like to speed up the development process of your React / Vue application? Make it more predictable and transparent for clients and teammates?"
+seo_override: true
 created_at: '2024-05-14T11:29:22Z'
 edited_at: '2024-11-26T16:05:56Z'
 draft: false
diff --git a/content/blog/automating-ssl-certificate-generation-with-traefik-kamal-step-by-guide/index.md b/content/blog/automating-ssl-certificate-generation-with-traefik-kamal-step-by-guide/index.md
index d736e1faa..ef3e93d8a 100644
--- a/content/blog/automating-ssl-certificate-generation-with-traefik-kamal-step-by-guide/index.md
+++ b/content/blog/automating-ssl-certificate-generation-with-traefik-kamal-step-by-guide/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1966362
 dev_to_url: https://dev.to/jetthoughts/automating-ssl-certificate-generation-with-traefik-and-kamal-a-step-by-step-guide-27a3
 title: 'Automating SSL Certificate Generation with Traefik and Kamal: A Step-by-Step Guide'
 description: "In this guide, we'll explore how to configure Traefik with Kamal to automatically obtain and manage SSL certificates for your Ruby on Rails application."
+seo_override: true
 created_at: '2024-08-20T09:22:37Z'
 edited_at: '2024-11-25T15:32:37Z'
 draft: false
diff --git a/content/blog/avoid-data-migrations-in-schema-for-rails-ruby/index.md b/content/blog/avoid-data-migrations-in-schema-for-rails-ruby/index.md
index a70cc0a05..88f490587 100644
--- a/content/blog/avoid-data-migrations-in-schema-for-rails-ruby/index.md
+++ b/content/blog/avoid-data-migrations-in-schema-for-rails-ruby/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1877645
 dev_to_url: https://dev.to/jetthoughts/avoid-data-migrations-in-the-schema-migrations-for-rails-5hdi
 title: Avoid data migrations in the schema migrations for Rails
 description: "Could you re-run all migrations in the project? How often were you required to fix them while production was under fire?"
+seo_override: true
 date: 2024-06-05
 created_at: '2024-06-05T06:44:55Z'
 edited_at: '2024-11-26T16:02:51Z'
diff --git a/content/blog/behavior-of-stringifykeys-in-upcoming-version-rails-has-changed-ruby/index.md b/content/blog/behavior-of-stringifykeys-in-upcoming-version-rails-has-changed-ruby/index.md
index 3756ccbd4..34d1249d5 100644
--- a/content/blog/behavior-of-stringifykeys-in-upcoming-version-rails-has-changed-ruby/index.md
+++ b/content/blog/behavior-of-stringifykeys-in-upcoming-version-rails-has-changed-ruby/index.md
@@ -5,7 +5,8 @@ remote_id: 2157632
 dev_to_id: 2157632
 dev_to_url: https://dev.to/jetthoughts/the-behavior-of-stringifykeys-in-the-upcoming-version-of-rails-has-changed-67h
 title: The behavior of stringify_keys in the upcoming version of Rails has changed.
-description: "A new Rails update fixes how the stringifykeys handles different types of hash keys. This change makes the code more reliable and consistent."
+description: "A new Rails update fixes how the stringify_keys handles different types of hash keys. This change makes the code more reliable and consistent."
+seo_override: true
 date: 2024-12-15
 created_at: '2024-12-15T12:48:42Z'
 edited_at: '2024-12-16T11:37:04Z'
diff --git a/content/blog/cleaning-routines-keep-your-project-without-bugs-agile/index.md b/content/blog/cleaning-routines-keep-your-project-without-bugs-agile/index.md
index 3d4ea5525..a08bfabfe 100644
--- a/content/blog/cleaning-routines-keep-your-project-without-bugs-agile/index.md
+++ b/content/blog/cleaning-routines-keep-your-project-without-bugs-agile/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1852630
 dev_to_url: https://dev.to/jetthoughts/cleaning-routines-to-keep-your-project-without-bugs-167f
 title: Cleaning routines to keep your project without bugs
 description: "How to manage problems with your project? How to understand how buggy it is and address the issues properly?"
+seo_override: true
 created_at: '2024-05-14T12:46:10Z'
 edited_at: '2024-11-26T16:05:27Z'
 draft: false
diff --git a/content/blog/collecting-javascript-code-coverage-with-capybara-in-ruby-on-rails-application-testing/index.md b/content/blog/collecting-javascript-code-coverage-with-capybara-in-ruby-on-rails-application-testing/index.md
index 39a9bef25..986a36d2d 100644
--- a/content/blog/collecting-javascript-code-coverage-with-capybara-in-ruby-on-rails-application-testing/index.md
+++ b/content/blog/collecting-javascript-code-coverage-with-capybara-in-ruby-on-rails-application-testing/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1852568
 dev_to_url: https://dev.to/jetthoughts/collecting-javascript-code-coverage-with-capybara-in-ruby-on-rails-application-2b97
 title: Collecting JavaScript code coverage with Capybara in Ruby on Rails application
 description: "We want to be sure that all code responsible for key user journey scenarios of our app is covered with tests."
+seo_override: true
 created_at: '2024-05-14T11:32:21Z'
 edited_at: '2024-11-26T16:05:54Z'
 date: 2024-05-14
diff --git a/content/blog/cross-platform-development-using-reactxp-react-javascript/index.md b/content/blog/cross-platform-development-using-reactxp-react-javascript/index.md
index d03f04cc7..d1707736a 100644
--- a/content/blog/cross-platform-development-using-reactxp-react-javascript/index.md
+++ b/content/blog/cross-platform-development-using-reactxp-react-javascript/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1853624
 dev_to_url: https://dev.to/jetthoughts/cross-platform-development-using-reactxp-3poc
 title: Cross-platform development using ReactXP
 description: "Startups with limited resources trying to reduce cost on delivering their apps to both web and mobile platforms."
+seo_override: true
 created_at: '2024-05-15T07:48:27Z'
 edited_at: '2024-11-26T16:04:05Z'
 draft: false
diff --git a/content/blog/custom-templates-for-rails-scaffolding-ruby/index.md b/content/blog/custom-templates-for-rails-scaffolding-ruby/index.md
index 2707f83b9..18d921bea 100644
--- a/content/blog/custom-templates-for-rails-scaffolding-ruby/index.md
+++ b/content/blog/custom-templates-for-rails-scaffolding-ruby/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1212480
 dev_to_url: https://dev.to/jetthoughts/custom-templates-for-rails-scaffolding-4ge0
 title: Custom templates for Rails scaffolding
 description: "Rails has a very handy tool for rapid development called scaffolding. Often programmers ignore it, because some things have to be written by hand anyway."
+seo_override: true
 date: 2022-10-06
 created_at: '2022-10-06T09:10:00Z'
 edited_at: '2024-11-25T15:40:26Z'
diff --git a/content/blog/data-migrations-with-rails-ruby/index.md b/content/blog/data-migrations-with-rails-ruby/index.md
index 24bb66e01..3098553b0 100644
--- a/content/blog/data-migrations-with-rails-ruby/index.md
+++ b/content/blog/data-migrations-with-rails-ruby/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1182433
 dev_to_url: https://dev.to/jetthoughts/data-migrations-with-rails-291b
 title: Data migrations with Rails
 description: "Data migration is a common part of working with databases, and Ruby on Rails developers have many tools at their disposal."
+seo_override: true
 created_at: '2022-09-02T17:01:27Z'
 edited_at: '2024-11-25T15:40:44Z'
 draft: false
diff --git a/content/blog/delayedjob-pg-error-no-connection-server-rails-ruby/index.md b/content/blog/delayedjob-pg-error-no-connection-server-rails-ruby/index.md
index 8ff7e8155..6ba0a700e 100644
--- a/content/blog/delayedjob-pg-error-no-connection-server-rails-ruby/index.md
+++ b/content/blog/delayedjob-pg-error-no-connection-server-rails-ruby/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1880232
 dev_to_url: https://dev.to/jetthoughts/delayedjob-and-pg-error-no-connection-to-server-21e4
 title: DelayedJob and PG Error No Connection to Server
 description: "Recently I’ve got strange errors on the staging server. Delayed::Job workers started successfully."
+seo_override: true
 created_at: '2024-06-07T10:21:11Z'
 edited_at: '2024-11-26T16:02:19Z'
 date: 2024-06-07
diff --git a/content/blog/deploying-ruby-on-rails-applications-with-kamal-devops-docker/index.md b/content/blog/deploying-ruby-on-rails-applications-with-kamal-devops-docker/index.md
index 0c7274571..f25ebed19 100644
--- a/content/blog/deploying-ruby-on-rails-applications-with-kamal-devops-docker/index.md
+++ b/content/blog/deploying-ruby-on-rails-applications-with-kamal-devops-docker/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1952002
 dev_to_url: https://dev.to/jetthoughts/deploying-ruby-on-rails-applications-with-kamal-1m9n
 title: Deploying Ruby on Rails applications with Kamal
 description: "With the release of Rails 8, Kamal will be the default tool for deploying Rails applications, simplifying the process for developers."
+seo_override: true
 date: 2024-08-08
 created_at: '2024-08-08T07:55:18Z'
 edited_at: '2024-11-25T15:32:40Z'
diff --git a/content/blog/design-rails-json-api-with-performance-in-mind-cache/index.md b/content/blog/design-rails-json-api-with-performance-in-mind-cache/index.md
index 158c53088..3f2937f4d 100644
--- a/content/blog/design-rails-json-api-with-performance-in-mind-cache/index.md
+++ b/content/blog/design-rails-json-api-with-performance-in-mind-cache/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1852749
 dev_to_url: https://dev.to/jetthoughts/design-rails-json-api-with-performance-in-mind-6g8
 title: Design Rails JSON API with performance in mind
 description: "Caching can reduce load time and increase the throughput of your API endpoints without in-depth optimization."
+seo_override: true
 created_at: '2024-05-14T14:16:46Z'
 edited_at: '2024-11-26T16:05:07Z'
 draft: false
diff --git a/content/blog/direct-upload-with-rails-dropzonejs-webdev/index.md b/content/blog/direct-upload-with-rails-dropzonejs-webdev/index.md
index 6f419ecd1..5d7667fba 100644
--- a/content/blog/direct-upload-with-rails-dropzonejs-webdev/index.md
+++ b/content/blog/direct-upload-with-rails-dropzonejs-webdev/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2014071
 dev_to_url: https://dev.to/jetthoughts/direct-upload-with-rails-dropzonejs-52bh
 title: Direct Upload with Rails & Dropzone.js
 description: "Configuring direct file uploads in Rails is now easier than ever. In this article, I'll show you how to create a file upload component in Rails 7."
+seo_override: true
 created_at: '2024-09-25T08:37:13Z'
 edited_at: '2024-11-25T15:32:17Z'
 date: 2024-09-25
diff --git a/content/blog/discover-top-software-companies-in-california-comprehensive-guide-for-2024/index.md b/content/blog/discover-top-software-companies-in-california-comprehensive-guide-for-2024/index.md
index 5397644ec..a4ffd65f6 100644
--- a/content/blog/discover-top-software-companies-in-california-comprehensive-guide-for-2024/index.md
+++ b/content/blog/discover-top-software-companies-in-california-comprehensive-guide-for-2024/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2174323
 dev_to_url: https://dev.to/jetthoughts/discover-the-top-software-companies-in-california-a-comprehensive-guide-for-2024-4h3l
 title: 'Discover the Top Software Companies in California: A Comprehensive Guide for 2024'
 description: "California's tech scene is insane. Everyone knows about Silicon Valley, right? It's home to some of the biggest names in software and tech."
+seo_override: true
 date: 2024-12-25
 created_at: '2024-12-25T13:33:15Z'
 edited_at: '2025-01-30T03:20:59Z'
diff --git a/content/blog/efficient-percentile-ranking-in-postgresql-webdev/index.md b/content/blog/efficient-percentile-ranking-in-postgresql-webdev/index.md
index efff19bf0..d2fe3a7bf 100644
--- a/content/blog/efficient-percentile-ranking-in-postgresql-webdev/index.md
+++ b/content/blog/efficient-percentile-ranking-in-postgresql-webdev/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2324603
 dev_to_url: https://dev.to/jetthoughts/efficient-percentile-ranking-in-postgresql-dbc
 title: Efficient Percentile Ranking in PostgreSQL
 description: "When analyzing data, percentiles help us understand the relative ranking of records within a dataset."
+seo_override: true
 date: 2025-03-11
 created_at: '2025-03-11T10:41:15Z'
 edited_at: '2025-03-24T12:43:58Z'
diff --git a/content/blog/effortless-code-conventions-review-for-pull-request-changes-ruby-ci/index.md b/content/blog/effortless-code-conventions-review-for-pull-request-changes-ruby-ci/index.md
index 4e959f9b8..69b7e9f98 100644
--- a/content/blog/effortless-code-conventions-review-for-pull-request-changes-ruby-ci/index.md
+++ b/content/blog/effortless-code-conventions-review-for-pull-request-changes-ruby-ci/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1880211
 dev_to_url: https://dev.to/jetthoughts/effortless-code-conventions-review-for-pull-request-changes-4p4k
 title: Effortless Code Conventions Review for Pull Request Changes
 description: "Reliably arranged source code helps hackability. You can filter code speedier if its organizing is predictable."
+seo_override: true
 created_at: '2024-06-07T10:03:27Z'
 edited_at: '2024-12-06T11:37:28Z'
 draft: false
diff --git a/content/blog/elevating-your-code-embracing-good-software-engineering-practices-for-success/index.md b/content/blog/elevating-your-code-embracing-good-software-engineering-practices-for-success/index.md
index 8a5ae4334..2d7de425f 100644
--- a/content/blog/elevating-your-code-embracing-good-software-engineering-practices-for-success/index.md
+++ b/content/blog/elevating-your-code-embracing-good-software-engineering-practices-for-success/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2164998
 dev_to_url: https://dev.to/jetthoughts/elevating-your-code-embracing-good-software-engineering-practices-for-success-5h6a
 title: 'Elevating Your Code: Embracing Good Software Engineering Practices for Success'
 description: "Ever thought about what makes a software engineer successful? It's not just about knowing how to code."
+seo_override: true
 created_at: '2024-12-19T10:51:54Z'
 edited_at: '2024-12-19T11:07:44Z'
 draft: false
diff --git a/content/blog/enhancing-productivity-ultimate-developer-experience-tool-for-2024/index.md b/content/blog/enhancing-productivity-ultimate-developer-experience-tool-for-2024/index.md
index f4c059260..feef04153 100644
--- a/content/blog/enhancing-productivity-ultimate-developer-experience-tool-for-2024/index.md
+++ b/content/blog/enhancing-productivity-ultimate-developer-experience-tool-for-2024/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2178141
 dev_to_url: https://dev.to/jetthoughts/enhancing-productivity-the-ultimate-developer-experience-tool-for-2024-4bh4
 title: 'Enhancing Productivity: The Ultimate Developer Experience Tool for 2024'
 description: "In the fast-paced world of software development, having the right tools can make all the difference."
+seo_override: true
 created_at: '2024-12-27T15:38:23Z'
 edited_at: '2025-01-30T03:18:59Z'
 date: 2024-12-27
diff --git a/content/blog/enum-validation-in-ruby-on-rails-71/index.md b/content/blog/enum-validation-in-ruby-on-rails-71/index.md
index 9fa9df461..1be5c1b1f 100644
--- a/content/blog/enum-validation-in-ruby-on-rails-71/index.md
+++ b/content/blog/enum-validation-in-ruby-on-rails-71/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1852950
 dev_to_url: https://dev.to/jetthoughts/enum-validation-in-ruby-on-rails-71-42h9
 title: Enum validation in Ruby on Rails 7.1
 description: "The latest version of Rails 7.1 introduces the ability to validate enums, enhancing data integrity and error handling in Rails models."
+seo_override: true
 date: 2024-05-14
 created_at: '2024-05-14T17:00:00Z'
 edited_at: '2024-11-25T15:37:54Z'
diff --git a/content/blog/essential-recruitment-tips-for-recruiters-attract-top-talent-in-2024/index.md b/content/blog/essential-recruitment-tips-for-recruiters-attract-top-talent-in-2024/index.md
index 6274d1f03..e68a6dbd5 100644
--- a/content/blog/essential-recruitment-tips-for-recruiters-attract-top-talent-in-2024/index.md
+++ b/content/blog/essential-recruitment-tips-for-recruiters-attract-top-talent-in-2024/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2164820
 dev_to_url: https://dev.to/jetthoughts/essential-recruitment-tips-for-recruiters-to-attract-top-talent-in-2024-2phf
 title: Essential Recruitment Tips for Recruiters to Attract Top Talent in 2024
 description: "Recruiting top talent in 2024 is no walk in the park. The job market's competitive, and recruiters need to be on their toes."
+seo_override: true
 created_at: '2024-12-19T10:10:21Z'
 edited_at: '2024-12-19T11:07:55Z'
 draft: false
diff --git a/content/blog/essential-strategies-for-building-high-performance-software-development-team-in-2024/index.md b/content/blog/essential-strategies-for-building-high-performance-software-development-team-in-2024/index.md
index 679549ea0..79a4c4edf 100644
--- a/content/blog/essential-strategies-for-building-high-performance-software-development-team-in-2024/index.md
+++ b/content/blog/essential-strategies-for-building-high-performance-software-development-team-in-2024/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2166555
 dev_to_url: https://dev.to/jetthoughts/essential-strategies-for-building-a-high-performance-software-development-team-in-2024-5dg
 title: Essential Strategies for Building a High-Performance Software Development Team in 2024
 description: "Building a top-notch software development team in 2024 isn't just about having the right tech skills."
+seo_override: true
 created_at: '2024-12-20T08:32:43Z'
 edited_at: '2025-01-30T03:29:00Z'
 draft: false
diff --git a/content/blog/evolution-of-engineering-leadership-in-berlin-insights-from-vp-engineerings-journey-product-management/index.md b/content/blog/evolution-of-engineering-leadership-in-berlin-insights-from-vp-engineerings-journey-product-management/index.md
index f5eb55081..560e08abd 100644
--- a/content/blog/evolution-of-engineering-leadership-in-berlin-insights-from-vp-engineerings-journey-product-management/index.md
+++ b/content/blog/evolution-of-engineering-leadership-in-berlin-insights-from-vp-engineerings-journey-product-management/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2261958
 dev_to_url: https://dev.to/jetthoughts/the-evolution-of-engineering-leadership-in-berlin-insights-from-a-vp-engineerings-journey-1kgo
 title: 'The Evolution of Engineering Leadership in Berlin: Insights from a VP Engineering''s Journey'
 description: "With Berlin's startup ecosystem growing 28% in the first half of 2024, the path to engineering leadership is transforming alongside this expansion."
+seo_override: true
 date: 2025-02-06
 created_at: '2025-02-06T08:24:40Z'
 edited_at: '2025-03-07T14:43:37Z'
diff --git a/content/blog/feature-branches-where-find-them-development-coding/index.md b/content/blog/feature-branches-where-find-them-development-coding/index.md
index 675905f6b..dcf5e150d 100644
--- a/content/blog/feature-branches-where-find-them-development-coding/index.md
+++ b/content/blog/feature-branches-where-find-them-development-coding/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1853571
 dev_to_url: https://dev.to/jetthoughts/feature-branches-and-where-to-find-them-46a7
 title: Feature Branches and Where to Find Them
 description: "Here we want to go through the feature branch process, show what downsides this approach may have and share why it causes us pain."
+seo_override: true
 created_at: '2024-05-15T07:17:21Z'
 edited_at: '2024-12-06T11:38:00Z'
 date: 2024-05-15
diff --git a/content/blog/finding-right-co-founder-guide-for-startups/index.md b/content/blog/finding-right-co-founder-guide-for-startups/index.md
index b1c1f3df3..83bd40ec3 100644
--- a/content/blog/finding-right-co-founder-guide-for-startups/index.md
+++ b/content/blog/finding-right-co-founder-guide-for-startups/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2247477
 dev_to_url: https://dev.to/jetthoughts/finding-the-right-co-founder-a-guide-for-startups-fei
 title: 'Finding The Right Co-Founder: A Guide For Startups'
 description: "Building a startup is no small feat, especially when you’re trying to break into a competitive market."
+seo_override: true
 date: 2025-01-29
 created_at: '2025-01-29T03:47:34Z'
 edited_at: '2025-01-30T02:35:12Z'
diff --git a/content/blog/fractional-cto-comprehensive-review-of-first-two-weeks-in-startup-consulting-management/index.md b/content/blog/fractional-cto-comprehensive-review-of-first-two-weeks-in-startup-consulting-management/index.md
index a4ba15b8f..73971110c 100644
--- a/content/blog/fractional-cto-comprehensive-review-of-first-two-weeks-in-startup-consulting-management/index.md
+++ b/content/blog/fractional-cto-comprehensive-review-of-first-two-weeks-in-startup-consulting-management/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1877729
 dev_to_url: https://dev.to/jetthoughts/fractional-cto-a-comprehensive-review-of-the-first-two-weeks-in-a-startup-did
 title: 'Fractional CTO: A Comprehensive Review of the First Two Weeks in a Startup'
 description: "In a world where startups need to move fast and make informed decisions, the role of a Fractional CTO has become increasingly critical."
+seo_override: true
 created_at: '2024-06-05T08:19:05Z'
 date: 2024-06-05
 edited_at: '2024-11-26T16:02:38Z'
diff --git a/content/blog/generating-random-strings-with-ruby-webdev/index.md b/content/blog/generating-random-strings-with-ruby-webdev/index.md
index 763d10fac..f94aefd76 100644
--- a/content/blog/generating-random-strings-with-ruby-webdev/index.md
+++ b/content/blog/generating-random-strings-with-ruby-webdev/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1103639
 dev_to_url: https://dev.to/jetthoughts/generating-random-strings-with-ruby-2gp6
 title: Generating random strings with Ruby
 description: "When you need to generate a random alphanumeric string of a specified length in ruby you have a couple of options."
+seo_override: true
 date: 2022-06-03
 created_at: '2022-06-03T06:57:33Z'
 edited_at: '2024-11-25T15:41:25Z'
diff --git a/content/blog/git-minimum-for-effective-project-development/index.md b/content/blog/git-minimum-for-effective-project-development/index.md
index c796c5a1d..fab83b159 100644
--- a/content/blog/git-minimum-for-effective-project-development/index.md
+++ b/content/blog/git-minimum-for-effective-project-development/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1853605
 dev_to_url: https://dev.to/jetthoughts/git-minimum-for-effective-project-development-2ce1
 title: Git minimum for effective project development
 description: "For beginners who are not familiar with Git or GitFlow, we grabbed the most common commands to be effective from the first day."
+seo_override: true
 date: 2024-05-15
 created_at: '2024-05-15T07:29:21Z'
 edited_at: '2024-12-06T11:38:39Z'
diff --git a/content/blog/help-shepherd-count-sheep-in-elixir-programming/index.md b/content/blog/help-shepherd-count-sheep-in-elixir-programming/index.md
index 36ae4fcdb..e3af1e967 100644
--- a/content/blog/help-shepherd-count-sheep-in-elixir-programming/index.md
+++ b/content/blog/help-shepherd-count-sheep-in-elixir-programming/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1880218
 dev_to_url: https://dev.to/jetthoughts/help-shepherd-to-count-sheep-in-elixir-gg7
 title: Help shepherd to count sheep in Elixir
 description: "I have been thinking about learning a functional language for a long time. So recently I’ve started to play around with Elixir."
+seo_override: true
 created_at: '2024-06-07T10:14:43Z'
 edited_at: '2024-11-26T16:02:23Z'
 draft: false
diff --git a/content/blog/heroku-reviews-apps-prevent-delivering-bugs-on-production-ci-startup/index.md b/content/blog/heroku-reviews-apps-prevent-delivering-bugs-on-production-ci-startup/index.md
index bf7c48bfc..32b7e3b69 100644
--- a/content/blog/heroku-reviews-apps-prevent-delivering-bugs-on-production-ci-startup/index.md
+++ b/content/blog/heroku-reviews-apps-prevent-delivering-bugs-on-production-ci-startup/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1877581
 dev_to_url: https://dev.to/jetthoughts/heroku-reviews-apps-prevent-delivering-bugs-on-production-jfb
 title: Heroku Reviews Apps prevent delivering bugs on production
 description: "Are you afraid to deploy a master branch to the production? Do you still mess with staging servers?"
+seo_override: true
 date: 2024-06-05
 created_at: '2024-06-05T06:16:42Z'
 edited_at: '2024-11-26T16:03:16Z'
diff --git a/content/blog/how-automated-qa-testing-can-accelerate-your-startups-growth-startup-webdev/index.md b/content/blog/how-automated-qa-testing-can-accelerate-your-startups-growth-startup-webdev/index.md
index f84da830f..2a3ccbc75 100644
--- a/content/blog/how-automated-qa-testing-can-accelerate-your-startups-growth-startup-webdev/index.md
+++ b/content/blog/how-automated-qa-testing-can-accelerate-your-startups-growth-startup-webdev/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1943564
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 title: How Automated QA Testing Can Accelerate Your Startup's Growth
 description: "In the fast-paced world of startups, maintaining top software quality is key to growth and success."
+seo_override: true
 created_at: '2024-08-01T12:00:51Z'
 edited_at: '2024-11-25T15:33:00Z'
 date: "2024-08-01"
diff --git a/content/blog/how-avoid-callbacks-using-services-rails-refactoring/index.md b/content/blog/how-avoid-callbacks-using-services-rails-refactoring/index.md
index 1fec87d00..cd2a63e43 100644
--- a/content/blog/how-avoid-callbacks-using-services-rails-refactoring/index.md
+++ b/content/blog/how-avoid-callbacks-using-services-rails-refactoring/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1198201
 dev_to_url: https://dev.to/jetthoughts/how-to-avoid-callbacks-using-services-p7l
 title: How to avoid callbacks using services.
 description: "Often, programmers abuse callbacks, not fully understanding that their code will ultimately be confusing and non-obvious."
+seo_override: true
 created_at: '2022-09-20T13:23:18Z'
 edited_at: '2024-11-25T15:40:39Z'
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diff --git a/content/blog/how-avoid-n-1-keep-your-ruby-on-rails-controller-clean/index.md b/content/blog/how-avoid-n-1-keep-your-ruby-on-rails-controller-clean/index.md
index c53914320..04d3dd613 100644
--- a/content/blog/how-avoid-n-1-keep-your-ruby-on-rails-controller-clean/index.md
+++ b/content/blog/how-avoid-n-1-keep-your-ruby-on-rails-controller-clean/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1907419
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 title: How to avoid N + 1 and keep your Ruby on Rails controller clean
 description: "Where to put the logic related to database queries optimization in a Ruby on Rails application."
+seo_override: true
 created_at: '2024-07-01T09:32:21Z'
 edited_at: '2024-11-25T15:33:36Z'
 date: 2024-07-01
diff --git a/content/blog/how-create-technical-post-in-short-time-writing-blogging/index.md b/content/blog/how-create-technical-post-in-short-time-writing-blogging/index.md
index cac4354f3..7d944bb6d 100644
--- a/content/blog/how-create-technical-post-in-short-time-writing-blogging/index.md
+++ b/content/blog/how-create-technical-post-in-short-time-writing-blogging/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1852622
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 title: How to create a technical post in a short time
 description: "After reading thousands of posts, it’s time to share a workflow that will help those who are creating amazing things to blog more easily and often."
+seo_override: true
 created_at: '2024-05-14T12:36:24Z'
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diff --git a/content/blog/how-does-onboarding-look-like-in-jetthoughts-productivity-startup/index.md b/content/blog/how-does-onboarding-look-like-in-jetthoughts-productivity-startup/index.md
index 3041ed074..1792a656c 100644
--- a/content/blog/how-does-onboarding-look-like-in-jetthoughts-productivity-startup/index.md
+++ b/content/blog/how-does-onboarding-look-like-in-jetthoughts-productivity-startup/index.md
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 title: How does the onboarding look like in JetThoughts?
 description: "This is an onboarding checklist replication built relying on my own experience in JetThoughts."
+seo_override: true
 created_at: '2024-05-15T06:29:43Z'
 date: 2024-05-15
 edited_at: '2024-11-26T16:04:45Z'
diff --git a/content/blog/how-does-your-company-work-with-clients-understand-their-needs-lean-process/index.md b/content/blog/how-does-your-company-work-with-clients-understand-their-needs-lean-process/index.md
index 3dd79e44d..d6473fde3 100644
--- a/content/blog/how-does-your-company-work-with-clients-understand-their-needs-lean-process/index.md
+++ b/content/blog/how-does-your-company-work-with-clients-understand-their-needs-lean-process/index.md
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 title: How does your company work with clients to understand their needs?
 description: "In today's competitive business landscape, understanding and meeting client needs is crucial for the success and growth of any company."
+seo_override: true
 date: 2024-06-07
 created_at: '2024-06-07T12:41:25Z'
 edited_at: '2024-11-26T16:02:07Z'
diff --git a/content/blog/how-find-technical-vendor-with-confidence-startup-tutorial/index.md b/content/blog/how-find-technical-vendor-with-confidence-startup-tutorial/index.md
index 22dc092eb..9c0345019 100644
--- a/content/blog/how-find-technical-vendor-with-confidence-startup-tutorial/index.md
+++ b/content/blog/how-find-technical-vendor-with-confidence-startup-tutorial/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2163209
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 title: How to find technical vendor with confidence
 description: "Finding the right tech vendor can feel like a wild ride. One minute you're confident, the next you're second-guessing every decision."
+seo_override: true
 created_at: '2024-12-18T13:26:24Z'
 edited_at: '2024-12-18T14:08:11Z'
 draft: false
diff --git a/content/blog/how-fractional-cto-turned-mess-into-stable-product-startup-usecase/index.md b/content/blog/how-fractional-cto-turned-mess-into-stable-product-startup-usecase/index.md
index ed2daa99e..8f0805942 100644
--- a/content/blog/how-fractional-cto-turned-mess-into-stable-product-startup-usecase/index.md
+++ b/content/blog/how-fractional-cto-turned-mess-into-stable-product-startup-usecase/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2012759
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 title: How a Fractional CTO Turned a Mess into a Stable Product
 description: "Maybe your app breaks at the worst times. Maybe its design confuses users. These problems aren't rare."
+seo_override: true
 created_at: '2024-09-24T12:34:01Z'
 edited_at: '2024-11-25T15:32:22Z'
 date: 2024-09-24
diff --git a/content/blog/how-get-remote-teams-high-perform-agile-development/index.md b/content/blog/how-get-remote-teams-high-perform-agile-development/index.md
index 96214c8b9..c27cb3949 100644
--- a/content/blog/how-get-remote-teams-high-perform-agile-development/index.md
+++ b/content/blog/how-get-remote-teams-high-perform-agile-development/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1877574
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 title: How to Get Remote Teams to High Perform
 description: "Raise your hand in case you feel confused about project progress. How often do you ask about the current status in Slack?"
+seo_override: true
 created_at: '2024-06-05T06:10:52Z'
 edited_at: '2024-11-26T16:03:21Z'
 date: 2024-06-05
diff --git a/content/blog/how-handle-remote-services-in-tests-rails-tutorial/index.md b/content/blog/how-handle-remote-services-in-tests-rails-tutorial/index.md
index c78ccd704..2d1fab218 100644
--- a/content/blog/how-handle-remote-services-in-tests-rails-tutorial/index.md
+++ b/content/blog/how-handle-remote-services-in-tests-rails-tutorial/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1853545
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 title: How to handle remote services in tests
 description: "Do you have difficulties in adding the new tests and their readability decreased due to mocks and stubs?"
+seo_override: true
 created_at: '2024-05-15T06:53:38Z'
 edited_at: '2024-11-26T16:04:38Z'
 draft: false
diff --git a/content/blog/how-handle-software-vendors-missing-deadlines-effectively-development-softwaredevelopment/index.md b/content/blog/how-handle-software-vendors-missing-deadlines-effectively-development-softwaredevelopment/index.md
index 8ac2b0a2f..8896bc907 100644
--- a/content/blog/how-handle-software-vendors-missing-deadlines-effectively-development-softwaredevelopment/index.md
+++ b/content/blog/how-handle-software-vendors-missing-deadlines-effectively-development-softwaredevelopment/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2019422
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 title: How to Handle Software Vendors Missing Deadlines Effectively
 description: "Dealing with missed work deadlines can be tough, especially when software vendors are late."
+seo_override: true
 created_at: '2024-09-29T13:07:06Z'
 date: 2024-09-29
 edited_at: '2024-11-25T15:32:04Z'
diff --git a/content/blog/how-have-clean-css-structure-with-rscssitcss-rscss/index.md b/content/blog/how-have-clean-css-structure-with-rscssitcss-rscss/index.md
index b417b2b15..97fad0443 100644
--- a/content/blog/how-have-clean-css-structure-with-rscssitcss-rscss/index.md
+++ b/content/blog/how-have-clean-css-structure-with-rscssitcss-rscss/index.md
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 title: How to have a clean CSS structure with RSCSS/ITCSS
 description: "Writing the CSS code is relatively simple. Learning a language is not a big problem and doesn’t take a lot of effort."
+seo_override: true
 date: 2024-05-15
 created_at: '2024-05-15T07:45:28Z'
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diff --git a/content/blog/how-influence-decision-makers-startup-tutorial/index.md b/content/blog/how-influence-decision-makers-startup-tutorial/index.md
index 893bf865d..139b8f474 100644
--- a/content/blog/how-influence-decision-makers-startup-tutorial/index.md
+++ b/content/blog/how-influence-decision-makers-startup-tutorial/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2167568
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 title: How To Influence Decision Makers
 description: "In today's fast-paced world, the ability to influence decision-makers is crucial for success."
+seo_override: true
 created_at: '2024-12-20T22:50:56Z'
 edited_at: '2024-12-20T23:47:59Z'
 date: "2024-12-20"
diff --git a/content/blog/how-keep-clean-ruby-on-rails-views-with-null-object-pattern/index.md b/content/blog/how-keep-clean-ruby-on-rails-views-with-null-object-pattern/index.md
index f7baadd62..cfefb1226 100644
--- a/content/blog/how-keep-clean-ruby-on-rails-views-with-null-object-pattern/index.md
+++ b/content/blog/how-keep-clean-ruby-on-rails-views-with-null-object-pattern/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1375276
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 title: How to keep clean Ruby on Rails views with the Null Object pattern
 description: "One of the most common errors developers encounter is NoMethodError. It occurs when code is executed according to a script not provided by the programmer."
+seo_override: true
 date: 2023-02-22
 created_at: '2023-02-22T12:43:10Z'
 edited_at: '2024-11-25T15:40:10Z'
diff --git a/content/blog/how-large-transaction-can-be-source-of-db-deadlocks-this-fixed-ruby-database/index.md b/content/blog/how-large-transaction-can-be-source-of-db-deadlocks-this-fixed-ruby-database/index.md
index ef8d45c41..e7afb6d29 100644
--- a/content/blog/how-large-transaction-can-be-source-of-db-deadlocks-this-fixed-ruby-database/index.md
+++ b/content/blog/how-large-transaction-can-be-source-of-db-deadlocks-this-fixed-ruby-database/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1454204
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 title: How a large transaction can be a source of DB deadlocks and how this can be fixed.
 description: "Recently in a project, we encountered the fact that sometimes we had a DB Deadlocks error."
+seo_override: true
 created_at: '2023-05-01T17:46:03Z'
 edited_at: '2024-11-25T15:40:08Z'
 date: 2023-05-01
diff --git a/content/blog/how-learn-ruby-tutorial/index.md b/content/blog/how-learn-ruby-tutorial/index.md
index 6f63e4172..bd1b06455 100644
--- a/content/blog/how-learn-ruby-tutorial/index.md
+++ b/content/blog/how-learn-ruby-tutorial/index.md
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 title: How to Learn Ruby
 description: "Starting to learn a new programming language or a new framework every person faces a problem — what should I start studying with?"
+seo_override: true
 created_at: '2024-06-05T06:15:06Z'
 edited_at: '2024-11-25T15:35:29Z'
 date: 2024-06-05
diff --git a/content/blog/how-live-in-social-media-matrix/index.md b/content/blog/how-live-in-social-media-matrix/index.md
index 1cc66c01c..e4ca27721 100644
--- a/content/blog/how-live-in-social-media-matrix/index.md
+++ b/content/blog/how-live-in-social-media-matrix/index.md
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 title: How To Live In The Social Media Matrix
 description: "In today’s digital age, we find ourselves entangled in a web of social media that often feels like a modern-day Matrix."
+seo_override: true
 created_at: '2024-12-30T08:32:44Z'
 edited_at: '2025-01-30T03:16:16Z'
 draft: false
diff --git a/content/blog/how-make-vertically-scrollable-in-css-html/index.md b/content/blog/how-make-vertically-scrollable-in-css-html/index.md
index 282eeab99..4bddd5beb 100644
--- a/content/blog/how-make-vertically-scrollable-in-css-html/index.md
+++ b/content/blog/how-make-vertically-scrollable-in-css-html/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1188292
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 title: How to make vertically scrollable in CSS
 description: "In order for the scroll to appear, you need to limit its height by adding height or max-height properties."
+seo_override: true
 created_at: '2022-09-08T21:16:07Z'
 edited_at: '2024-11-25T15:40:34Z'
 draft: false
diff --git a/content/blog/how-send-custom-email-content-types/index.md b/content/blog/how-send-custom-email-content-types/index.md
index 64ca0998e..49e24227e 100644
--- a/content/blog/how-send-custom-email-content-types/index.md
+++ b/content/blog/how-send-custom-email-content-types/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2419467
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 title: 'How to Send Custom Email Content Types in Ruby on Rails: Expert Developer''s Guide'
 description: "This comprehensive guide is designed for Ruby on Rails developers who need to implement custom email content types in their applications."
+seo_override: true
 created_at: '2025-04-20T08:12:52Z'
 edited_at: '2025-05-04T10:56:48Z'
 draft: false
diff --git a/content/blog/how-setup-default-values-for-attributes-in-ruby-on-rails-programming/index.md b/content/blog/how-setup-default-values-for-attributes-in-ruby-on-rails-programming/index.md
index e7b5dad71..72ed37a37 100644
--- a/content/blog/how-setup-default-values-for-attributes-in-ruby-on-rails-programming/index.md
+++ b/content/blog/how-setup-default-values-for-attributes-in-ruby-on-rails-programming/index.md
@@ -5,7 +5,7 @@ remote_id: 1144505
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 dev_to_url: https://dev.to/jetthoughts/how-to-setup-default-values-for-attributes-in-ruby-on-rails-l8m
 title: How To Setup Default Values For Attributes In Ruby On Rails
-description: "Have you ever thought setting default values for attributes in Ruby on Rails could be problematic?"
+description: Have you ever thought setting default values for attributes in Ruby on Rails could be...
 created_at: '2022-07-19T06:01:04Z'
 edited_at: '2024-11-25T15:41:00Z'
 draft: false
diff --git a/content/blog/how-small-pr-improves-team-productivity-development/index.md b/content/blog/how-small-pr-improves-team-productivity-development/index.md
index 736d6bcea..1ad5555ac 100644
--- a/content/blog/how-small-pr-improves-team-productivity-development/index.md
+++ b/content/blog/how-small-pr-improves-team-productivity-development/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1997035
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 title: How Small PR Improves Team Productivity
 description: "In many companies, teams work together to achieve big goals. One way to keep the team productive is by focusing on small pull requests (PRs)."
+seo_override: true
 date: 2024-09-11
 created_at: '2024-09-11T15:59:07Z'
 edited_at: '2024-11-25T15:32:32Z'
diff --git a/content/blog/how-start-an-open-source-project-building-reso-api-js-client-javascript-opensource/index.md b/content/blog/how-start-an-open-source-project-building-reso-api-js-client-javascript-opensource/index.md
index a16f3962d..ff71930a0 100644
--- a/content/blog/how-start-an-open-source-project-building-reso-api-js-client-javascript-opensource/index.md
+++ b/content/blog/how-start-an-open-source-project-building-reso-api-js-client-javascript-opensource/index.md
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 title: How to start an Open Source project. Building RESO API JS client
 description: "Would you like to understand how to start your new Open Source project in a week? How to build a rapid development process and bootstrap your ideas faster?"
+seo_override: true
 created_at: '2024-05-14T12:29:45Z'
 edited_at: '2024-11-26T16:05:36Z'
 draft: false
diff --git a/content/blog/how-use-linear-gradient-in-css-html/index.md b/content/blog/how-use-linear-gradient-in-css-html/index.md
index 4cd7d8192..f1e3d6e25 100644
--- a/content/blog/how-use-linear-gradient-in-css-html/index.md
+++ b/content/blog/how-use-linear-gradient-in-css-html/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1125937
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 title: How to use Linear-Gradient in CSS
 description: "The CSS linear-gradient function creates an image that consists of a progressive transition between two or more colors along a straight line."
+seo_override: true
 created_at: '2022-06-27T21:31:18Z'
 edited_at: '2024-11-25T15:41:05Z'
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diff --git a/content/blog/how-use-nth-child-in-css-html/index.md b/content/blog/how-use-nth-child-in-css-html/index.md
index 279cd13de..38daffad7 100644
--- a/content/blog/how-use-nth-child-in-css-html/index.md
+++ b/content/blog/how-use-nth-child-in-css-html/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1113061
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 title: How to use :nth-child in CSS
 description: "The :nth-child pseudo-class allows to select one and more elements based on their source order."
+seo_override: true
 date: 2022-06-13
 created_at: '2022-06-13T14:53:23Z'
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diff --git a/content/blog/how-vet-hire-engineers-as-non-technical-founder-startup-developers/index.md b/content/blog/how-vet-hire-engineers-as-non-technical-founder-startup-developers/index.md
index 2835d8a44..bd6d0e5c3 100644
--- a/content/blog/how-vet-hire-engineers-as-non-technical-founder-startup-developers/index.md
+++ b/content/blog/how-vet-hire-engineers-as-non-technical-founder-startup-developers/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2085026
 dev_to_url: https://dev.to/jetthoughts/how-to-vet-and-hire-engineers-as-a-non-technical-founder-4mfd
 title: How to Vet and Hire Engineers as a non-Technical Founder
 description: "You don't need an in-house tech expert to find the right developer. Follow these steps to get the best help."
+seo_override: true
 created_at: '2024-11-07T21:50:51Z'
 edited_at: '2024-11-25T15:42:14Z'
 draft: false
diff --git a/content/blog/how-we-configure-simplecov-for-our-ruby-on-rails-projects/index.md b/content/blog/how-we-configure-simplecov-for-our-ruby-on-rails-projects/index.md
index 2a1ac7612..aa9879ff4 100644
--- a/content/blog/how-we-configure-simplecov-for-our-ruby-on-rails-projects/index.md
+++ b/content/blog/how-we-configure-simplecov-for-our-ruby-on-rails-projects/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1673284
 dev_to_url: https://dev.to/jetthoughts/how-we-configure-simplecov-for-our-ruby-on-rails-projects-3hlp
 title: "How to Configure SimpleCov in Rails"
 description: "A working SimpleCov config for Rails, line by line: what each setting does, which filters actually matter, and why your coverage number moves when you add one."
+seo_override: true
 date: 2023-11-21
 created_at: '2023-11-21T07:40:02Z'
 edited_at: '2024-11-25T15:39:48Z'
diff --git a/content/blog/how-we-helped-an-existing-product-debug-grow-gain-more-satisfied-customers-development-startup/index.md b/content/blog/how-we-helped-an-existing-product-debug-grow-gain-more-satisfied-customers-development-startup/index.md
index 6ab0a12ec..cd5ba113b 100644
--- a/content/blog/how-we-helped-an-existing-product-debug-grow-gain-more-satisfied-customers-development-startup/index.md
+++ b/content/blog/how-we-helped-an-existing-product-debug-grow-gain-more-satisfied-customers-development-startup/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1877638
 dev_to_url: https://dev.to/jetthoughts/how-we-helped-an-existing-product-debug-grow-and-gain-more-satisfied-customers-554b
 title: How We Helped an Existing Product Debug, Grow, and Gain More (Satisfied) Customers
 description: "As its client base grew, Faria Education Group (FEG) needed to ensure its OpenApply product could accommodate increasing demand. The problem?"
+seo_override: true
 date: 2024-06-05
 created_at: '2024-06-05T06:34:42Z'
 edited_at: '2024-11-26T16:03:03Z'
diff --git a/content/blog/how-we-temporarily-transformed-our-usual-workflow-for-tight-deadline-agile/index.md b/content/blog/how-we-temporarily-transformed-our-usual-workflow-for-tight-deadline-agile/index.md
index e48822dc1..7ce5b7e52 100644
--- a/content/blog/how-we-temporarily-transformed-our-usual-workflow-for-tight-deadline-agile/index.md
+++ b/content/blog/how-we-temporarily-transformed-our-usual-workflow-for-tight-deadline-agile/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1877544
 dev_to_url: https://dev.to/jetthoughts/how-we-temporarily-transformed-our-usual-workflow-for-a-tight-deadline-4fm9
 title: How We Temporarily Transformed Our Usual Workflow for a Tight Deadline
 description: "Every time when we start working on a new project, short iteration or just a new feature, we almost always worry about a delivery deadline."
+seo_override: true
 created_at: '2024-06-05T05:45:06Z'
 edited_at: '2024-11-26T16:03:44Z'
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diff --git a/content/blog/how-wip-limits-improves-effectiveness-productivity-management/index.md b/content/blog/how-wip-limits-improves-effectiveness-productivity-management/index.md
index c05b0df7c..c6bc3d439 100644
--- a/content/blog/how-wip-limits-improves-effectiveness-productivity-management/index.md
+++ b/content/blog/how-wip-limits-improves-effectiveness-productivity-management/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1297134
 dev_to_url: https://dev.to/jetthoughts/how-wip-limits-improves-effectiveness-30i3
 title: How WIP Limits improves effectiveness?
 description: "A work-in-progress (WIP) limit is used in agile project management to improve team effectiveness."
+seo_override: true
 created_at: '2022-12-15T06:56:46Z'
 edited_at: '2024-11-25T15:40:13Z'
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diff --git a/content/blog/how-write-right-content-for-your-article-blogging-posting/index.md b/content/blog/how-write-right-content-for-your-article-blogging-posting/index.md
index a3d2ffdcd..811355af2 100644
--- a/content/blog/how-write-right-content-for-your-article-blogging-posting/index.md
+++ b/content/blog/how-write-right-content-for-your-article-blogging-posting/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1853550
 dev_to_url: https://dev.to/jetthoughts/how-to-write-the-right-content-for-your-article-46c1
 title: How To Write The Right Content For Your Article
 description: "There are moments when you’re full of motivation, ideas come up with your mind and straight onto the page."
+seo_override: true
 created_at: '2024-05-15T07:00:58Z'
 edited_at: '2024-11-26T16:04:34Z'
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diff --git a/content/blog/implementing-instant-search-dynamic-forms-infinite/index.md b/content/blog/implementing-instant-search-dynamic-forms-infinite/index.md
index b1698c9a4..848333652 100644
--- a/content/blog/implementing-instant-search-dynamic-forms-infinite/index.md
+++ b/content/blog/implementing-instant-search-dynamic-forms-infinite/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2358784
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 title: Implementing Instant Search, Dynamic Forms, and Infinite Scroll with Hotwire and Turbo in Rails
 description: "Despite Hotwire's growing popularity, many developers struggle with implementing it correctly."
+seo_override: true
 created_at: '2025-03-26T20:00:54Z'
 edited_at: '2025-03-29T11:44:47Z'
 date: 2025-03-26
diff --git a/content/blog/inexpensive-not-cheap-choosing-software-development-company-for-your-project-outsource-mvp/index.md b/content/blog/inexpensive-not-cheap-choosing-software-development-company-for-your-project-outsource-mvp/index.md
index 4ffa4637e..c1fd0d799 100644
--- a/content/blog/inexpensive-not-cheap-choosing-software-development-company-for-your-project-outsource-mvp/index.md
+++ b/content/blog/inexpensive-not-cheap-choosing-software-development-company-for-your-project-outsource-mvp/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1877566
 dev_to_url: https://dev.to/jetthoughts/inexpensive-is-not-cheap-choosing-software-development-company-for-your-project-ak0
 title: Inexpensive is Not Cheap. Choosing Software Development Company for Your Project
 description: "You have a great idea for a new product or a growing business and need a team of software developers."
+seo_override: true
 created_at: '2024-06-05T06:01:42Z'
 edited_at: '2024-11-26T16:03:26Z'
 date: 2024-06-05
diff --git a/content/blog/innovative-rails-companies-leading-tech-revolution-in-2025/index.md b/content/blog/innovative-rails-companies-leading-tech-revolution-in-2025/index.md
index 4b55a0301..ad41d0065 100644
--- a/content/blog/innovative-rails-companies-leading-tech-revolution-in-2025/index.md
+++ b/content/blog/innovative-rails-companies-leading-tech-revolution-in-2025/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2244342
 dev_to_url: https://dev.to/jetthoughts/innovative-rails-companies-leading-the-tech-revolution-in-2025-44gi
 title: Innovative Rails Companies Leading the Tech Revolution in 2025
 description: "In 2025, the rail industry is buzzing with innovation, and it's the rails companies at the forefront who are making waves."
+seo_override: true
 created_at: '2025-01-27T11:24:35Z'
 edited_at: '2025-01-30T02:36:38Z'
 date: 2025-01-27
diff --git a/content/blog/innovative-ruby-on-rails-projects-boost-your-development-skills-in-2024/index.md b/content/blog/innovative-ruby-on-rails-projects-boost-your-development-skills-in-2024/index.md
index cfbc06009..a205f5c30 100644
--- a/content/blog/innovative-ruby-on-rails-projects-boost-your-development-skills-in-2024/index.md
+++ b/content/blog/innovative-ruby-on-rails-projects-boost-your-development-skills-in-2024/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2180768
 dev_to_url: https://dev.to/jetthoughts/innovative-ruby-on-rails-projects-to-boost-your-development-skills-in-2024-1je9
 title: Innovative Ruby on Rails Projects to Boost Your Development Skills in 2024
 description: "Ruby on Rails, often just called Rails, is a popular framework for building web applications."
+seo_override: true
 created_at: '2024-12-29T17:47:43Z'
 edited_at: '2025-01-30T03:16:52Z'
 draft: false
diff --git a/content/blog/innovative-software-development-tools-techniques-for-2025/index.md b/content/blog/innovative-software-development-tools-techniques-for-2025/index.md
index 79ddc84e2..fb09a4bba 100644
--- a/content/blog/innovative-software-development-tools-techniques-for-2025/index.md
+++ b/content/blog/innovative-software-development-tools-techniques-for-2025/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2192225
 dev_to_url: https://dev.to/jetthoughts/innovative-software-development-tools-and-techniques-for-2025-3o9f
 title: Innovative Software Development Tools and Techniques for 2025
 description: "Looking ahead to 2025, software development is buzzing with fresh tools and techniques. It's not just about writing code anymore."
+seo_override: true
 created_at: '2025-01-07T00:03:13Z'
 edited_at: '2025-01-30T02:50:33Z'
 draft: false
diff --git a/content/blog/innovative-strategies-for-website-development-startups-in-2025/index.md b/content/blog/innovative-strategies-for-website-development-startups-in-2025/index.md
index 683dc6eaa..c7b2da414 100644
--- a/content/blog/innovative-strategies-for-website-development-startups-in-2025/index.md
+++ b/content/blog/innovative-strategies-for-website-development-startups-in-2025/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2199947
 dev_to_url: https://dev.to/jetthoughts/innovative-strategies-for-website-development-for-startups-in-2025-2hm6
 title: Innovative Strategies for Website Development for Startups in 2025
 description: "In 2025, the world of website development for startups is buzzing with new ideas and techniques."
+seo_override: true
 date: 2025-01-11
 created_at: '2025-01-11T02:10:14Z'
 edited_at: '2025-01-30T02:48:22Z'
diff --git a/content/blog/its-time-for-active-job-ruby-rails/index.md b/content/blog/its-time-for-active-job-ruby-rails/index.md
index 95646550a..ea9cdaa0b 100644
--- a/content/blog/its-time-for-active-job-ruby-rails/index.md
+++ b/content/blog/its-time-for-active-job-ruby-rails/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1880305
 dev_to_url: https://dev.to/jetthoughts/its-time-for-active-job-eph
 title: It's Time For Active Job
 description: "Recently we have upgraded one of our own projects to Rails 4.2. New minor version contains many improvements of old features and adds some new ones."
+seo_override: true
 created_at: '2024-06-07T11:47:31Z'
 edited_at: '2024-11-25T15:34:09Z'
 draft: false
diff --git a/content/blog/jason-meller-welcomes-1password-rails-foundation/index.md b/content/blog/jason-meller-welcomes-1password-rails-foundation/index.md
index cbc065e18..9b0bff348 100644
--- a/content/blog/jason-meller-welcomes-1password-rails-foundation/index.md
+++ b/content/blog/jason-meller-welcomes-1password-rails-foundation/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2182000
 dev_to_url: https://dev.to/jetthoughts/jason-meller-welcomes-1password-to-the-rails-foundation-29p8
 title: Jason Meller Welcomes 1Password to the Rails Foundation
 description: "In a significant move for both the Rails community and 1Password, Jason Meller announced that 1Password has officially joined the Rails Foundation."
+seo_override: true
 created_at: '2024-12-30T15:06:54Z'
 edited_at: '2025-01-30T03:15:16Z'
 date: 2024-12-30
diff --git a/content/blog/jetthoughts-on-goodfirms-radar-for-delivering-effortless-ruby-rails-development-services-business-of-various-niches/index.md b/content/blog/jetthoughts-on-goodfirms-radar-for-delivering-effortless-ruby-rails-development-services-business-of-various-niches/index.md
index 5cd6014cf..67a970f8a 100644
--- a/content/blog/jetthoughts-on-goodfirms-radar-for-delivering-effortless-ruby-rails-development-services-business-of-various-niches/index.md
+++ b/content/blog/jetthoughts-on-goodfirms-radar-for-delivering-effortless-ruby-rails-development-services-business-of-various-niches/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1880548
 dev_to_url: https://dev.to/jetthoughts/jetthoughts-is-on-goodfirms-radar-for-delivering-effortless-ruby-on-rails-development-services-to-business-of-various-niches-1g8b
 title: JetThoughts Is On GoodFirms Radar for Delivering Effortless Ruby on Rails Development Services to Business of Various Niches
 description: "JetThoughts LLC is an excellent firm offering various services that can give the business an edge in the competitive market."
+seo_override: true
 date: 2024-06-07
 created_at: '2024-06-07T15:27:35Z'
 edited_at: '2025-01-22T22:02:54Z'
diff --git a/content/blog/kamal-integration-in-rails-8-by-default-ruby/index.md b/content/blog/kamal-integration-in-rails-8-by-default-ruby/index.md
index 10eab7d53..84817c429 100644
--- a/content/blog/kamal-integration-in-rails-8-by-default-ruby/index.md
+++ b/content/blog/kamal-integration-in-rails-8-by-default-ruby/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1939835
 dev_to_url: https://dev.to/jetthoughts/kamal-integration-in-rails-8-by-default-538m
 title: Kamal Integration in Rails 8 by Default
 description: "In Rails 8, Kamal will be included by default. This change aims to simplify deployment and infrastructure management processes for developers."
+seo_override: true
 date: 2024-07-29
 created_at: '2024-07-29T09:50:35Z'
 edited_at: '2024-11-25T15:33:03Z'
diff --git a/content/blog/linking-postgresql-data-through-time-when-tables-share-no-keys-database-sql/index.md b/content/blog/linking-postgresql-data-through-time-when-tables-share-no-keys-database-sql/index.md
index ef6cd3e57..75e885673 100644
--- a/content/blog/linking-postgresql-data-through-time-when-tables-share-no-keys-database-sql/index.md
+++ b/content/blog/linking-postgresql-data-through-time-when-tables-share-no-keys-database-sql/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2131289
 dev_to_url: https://dev.to/jetthoughts/linking-postgresql-data-through-time-when-tables-share-no-keys-8pf
 title: 'Linking Data in PostgreSQL Without Explicit Keys: A Practical Guide'
 description: "Databases often evolve in unpredictable ways. Tables that were initially designed to operate independently might later need to be connected."
+seo_override: true
 date: 2024-12-02
 created_at: '2024-12-02T13:25:12Z'
 edited_at: '2024-12-12T13:32:30Z'
diff --git a/content/blog/load-web-page-in-less-than-one-second-optimization-html/index.md b/content/blog/load-web-page-in-less-than-one-second-optimization-html/index.md
index 425eba8bd..6b7a31acb 100644
--- a/content/blog/load-web-page-in-less-than-one-second-optimization-html/index.md
+++ b/content/blog/load-web-page-in-less-than-one-second-optimization-html/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1853553
 dev_to_url: https://dev.to/jetthoughts/load-web-page-in-less-than-one-second-2146
 title: Load web page in less than one second
 description: "How to improve the website load time without much effort? What optimizations and improvements can help to speed up page loading?"
+seo_override: true
 created_at: '2024-05-15T07:04:49Z'
 edited_at: '2024-11-26T16:04:31Z'
 draft: false
diff --git a/content/blog/mastering-multiple-returns-in-ruby-power-of-datadefine/index.md b/content/blog/mastering-multiple-returns-in-ruby-power-of-datadefine/index.md
index 45e00c7d9..b5a8cadda 100644
--- a/content/blog/mastering-multiple-returns-in-ruby-power-of-datadefine/index.md
+++ b/content/blog/mastering-multiple-returns-in-ruby-power-of-datadefine/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2169440
 dev_to_url: https://dev.to/jetthoughts/mastering-multiple-returns-in-ruby-the-power-of-datadefine-3ng8
 title: 'Mastering Multiple Returns in Ruby: The Power of Data.define'
 description: "In the world of Ruby programming, returning multiple values from a method can often lead to confusion and bugs."
+seo_override: true
 created_at: '2024-12-22T11:17:24Z'
 edited_at: '2025-01-30T03:25:02Z'
 date: 2024-12-22
diff --git a/content/blog/mastering-rails-with-react-comprehensive-guide-for-2024/index.md b/content/blog/mastering-rails-with-react-comprehensive-guide-for-2024/index.md
index 3da2a1af1..ccf7a7f02 100644
--- a/content/blog/mastering-rails-with-react-comprehensive-guide-for-2024/index.md
+++ b/content/blog/mastering-rails-with-react-comprehensive-guide-for-2024/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2170904
 dev_to_url: https://dev.to/jetthoughts/mastering-rails-with-react-a-comprehensive-guide-for-2024-363j
 title: 'Mastering Rails with React: A Comprehensive Guide for 2024'
 description: "If you're looking to mix the power of Rails with the flexibility of React, this guide is for you."
+seo_override: true
 created_at: '2024-12-23T11:17:03Z'
 edited_at: '2025-01-30T03:23:52Z'
 date: 2024-12-23
diff --git a/content/blog/minitest-advantages-simple-testing-for-rails-projects-rspec/index.md b/content/blog/minitest-advantages-simple-testing-for-rails-projects-rspec/index.md
index daf2c449d..b372dc4c1 100644
--- a/content/blog/minitest-advantages-simple-testing-for-rails-projects-rspec/index.md
+++ b/content/blog/minitest-advantages-simple-testing-for-rails-projects-rspec/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2102152
 dev_to_url: https://dev.to/jetthoughts/minitest-advantages-simple-testing-for-rails-projects-4467
 title: 'Minitest Advantages: Simple Testing for Rails Projects'
 description: "Minitest and RSpec are great testing tools for Ruby on Rails, each with its style, strengths, and weaknesses."
+seo_override: true
 created_at: '2024-11-13T08:47:37Z'
 edited_at: '2024-11-25T15:42:16Z'
 draft: false
diff --git a/content/blog/mock-everything-good-way-sink-tdd-testing/index.md b/content/blog/mock-everything-good-way-sink-tdd-testing/index.md
index 577e4dab8..7fff13a22 100644
--- a/content/blog/mock-everything-good-way-sink-tdd-testing/index.md
+++ b/content/blog/mock-everything-good-way-sink-tdd-testing/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1877556
 dev_to_url: https://dev.to/jetthoughts/mock-everything-is-a-good-way-to-sink-2ha
 title: Mock Everything Is a Good Way to Sink
 description: "Have you found a lot of code with mocks and stubs? But how do you feel about it? When I see mocks/stubs, I am always looking for the way to remove them."
+seo_override: true
 created_at: '2024-06-05T05:52:47Z'
 date: 2024-06-05
 edited_at: '2024-11-26T16:03:35Z'
diff --git a/content/blog/more-control-over-enum-in-rails-71-webdev/index.md b/content/blog/more-control-over-enum-in-rails-71-webdev/index.md
index 9862d42ed..5119f892a 100644
--- a/content/blog/more-control-over-enum-in-rails-71-webdev/index.md
+++ b/content/blog/more-control-over-enum-in-rails-71-webdev/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1774708
 dev_to_url: https://dev.to/jetthoughts/more-control-over-enum-in-rails-71-28b6
 title: More control over enum in Rails 7.1
 description: "ActiveRecord::Enum in Rails have long been a convenient tool for representing a set of symbolic values within a model."
+seo_override: true
 created_at: '2024-02-28T09:32:44Z'
 edited_at: '2024-11-25T15:39:31Z'
 draft: false
diff --git a/content/blog/new-asserts-for-testing-stopped-streams-after-ruby-on-rails-71-changelog/index.md b/content/blog/new-asserts-for-testing-stopped-streams-after-ruby-on-rails-71-changelog/index.md
index 37c3d56cd..ac2db3a18 100644
--- a/content/blog/new-asserts-for-testing-stopped-streams-after-ruby-on-rails-71-changelog/index.md
+++ b/content/blog/new-asserts-for-testing-stopped-streams-after-ruby-on-rails-71-changelog/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1851499
 dev_to_url: https://dev.to/jetthoughts/new-asserts-for-testing-stopped-streams-after-ruby-on-rails-71-542b
 title: New asserts for testing stopped streams after Ruby on Rails 7.1.
 description: "Previously, developers encountered a significant challenge verifying if streams ceased operation correctly."
+seo_override: true
 created_at: '2024-05-13T15:10:06Z'
 edited_at: '2024-11-25T15:39:17Z'
 draft: false
diff --git a/content/blog/new-in-rails-72-generated-with-devcontainer-changelog/index.md b/content/blog/new-in-rails-72-generated-with-devcontainer-changelog/index.md
index 4439974e1..2ef32d9fd 100644
--- a/content/blog/new-in-rails-72-generated-with-devcontainer-changelog/index.md
+++ b/content/blog/new-in-rails-72-generated-with-devcontainer-changelog/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1910822
 dev_to_url: https://dev.to/jetthoughts/new-in-rails-72-generated-with-devcontainer-5ob
 title: 'New in Rails 7.2: Generated With .devcontainer'
 description: "Exciting news from Rails! The latest Rails 7.2 has a new feature. When you create a new app, it now generates a .devcontainer folder."
+seo_override: true
 created_at: '2024-07-03T20:23:36Z'
 edited_at: '2024-11-25T15:33:28Z'
 draft: false
diff --git a/content/blog/onboarding-tests-into-legacy-project-testing-startup/index.md b/content/blog/onboarding-tests-into-legacy-project-testing-startup/index.md
index 3eb007b96..23cf0d539 100644
--- a/content/blog/onboarding-tests-into-legacy-project-testing-startup/index.md
+++ b/content/blog/onboarding-tests-into-legacy-project-testing-startup/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1877640
 dev_to_url: https://dev.to/jetthoughts/onboarding-tests-into-legacy-project-54f3
 title: Onboarding Tests into Legacy Project
 description: "What solution should you apply to get the first results in a short time in the legacy project?"
+seo_override: true
 created_at: '2024-06-05T06:37:41Z'
 edited_at: '2024-11-26T16:02:56Z'
 draft: false
diff --git a/content/blog/over-complicated-pricing-could-kill-sales-process/index.md b/content/blog/over-complicated-pricing-could-kill-sales-process/index.md
index 41507e124..52e1135e7 100644
--- a/content/blog/over-complicated-pricing-could-kill-sales-process/index.md
+++ b/content/blog/over-complicated-pricing-could-kill-sales-process/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2190249
 dev_to_url: https://dev.to/jetthoughts/over-complicated-pricing-could-kill-a-sales-process-3afg
 title: Over-Complicated Pricing Could Kill A Sales Process
 description: "In the world of sales, pricing strategies can make or break a deal. Recently, a discussion highlighted the importance of keeping pricing simple."
+seo_override: true
 date: 2025-01-05
 created_at: '2025-01-05T17:56:02Z'
 edited_at: '2025-01-30T02:52:04Z'
diff --git a/content/blog/overnight-success-of-kalshi/index.md b/content/blog/overnight-success-of-kalshi/index.md
index 8cfcacf56..ed8bd868e 100644
--- a/content/blog/overnight-success-of-kalshi/index.md
+++ b/content/blog/overnight-success-of-kalshi/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2266552
 dev_to_url: https://dev.to/jetthoughts/the-overnight-success-of-kalshi-3ngd
 title: The 'Overnight Success' Of Kalshi
 description: "In the world of startups, the term \"overnight success\" often masks the years of hard work and struggle behind it."
+seo_override: true
 date: 2025-02-08
 created_at: '2025-02-08T19:22:33Z'
 edited_at: '2025-02-09T12:05:12Z'
diff --git a/content/blog/own-heroku-review-apps-with-github-actions-kamal-2-devops-development/index.md b/content/blog/own-heroku-review-apps-with-github-actions-kamal-2-devops-development/index.md
index 45aa23a01..c324f7c47 100644
--- a/content/blog/own-heroku-review-apps-with-github-actions-kamal-2-devops-development/index.md
+++ b/content/blog/own-heroku-review-apps-with-github-actions-kamal-2-devops-development/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2053767
 dev_to_url: https://dev.to/jetthoughts/own-heroku-review-apps-with-github-actions-and-kamal-2-407n
 title: Own Heroku Review Apps with GitHub Actions and Kamal 2
 description: "Continuous delivery is vital in modern software development. It ensures that code changes are released quickly and reliably."
+seo_override: true
 created_at: '2024-10-23T14:23:22Z'
 edited_at: '2024-11-25T15:31:50Z'
 date: 2024-10-23
diff --git a/content/blog/practical-guide-writing-introductions-introduction/index.md b/content/blog/practical-guide-writing-introductions-introduction/index.md
index 78d0a915b..ea5d23388 100644
--- a/content/blog/practical-guide-writing-introductions-introduction/index.md
+++ b/content/blog/practical-guide-writing-introductions-introduction/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1852747
 dev_to_url: https://dev.to/jetthoughts/a-practical-guide-to-writing-introductions-4d5k
 title: A Practical Guide To Writing Introductions
 description: "Are you struggling with the introduction as it’s absolutely annoying thing that has to be written? It simply summarises the main points of your article."
+seo_override: true
 created_at: '2024-05-14T14:14:26Z'
 edited_at: '2024-11-26T16:05:10Z'
 draft: false
diff --git a/content/blog/prepare-pull-request-before-asking-review-git-pullrequest/index.md b/content/blog/prepare-pull-request-before-asking-review-git-pullrequest/index.md
index ffe862383..f77745a23 100644
--- a/content/blog/prepare-pull-request-before-asking-review-git-pullrequest/index.md
+++ b/content/blog/prepare-pull-request-before-asking-review-git-pullrequest/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1852617
 dev_to_url: https://dev.to/jetthoughts/prepare-the-pull-request-before-asking-to-review-2o87
 title: Prepare the Pull Request before asking to Review
 description: "How to avoid being the victim of an open loop trying to get your Pull Request verified while working asynchronously? In JetThoughts, we set some rules."
+seo_override: true
 created_at: '2024-05-14T12:27:37Z'
 edited_at: '2024-11-26T16:05:38Z'
 draft: false
diff --git a/content/blog/rails-8-introducing-new-default-asset-pipeline-propshaft-ruby/index.md b/content/blog/rails-8-introducing-new-default-asset-pipeline-propshaft-ruby/index.md
index 1e1654719..37c381ed1 100644
--- a/content/blog/rails-8-introducing-new-default-asset-pipeline-propshaft-ruby/index.md
+++ b/content/blog/rails-8-introducing-new-default-asset-pipeline-propshaft-ruby/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2057856
 dev_to_url: https://dev.to/jetthoughts/rails-8-introducing-the-new-default-asset-pipeline-propshaft-5cpp
 title: 'Rails 8: Introducing the New Default Asset Pipeline – Propshaft'
 description: "The Rails asset pipeline helps manage static assets like CSS, JavaScript, and images. It improves delivery speed by compressing and combining these files."
+seo_override: true
 date: 2024-10-25
 created_at: '2024-10-25T14:36:50Z'
 edited_at: '2024-11-25T15:31:45Z'
diff --git a/content/blog/react-ruby-on-rails-without-any-gems-typescript/index.md b/content/blog/react-ruby-on-rails-without-any-gems-typescript/index.md
index 6973c8a09..4c7b4f402 100644
--- a/content/blog/react-ruby-on-rails-without-any-gems-typescript/index.md
+++ b/content/blog/react-ruby-on-rails-without-any-gems-typescript/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1877637
 dev_to_url: https://dev.to/jetthoughts/react-ruby-on-rails-without-any-gems-3clf
 title: React + Ruby on Rails without any gems
 description: "How to start using React components written in TypeScript using Ruby on Rails as a server with only built-in Rails features?"
+seo_override: true
 created_at: '2024-06-05T06:32:51Z'
 edited_at: '2024-11-26T16:03:07Z'
 draft: false
diff --git a/content/blog/recent-searches-sorting-hashes-how-they-are-connected-ruby-rails/index.md b/content/blog/recent-searches-sorting-hashes-how-they-are-connected-ruby-rails/index.md
index d411d7a24..f14cc360c 100644
--- a/content/blog/recent-searches-sorting-hashes-how-they-are-connected-ruby-rails/index.md
+++ b/content/blog/recent-searches-sorting-hashes-how-they-are-connected-ruby-rails/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1879395
 dev_to_url: https://dev.to/jetthoughts/recent-searches-sorting-hashes-how-they-are-connected-4965
 title: 'Recent Searches & Sorting Hashes: How They are Connected'
 description: "In one of the applications, that we are developing, we needed to implement the storing of 10 last user search requests."
+seo_override: true
 date: 2024-06-06
 created_at: '2024-06-06T15:55:49Z'
 edited_at: '2024-11-26T16:02:35Z'
diff --git a/content/blog/regular-automatic-dependencies-update-with-circleci-github-circle/index.md b/content/blog/regular-automatic-dependencies-update-with-circleci-github-circle/index.md
index caeaf6358..5af2d5903 100644
--- a/content/blog/regular-automatic-dependencies-update-with-circleci-github-circle/index.md
+++ b/content/blog/regular-automatic-dependencies-update-with-circleci-github-circle/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1852752
 dev_to_url: https://dev.to/jetthoughts/regular-automatic-dependencies-update-with-circleci-1ihf
 title: Regular automatic dependencies update with CircleCI
 description: "Resolving the auto-upgrade issue will allow having edge gems versions with little to no effort. How could you achieve this with CI (specifically CircleCI)?"
+seo_override: true
 created_at: '2024-05-14T14:18:44Z'
 edited_at: '2024-11-26T16:05:04Z'
 draft: false
diff --git a/content/blog/responsive-or-adaptive-design-find-out-which-one-better-for-you-webdesign/index.md b/content/blog/responsive-or-adaptive-design-find-out-which-one-better-for-you-webdesign/index.md
index 2d3e465d3..0fc4fe095 100644
--- a/content/blog/responsive-or-adaptive-design-find-out-which-one-better-for-you-webdesign/index.md
+++ b/content/blog/responsive-or-adaptive-design-find-out-which-one-better-for-you-webdesign/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1877550
 dev_to_url: https://dev.to/jetthoughts/responsive-or-adaptive-design-find-out-which-one-is-better-for-you-1cc7
 title: Responsive or Adaptive Design? Find out which one is better for you
 description: "JetThoughts has launched a new project recently. Whole front-end team was set and started developing the UI part."
+seo_override: true
 created_at: '2024-06-05T05:49:07Z'
 edited_at: '2024-11-26T16:03:39Z'
 draft: false
diff --git a/content/blog/revise-your-stylesheets-part-1-color-scheme-webdev-css/index.md b/content/blog/revise-your-stylesheets-part-1-color-scheme-webdev-css/index.md
index 7f261d841..28f483aeb 100644
--- a/content/blog/revise-your-stylesheets-part-1-color-scheme-webdev-css/index.md
+++ b/content/blog/revise-your-stylesheets-part-1-color-scheme-webdev-css/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1880239
 dev_to_url: https://dev.to/jetthoughts/revise-your-stylesheets-part-1-color-scheme-1a9k
 title: Revise Your Stylesheets. Part 1. Color Scheme
 description: "Ever wonder how many colors exist in your project? Do you have strict style guides kindly prepared by the design lead?"
+seo_override: true
 created_at: '2024-06-07T10:32:47Z'
 edited_at: '2024-11-26T16:02:15Z'
 draft: false
diff --git a/content/blog/reviving-defense-technology-silicon-valleys-next-chapter/index.md b/content/blog/reviving-defense-technology-silicon-valleys-next-chapter/index.md
index 5500ee87d..b7912c81b 100644
--- a/content/blog/reviving-defense-technology-silicon-valleys-next-chapter/index.md
+++ b/content/blog/reviving-defense-technology-silicon-valleys-next-chapter/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2222412
 dev_to_url: https://dev.to/jetthoughts/reviving-defense-technology-silicon-valleys-next-chapter-gej
 title: 'Reviving Defense Technology: Silicon Valley''s Next Chapter'
 description: "The U.S. has long been a leader in defense technology, but recent trends show that the defense contractors we rely on have become sluggish and inefficient."
+seo_override: true
 date: 2025-01-18
 created_at: '2025-01-18T12:22:15Z'
 edited_at: '2025-01-30T02:43:07Z'
diff --git a/content/blog/revolutionizing-productivity-future-of-developer-tooling-in-2025/index.md b/content/blog/revolutionizing-productivity-future-of-developer-tooling-in-2025/index.md
index e16b8623d..9c3cd71e4 100644
--- a/content/blog/revolutionizing-productivity-future-of-developer-tooling-in-2025/index.md
+++ b/content/blog/revolutionizing-productivity-future-of-developer-tooling-in-2025/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2189412
 dev_to_url: https://dev.to/jetthoughts/revolutionizing-productivity-the-future-of-developer-tooling-in-2025-41jj
 title: 'Revolutionizing Productivity: The Future of Developer Tooling in 2025'
 description: "Developer tooling is on the brink of a major transformation as we head into 2025. With AI taking center stage, the way developers work is changing fast."
+seo_override: true
 created_at: '2025-01-04T22:48:24Z'
 edited_at: '2025-01-30T02:53:10Z'
 date: 2025-01-04
diff --git a/content/blog/rscss-styling-css-without-losing-your-sanity/index.md b/content/blog/rscss-styling-css-without-losing-your-sanity/index.md
index a5b00e3ac..39a933421 100644
--- a/content/blog/rscss-styling-css-without-losing-your-sanity/index.md
+++ b/content/blog/rscss-styling-css-without-losing-your-sanity/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1852739
 dev_to_url: https://dev.to/jetthoughts/rscss-styling-css-without-losing-your-sanity-2c1a
 title: RSCSS. Styling CSS without losing your sanity
 description: "Thinking of a beautiful and grammatically correct CSS code over and over again but still wiped out with the methodology?"
+seo_override: true
 date: 2024-05-14
 created_at: '2024-05-14T14:03:11Z'
 edited_at: '2024-11-25T15:38:09Z'
diff --git a/content/blog/ruby-on-rails-8-custom-compression-for-encrypted-data/index.md b/content/blog/ruby-on-rails-8-custom-compression-for-encrypted-data/index.md
index 07129cec4..3c636fa6b 100644
--- a/content/blog/ruby-on-rails-8-custom-compression-for-encrypted-data/index.md
+++ b/content/blog/ruby-on-rails-8-custom-compression-for-encrypted-data/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2086252
 dev_to_url: https://dev.to/jetthoughts/ruby-on-rails-8-custom-compression-for-encrypted-data-48n5
 title: 'Ruby on Rails 8: Custom Compression for Encrypted Data'
 description: "In Ruby on Rails 8, ActiveRecord’s encryption features are more flexible than ever. You can now set a custom compression algorithm for encrypted attributes."
+seo_override: true
 date: 2024-11-08
 created_at: '2024-11-08T08:48:36Z'
 edited_at: '2024-11-25T15:42:09Z'
diff --git a/content/blog/ruby-on-rails-case-study-how-jetthoughts-improved-openapplys-code-ux/index.md b/content/blog/ruby-on-rails-case-study-how-jetthoughts-improved-openapplys-code-ux/index.md
index 9ca5717bf..ef15ce82f 100644
--- a/content/blog/ruby-on-rails-case-study-how-jetthoughts-improved-openapplys-code-ux/index.md
+++ b/content/blog/ruby-on-rails-case-study-how-jetthoughts-improved-openapplys-code-ux/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2103920
 dev_to_url: https://dev.to/jetthoughts/ruby-on-rails-case-study-how-jetthoughts-improved-openapplys-code-and-ux-5acc
 title: 'Ruby on Rails Case Study: How JetThoughts Improved OpenApply''s Code and UX'
 description: "OpenApply is a smart software platform that makes admissions and enrollment easier for students worldwide."
+seo_override: true
 created_at: '2024-11-14T09:38:27Z'
 edited_at: '2024-11-25T15:42:19Z'
 draft: false
diff --git a/content/blog/rubyllm-retries-timeouts-rails/index.md b/content/blog/rubyllm-retries-timeouts-rails/index.md
index c46a084f9..73ae62ebd 100644
--- a/content/blog/rubyllm-retries-timeouts-rails/index.md
+++ b/content/blog/rubyllm-retries-timeouts-rails/index.md
@@ -102,7 +102,11 @@ Moving it to a job is not a free pass either. In [our own fan-out](/blog/multi-a
 
 Sometimes a request works on the provider's side and the response gets lost on the way back. Retrying sends it again. You pay for both, and if the call is not deterministic you can get two different answers.
 
-`ruby_llm` makes that trade on purpose, and for a chat completion it is the right call - a request that failed usually produced nothing to pay for. It stops being right as soon as your call does something: a tool that writes a row, an agent step that sends an email. For those you want an idempotency key, or a job that checks whether it already ran.
+`ruby_llm` makes that trade on purpose, and for a chat completion it is the right call - a request that failed usually produced nothing to pay for.
+
+Worth being precise about what this retry can and cannot duplicate, because it is easy to over-read. It wraps the HTTP request only. Your tools run afterwards, in `handle_tool_calls`, once a response has actually come back. So a lost response can charge you twice for the same completion, but it cannot write your row twice or send your email twice - the first attempt never got far enough to run them.
+
+Duplicate side effects are a real problem, but they come from retrying the job or the agent step around this call, not from the middleware inside it. That is where idempotency keys belong.
 
 ## What none of this covers
 
diff --git a/content/blog/rubyllm-vs-langchainrb-rails-llm-stack/index.md b/content/blog/rubyllm-vs-langchainrb-rails-llm-stack/index.md
index 7704e5c7d..9aec0a237 100644
--- a/content/blog/rubyllm-vs-langchainrb-rails-llm-stack/index.md
+++ b/content/blog/rubyllm-vs-langchainrb-rails-llm-stack/index.md
@@ -70,7 +70,9 @@ Now compare what those generators build. `ruby_llm` sets up a conversation. `lan
 
 This matters when your bill goes up and you need to know why. One total only tells you that you spent more. The breakdown can tell you that a prompt you edited stopped hitting the cache.
 
-langchainrb counts tokens but does not price them. You get `prompt_tokens`, `completion_tokens` and `total_tokens` on every response, and running totals on `Assistant`. There is no price list in the gem, and no separate figure for cached or thinking tokens. You add those yourself.
+langchainrb counts tokens but does not price them. On the mainstream adapters you get `prompt_tokens`, `completion_tokens` and `total_tokens`, plus running totals on `Assistant`. Not on all of them, though - the Hugging Face, llama.cpp and Replicate responses never override those methods, so they inherit the base class and raise `NotImplementedError`.
+
+Where the counts do arrive, there is still no price list in the gem, and no separate figure for cached or thinking tokens. You add those yourself.
 
 ## When langchainrb wins
 
diff --git a/content/blog/sales-pre-pmf-should-be-done-by-founders/index.md b/content/blog/sales-pre-pmf-should-be-done-by-founders/index.md
index 0a073628f..1b3c306a5 100644
--- a/content/blog/sales-pre-pmf-should-be-done-by-founders/index.md
+++ b/content/blog/sales-pre-pmf-should-be-done-by-founders/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2178713
 dev_to_url: https://dev.to/jetthoughts/sales-pre-pmf-should-be-done-by-the-founders-99l
 title: Sales Pre-PMF Should Be Done By The Founders
 description: "In the early stages of a startup, founders often find themselves at a crossroads when it comes to sales."
+seo_override: true
 created_at: '2024-12-28T05:16:44Z'
 date: 2024-12-28
 edited_at: '2025-01-30T03:18:28Z'
diff --git a/content/blog/self-promote-on-reddit-without-getting-banned-promotion/index.md b/content/blog/self-promote-on-reddit-without-getting-banned-promotion/index.md
index 0b1b6b134..914840c45 100644
--- a/content/blog/self-promote-on-reddit-without-getting-banned-promotion/index.md
+++ b/content/blog/self-promote-on-reddit-without-getting-banned-promotion/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1880466
 dev_to_url: https://dev.to/jetthoughts/self-promote-on-reddit-without-getting-banned-3pm2
 title: Self-promote on Reddit without getting banned
 description: "We are happy to share our experience on important aspects of starting self-promoting posts on Reddit. What do you need for it? What are the steps?"
+seo_override: true
 created_at: '2024-06-07T13:31:24Z'
 date: 2024-06-07
 edited_at: '2024-11-26T16:02:00Z'
diff --git a/content/blog/services-tools-automatize-development-for-remote-teams-workflow-automation/index.md b/content/blog/services-tools-automatize-development-for-remote-teams-workflow-automation/index.md
index 75a069129..b693ccf7f 100644
--- a/content/blog/services-tools-automatize-development-for-remote-teams-workflow-automation/index.md
+++ b/content/blog/services-tools-automatize-development-for-remote-teams-workflow-automation/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1853472
 dev_to_url: https://dev.to/jetthoughts/services-and-tools-to-automatize-development-for-the-remote-teams-4dg7
 title: Services and tools to automatize development for the remote teams
 description: "We save a lot of time on development and create better products due to well-formed workflow."
+seo_override: true
 date: 2024-05-15
 created_at: '2024-05-15T06:02:44Z'
 edited_at: '2024-11-26T16:04:53Z'
diff --git a/content/blog/simpler-way-set-content-types-in-rails-ruby/index.md b/content/blog/simpler-way-set-content-types-in-rails-ruby/index.md
index 192ac423d..36061d326 100644
--- a/content/blog/simpler-way-set-content-types-in-rails-ruby/index.md
+++ b/content/blog/simpler-way-set-content-types-in-rails-ruby/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2157631
 dev_to_url: https://dev.to/jetthoughts/a-simpler-way-to-set-content-types-in-rails-n4o
 title: A Simpler Way to Set Content Types in Rails
 description: "Rails now lets you set content types with less code. This new feature makes your work easier."
+seo_override: true
 date: 2024-12-15
 created_at: '2024-12-15T12:43:01Z'
 edited_at: '2024-12-15T13:11:19Z'
diff --git a/content/blog/simplest-way-automate-delivery-of-your-react-native-application-android-reactnative/index.md b/content/blog/simplest-way-automate-delivery-of-your-react-native-application-android-reactnative/index.md
index 73155959a..b8e06d2d8 100644
--- a/content/blog/simplest-way-automate-delivery-of-your-react-native-application-android-reactnative/index.md
+++ b/content/blog/simplest-way-automate-delivery-of-your-react-native-application-android-reactnative/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1877570
 dev_to_url: https://dev.to/jetthoughts/the-simplest-way-to-automate-delivery-of-your-react-native-application-1e6o
 title: The simplest way to automate delivery of your React Native Application
 description: "Delivering mobile application’s updates is not as simple as in the case of a web application."
+seo_override: true
 created_at: '2024-06-05T06:08:07Z'
 edited_at: '2025-02-21T11:12:25Z'
 date: 2024-06-05
diff --git a/content/blog/simultaneous-work-on-feature-for-frontend-backend-developers-development-startup/index.md b/content/blog/simultaneous-work-on-feature-for-frontend-backend-developers-development-startup/index.md
index 725976257..9f23f9641 100644
--- a/content/blog/simultaneous-work-on-feature-for-frontend-backend-developers-development-startup/index.md
+++ b/content/blog/simultaneous-work-on-feature-for-frontend-backend-developers-development-startup/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1877642
 dev_to_url: https://dev.to/jetthoughts/simultaneous-work-on-the-feature-for-frontend-and-backend-developers-1463
 title: Simultaneous work on the feature for frontend and backend developers
 description: "How do split features on static and backend for 2 developers to prevent blockers? What no-time solution we could use for small projects?"
+seo_override: true
 date: 2024-06-05
 created_at: '2024-06-05T06:43:35Z'
 edited_at: '2024-11-26T16:02:54Z'
diff --git a/content/blog/speed-up-github-prs-review-of-your-react-applications-development-tutorial/index.md b/content/blog/speed-up-github-prs-review-of-your-react-applications-development-tutorial/index.md
index 76e64e5c3..ce15194dc 100644
--- a/content/blog/speed-up-github-prs-review-of-your-react-applications-development-tutorial/index.md
+++ b/content/blog/speed-up-github-prs-review-of-your-react-applications-development-tutorial/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1853466
 dev_to_url: https://dev.to/jetthoughts/speed-up-github-prs-review-of-your-react-applications-4n8o
 title: Speed up GitHub PR’s review of your React applications
 description: "Would you like to speed up PR’s review of React application, when you use Jest snapshot testing?"
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 created_at: '2024-05-15T05:55:46Z'
 edited_at: '2024-11-26T16:04:57Z'
 draft: false
diff --git a/content/blog/stimulus-keyboard-event-filter/index.md b/content/blog/stimulus-keyboard-event-filter/index.md
index a0bf8702b..479175585 100644
--- a/content/blog/stimulus-keyboard-event-filter/index.md
+++ b/content/blog/stimulus-keyboard-event-filter/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1698810
 dev_to_url: https://dev.to/jetthoughts/stimulus-keyboard-event-filter-4370
 title: Stimulus Keyboard Event Filter
 description: "In the last update of Stimulus v3.2.2, the ability to filter the event by PageDown and PageUp keys was added."
+seo_override: true
 created_at: '2023-12-15T11:11:52Z'
 edited_at: '2024-11-25T15:39:41Z'
 draft: false
diff --git a/content/blog/stop-ai-obsession-smart-way-validate-your-startup-idea-product-bootstrap/index.md b/content/blog/stop-ai-obsession-smart-way-validate-your-startup-idea-product-bootstrap/index.md
index 9d295c70e..a2197af4e 100644
--- a/content/blog/stop-ai-obsession-smart-way-validate-your-startup-idea-product-bootstrap/index.md
+++ b/content/blog/stop-ai-obsession-smart-way-validate-your-startup-idea-product-bootstrap/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2057569
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 title: 'Stop the AI Obsession: The Smart Way to Validate Your Startup Idea'
 description: "Many founders today fixate on AI. They think adding AI to their product will draw users in droves, and they believe AI is the magic ingredient for success."
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 created_at: '2024-10-25T12:04:15Z'
 edited_at: '2024-11-25T15:31:48Z'
 date: 2024-10-25
diff --git a/content/blog/streamlined-startup-development-team/index.md b/content/blog/streamlined-startup-development-team/index.md
index c6850cc91..af0d60cfa 100644
--- a/content/blog/streamlined-startup-development-team/index.md
+++ b/content/blog/streamlined-startup-development-team/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1943717
 dev_to_url: https://dev.to/jetthoughts/streamlined-startup-development-team-2of7
 title: Streamlined Startup Development Team
 description: "Starting a new venture is hard, especially for non-tech founders. Finding the right remote developers can be a big challenge."
+seo_override: true
 created_at: '2024-08-01T13:10:25Z'
 edited_at: '2024-11-25T15:32:51Z'
 draft: false
diff --git a/content/blog/tldr-move-cicd-scripts-into-automation-devops-productivity/index.md b/content/blog/tldr-move-cicd-scripts-into-automation-devops-productivity/index.md
index 5f074663b..a887328a5 100644
--- a/content/blog/tldr-move-cicd-scripts-into-automation-devops-productivity/index.md
+++ b/content/blog/tldr-move-cicd-scripts-into-automation-devops-productivity/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1205643
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 title: 'TL;DR: Move CI/CD scripts into .automation'
 description: "Today our /bin folder has become overwhelmed with different development tools and scripts."
+seo_override: true
 created_at: '2022-09-28T16:13:54Z'
 edited_at: '2024-11-25T15:40:31Z'
 date: 2022-09-28
diff --git a/content/blog/tools-provide-effective-feedback-for-distributed-development-teams-productivity-startup/index.md b/content/blog/tools-provide-effective-feedback-for-distributed-development-teams-productivity-startup/index.md
index cd2fdc0ea..8fb81552c 100644
--- a/content/blog/tools-provide-effective-feedback-for-distributed-development-teams-productivity-startup/index.md
+++ b/content/blog/tools-provide-effective-feedback-for-distributed-development-teams-productivity-startup/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1853640
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 title: Tools to provide effective feedback for distributed development teams
 description: "How to share info in a remote async environment? What is the best way to keep everyone in the loop?"
+seo_override: true
 created_at: '2024-05-15T07:58:27Z'
 edited_at: '2024-11-26T16:04:01Z'
 date: 2024-05-15
diff --git a/content/blog/top-venture-builders-in-germany-leading-innovation-across-industries-startup/index.md b/content/blog/top-venture-builders-in-germany-leading-innovation-across-industries-startup/index.md
index 92abea13c..b872469d9 100644
--- a/content/blog/top-venture-builders-in-germany-leading-innovation-across-industries-startup/index.md
+++ b/content/blog/top-venture-builders-in-germany-leading-innovation-across-industries-startup/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1908791
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 title: 'Top Venture Builders in Germany: Leading Innovation Across Industries'
 description: "Fed up! Are you aiming to create a new company but you are weak from a tech position? Are you excited to build your own software without any coding skills?"
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 created_at: '2024-07-02T11:17:59Z'
 date: 2024-07-02
 edited_at: '2024-11-25T15:33:33Z'
diff --git a/content/blog/transform-your-business-with-expert-front-end-web-development-services/index.md b/content/blog/transform-your-business-with-expert-front-end-web-development-services/index.md
index 8825e1f8d..61c2025d6 100644
--- a/content/blog/transform-your-business-with-expert-front-end-web-development-services/index.md
+++ b/content/blog/transform-your-business-with-expert-front-end-web-development-services/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2172818
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 title: Transform Your Business with Expert Front End Web Development Services
 description: "In today's fast-paced digital world, having a strong online presence is key for any business."
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 created_at: '2024-12-24T12:27:02Z'
 edited_at: '2025-01-30T03:22:24Z'
 draft: false
diff --git a/content/blog/trial-period-for-staff-augmentation-in-jetthoughts-startup-engagement/index.md b/content/blog/trial-period-for-staff-augmentation-in-jetthoughts-startup-engagement/index.md
index 29a886fa2..7dbb21120 100644
--- a/content/blog/trial-period-for-staff-augmentation-in-jetthoughts-startup-engagement/index.md
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@@ -6,6 +6,7 @@ dev_to_id: 1852745
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 title: The Trial Period for Staff Augmentation in JetThoughts
 description: "We offer a 2-week trial with no obligation. So you can test everything and see how it goes with no financial risks at all."
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 created_at: '2024-05-14T14:11:01Z'
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 date: 2024-05-14
diff --git a/content/blog/troubleshooting-ruby-build-tutorial/index.md b/content/blog/troubleshooting-ruby-build-tutorial/index.md
index 67b5d3adc..a6f207851 100644
--- a/content/blog/troubleshooting-ruby-build-tutorial/index.md
+++ b/content/blog/troubleshooting-ruby-build-tutorial/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1215921
 dev_to_url: https://dev.to/jetthoughts/troubleshooting-ruby-build-fm2
 title: Troubleshooting ruby build
 description: "Have you found problems building ruby on a local machine? How to configure your local environment once and for all?"
+seo_override: true
 created_at: '2022-10-10T16:14:36Z'
 edited_at: '2024-11-25T15:40:24Z'
 draft: false
diff --git a/content/blog/turbocharge-your-rails-apps-with-smart/index.md b/content/blog/turbocharge-your-rails-apps-with-smart/index.md
index 1ca384c81..af87bb4dc 100644
--- a/content/blog/turbocharge-your-rails-apps-with-smart/index.md
+++ b/content/blog/turbocharge-your-rails-apps-with-smart/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2422049
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 title: Turbocharge Your Rails Apps with Smart Database Indexing
 description: "Is your Rails application running slow? Are search queries taking forever to complete? The solution might be simpler than you think."
+seo_override: true
 date: 2025-04-21
 created_at: '2025-04-21T13:19:24Z'
 edited_at: '2025-05-04T10:56:39Z'
diff --git a/content/blog/ultimate-guide-hiring-ruby-on-rails-developers/index.md b/content/blog/ultimate-guide-hiring-ruby-on-rails-developers/index.md
index 42c741c2c..450b0b05b 100644
--- a/content/blog/ultimate-guide-hiring-ruby-on-rails-developers/index.md
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@@ -6,6 +6,7 @@ dev_to_id: 1918313
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 title: The Ultimate Guide to Hiring Ruby on Rails Developers
 description: "Ruby on Rails (RoR) is a top choice and a pivotal tool in web development, especially for startups."
+seo_override: true
 created_at: '2024-07-10T09:32:48Z'
 edited_at: '2024-11-25T15:33:10Z'
 date: 2024-07-10
diff --git a/content/blog/understanding-distinctions-web-development-software-explained/index.md b/content/blog/understanding-distinctions-web-development-software-explained/index.md
index 77482809f..d652bf01b 100644
--- a/content/blog/understanding-distinctions-web-development-software-explained/index.md
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@@ -6,6 +6,7 @@ dev_to_id: 2223826
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 title: 'Understanding the Distinctions: Web Development and Software Development Explained'
 description: "When it comes to tech careers, web development and software development often get tossed around like they're the same thing. But they're not."
+seo_override: true
 created_at: '2025-01-19T06:45:24Z'
 edited_at: '2025-01-30T02:42:37Z'
 date: 2025-01-19
diff --git a/content/blog/understanding-fractional-positions-future-of-flexible-employment-in-2025/index.md b/content/blog/understanding-fractional-positions-future-of-flexible-employment-in-2025/index.md
index 093587f43..05ad0e786 100644
--- a/content/blog/understanding-fractional-positions-future-of-flexible-employment-in-2025/index.md
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@@ -6,6 +6,7 @@ dev_to_id: 2244362
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 title: 'Understanding Fractional Positions: The Future of Flexible Employment in 2025'
 description: "Fractional positions are changing how we work, giving both companies and workers more flexibility. In 2025, this trend is expected to grow even more."
+seo_override: true
 created_at: '2025-01-27T11:32:03Z'
 edited_at: '2025-01-30T02:35:59Z'
 draft: false
diff --git a/content/blog/understanding-intersection-of-software-development-web-key-insights-for/index.md b/content/blog/understanding-intersection-of-software-development-web-key-insights-for/index.md
index f980194f8..3f6afe33e 100644
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 title: 'Understanding the Intersection of Software Development and Web Development: Key Insights for Aspiring Developers'
 description: "Hey there! So, you're thinking about diving into the world of software development and web development, huh?"
+seo_override: true
 created_at: '2025-01-15T04:22:14Z'
 edited_at: '2025-01-30T02:44:57Z'
 draft: false
diff --git a/content/blog/understanding-optimistic-pessimistic-locking-in-ruby-on-rails/index.md b/content/blog/understanding-optimistic-pessimistic-locking-in-ruby-on-rails/index.md
index 44eafe1d1..672f7d0b6 100644
--- a/content/blog/understanding-optimistic-pessimistic-locking-in-ruby-on-rails/index.md
+++ b/content/blog/understanding-optimistic-pessimistic-locking-in-ruby-on-rails/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2187281
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 title: Understanding Optimistic and Pessimistic Locking in Ruby on Rails
 description: "When several people touch a database simultaneously, software conflicts can occur when more than one user tries to update the same record."
+seo_override: true
 created_at: '2025-01-03T10:10:53Z'
 edited_at: '2025-01-04T08:17:35Z'
 draft: false
diff --git a/content/blog/unlocking-efficiency-how-internal-developer-platforms-transform-software-development-in-2025/index.md b/content/blog/unlocking-efficiency-how-internal-developer-platforms-transform-software-development-in-2025/index.md
index 2be00f3c7..bb83dbf90 100644
--- a/content/blog/unlocking-efficiency-how-internal-developer-platforms-transform-software-development-in-2025/index.md
+++ b/content/blog/unlocking-efficiency-how-internal-developer-platforms-transform-software-development-in-2025/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2186624
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 title: 'Unlocking Efficiency: How Internal Developer Platforms Transform Software Development in 2025'
 description: "In 2025, software development is getting a major upgrade with internal developer platforms (IDPs)."
+seo_override: true
 created_at: '2025-01-02T21:55:13Z'
 edited_at: '2025-01-30T02:54:30Z'
 date: 2025-01-02
diff --git a/content/blog/unlocking-opportunities-best-staffing-agencies-elevate-your-career-in-2024/index.md b/content/blog/unlocking-opportunities-best-staffing-agencies-elevate-your-career-in-2024/index.md
index 654840654..48871d0e9 100644
--- a/content/blog/unlocking-opportunities-best-staffing-agencies-elevate-your-career-in-2024/index.md
+++ b/content/blog/unlocking-opportunities-best-staffing-agencies-elevate-your-career-in-2024/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2181720
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 title: 'Unlocking Opportunities: The Best Staffing Agencies to Elevate Your Career in 2024'
 description: "Looking to take your career to the next level in 2024? Staffing agencies might just be your secret weapon."
+seo_override: true
 created_at: '2024-12-30T11:13:14Z'
 edited_at: '2025-01-30T03:15:48Z'
 date: 2024-12-30
diff --git a/content/blog/unlocking-opportunities-future-of-talent-manager-jobs-in-2024/index.md b/content/blog/unlocking-opportunities-future-of-talent-manager-jobs-in-2024/index.md
index 5d1a52483..24c953c6f 100644
--- a/content/blog/unlocking-opportunities-future-of-talent-manager-jobs-in-2024/index.md
+++ b/content/blog/unlocking-opportunities-future-of-talent-manager-jobs-in-2024/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2164821
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 title: 'Unlocking Opportunities: The Future of Talent Manager Jobs in 2024'
 description: "Hey there! So, looking into the future, 2024 is shaping up to be a wild ride for talent manager jobs."
+seo_override: true
 created_at: '2024-12-19T10:10:43Z'
 edited_at: '2024-12-19T11:07:52Z'
 date: 2024-12-19
diff --git a/content/blog/unlocking-opportunities-how-marketplace-jobs-are-transforming-job-market-in-2025/index.md b/content/blog/unlocking-opportunities-how-marketplace-jobs-are-transforming-job-market-in-2025/index.md
index 9032070f0..6b305cb26 100644
--- a/content/blog/unlocking-opportunities-how-marketplace-jobs-are-transforming-job-market-in-2025/index.md
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 title: 'Unlocking Opportunities: How Marketplace Jobs Are Transforming the Job Market in 2025'
 description: "Marketplace jobs are really shaking things up in 2025. They're not like your typical 9-to-5 gigs."
+seo_override: true
 created_at: '2025-01-13T11:23:24Z'
 edited_at: '2025-01-30T02:46:20Z'
 draft: false
diff --git a/content/blog/unlocking-power-of-hexagonal-architecture-in-rails-development/index.md b/content/blog/unlocking-power-of-hexagonal-architecture-in-rails-development/index.md
index 8a8281eb6..6152cbb5b 100644
--- a/content/blog/unlocking-power-of-hexagonal-architecture-in-rails-development/index.md
+++ b/content/blog/unlocking-power-of-hexagonal-architecture-in-rails-development/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2187802
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 title: Unlocking the Power of Hexagonal Architecture in Rails Development
 description: "Last night, Fito and I watched Alistair Cockburn's Hexagonal Architecture talk from the Tech Excellence Conference."
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 created_at: '2025-01-03T16:47:24Z'
 edited_at: '2025-01-30T02:53:46Z'
 draft: false
diff --git a/content/blog/unlocking-secrets-of-ruby-debugging-from-basics-advanced-tools/index.md b/content/blog/unlocking-secrets-of-ruby-debugging-from-basics-advanced-tools/index.md
index 7d09578f9..ac84d8f6e 100644
--- a/content/blog/unlocking-secrets-of-ruby-debugging-from-basics-advanced-tools/index.md
+++ b/content/blog/unlocking-secrets-of-ruby-debugging-from-basics-advanced-tools/index.md
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 title: 'Unlocking the Secrets of Ruby Debugging: From Basics to Advanced Tools'
 description: "Debugging is a critical skill for Ruby developers, and a recent blog post from the RubyMine team sheds light on effective debugging techniques."
+seo_override: true
 created_at: '2024-12-24T12:12:38Z'
 edited_at: '2025-01-30T03:22:54Z'
 date: 2024-12-24
diff --git a/content/blog/unlocking-success-how-mvp-dev-transforms-your-app-development-journey/index.md b/content/blog/unlocking-success-how-mvp-dev-transforms-your-app-development-journey/index.md
index 49b493497..a24f7a576 100644
--- a/content/blog/unlocking-success-how-mvp-dev-transforms-your-app-development-journey/index.md
+++ b/content/blog/unlocking-success-how-mvp-dev-transforms-your-app-development-journey/index.md
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 title: 'Unlocking Success: How MVP Dev Transforms Your App Development Journey'
 description: "So you're thinking about building an app, huh? It's a big journey, but there's a way to make it smoother and smarter. Enter MVP dev."
+seo_override: true
 created_at: '2024-12-19T11:15:06Z'
 edited_at: '2024-12-19T11:26:11Z'
 draft: false
diff --git a/content/blog/unlocking-success-how-mvp-development-services-can-propel-your-startup-forward/index.md b/content/blog/unlocking-success-how-mvp-development-services-can-propel-your-startup-forward/index.md
index 0690c63af..17a6cd90f 100644
--- a/content/blog/unlocking-success-how-mvp-development-services-can-propel-your-startup-forward/index.md
+++ b/content/blog/unlocking-success-how-mvp-development-services-can-propel-your-startup-forward/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2202855
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 title: 'Unlocking Success: How MVP Development Services Can Propel Your Startup Forward'
 description: "Starting a new business is no small feat, and having a solid plan can make all the difference."
+seo_override: true
 created_at: '2025-01-13T03:18:13Z'
 edited_at: '2025-01-30T02:47:00Z'
 date: 2025-01-13
diff --git a/content/blog/unlocking-success-how-software-engineer-can-build-thriving-business-in-2025/index.md b/content/blog/unlocking-success-how-software-engineer-can-build-thriving-business-in-2025/index.md
index ca7255896..784aa5112 100644
--- a/content/blog/unlocking-success-how-software-engineer-can-build-thriving-business-in-2025/index.md
+++ b/content/blog/unlocking-success-how-software-engineer-can-build-thriving-business-in-2025/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2248179
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 title: 'Unlocking Success: How a Software Engineer Can Build a Thriving Business in 2025'
 description: "Thinking about starting your own business as a software engineer in 2025? You're not alone. Many are turning their coding skills into successful ventures."
+seo_override: true
 created_at: '2025-01-29T11:53:25Z'
 date: 2025-01-29
 edited_at: '2025-01-30T02:32:25Z'
diff --git a/content/blog/unlocking-success-innovative-strategies-find-employees-for-free-in-2025/index.md b/content/blog/unlocking-success-innovative-strategies-find-employees-for-free-in-2025/index.md
index 6f34cefd5..e58a8a6d0 100644
--- a/content/blog/unlocking-success-innovative-strategies-find-employees-for-free-in-2025/index.md
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@@ -6,6 +6,7 @@ dev_to_id: 2227903
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 title: 'Unlocking Success: Innovative Strategies to Find Employees for Free in 2025'
 description: "Finding employees without spending a dime might seem impossible, but in 2025, it's all about creativity and smart strategies."
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 created_at: '2025-01-20T11:28:14Z'
 edited_at: '2025-01-30T02:41:56Z'
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diff --git a/content/blog/unveiling-python-312-leap-forward-in-programming-excellence/index.md b/content/blog/unveiling-python-312-leap-forward-in-programming-excellence/index.md
index d53f1ee13..bb83804ba 100644
--- a/content/blog/unveiling-python-312-leap-forward-in-programming-excellence/index.md
+++ b/content/blog/unveiling-python-312-leap-forward-in-programming-excellence/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2167570
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 title: 'Unveiling Python 3.12: A Leap Forward in Programming Excellence'
 description: "The Python Software Foundation has officially released Python 3.12 on October 2, 2023, introducing a host of new features and performance enhancements."
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 created_at: '2024-12-20T22:58:43Z'
 edited_at: '2025-01-30T03:27:29Z'
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diff --git a/content/blog/weekly-ruby-roundup-highlights-from-4/index.md b/content/blog/weekly-ruby-roundup-highlights-from-4/index.md
index 5ae2e90fb..3a59add3c 100644
--- a/content/blog/weekly-ruby-roundup-highlights-from-4/index.md
+++ b/content/blog/weekly-ruby-roundup-highlights-from-4/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2193530
 dev_to_url: https://dev.to/jetthoughts/weekly-ruby-roundup-highlights-from-ruby-4-1435
 title: 'Weekly Ruby Roundup: Highlights from Ruby #4'
 description: "This week in the Ruby community was bustling with activity, featuring a variety of articles and announcements that cater to developers and enthusiasts alike."
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 created_at: '2025-01-07T18:42:25Z'
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diff --git a/content/blog/what-do-for-developer-when-wip-limit-reached-agile-kanban/index.md b/content/blog/what-do-for-developer-when-wip-limit-reached-agile-kanban/index.md
index d0446cee6..2efde3db5 100644
--- a/content/blog/what-do-for-developer-when-wip-limit-reached-agile-kanban/index.md
+++ b/content/blog/what-do-for-developer-when-wip-limit-reached-agile-kanban/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1852581
 dev_to_url: https://dev.to/jetthoughts/what-to-do-for-the-developer-when-the-wip-limit-is-reached-50i
 title: What to do for the developer when the WIP limit is reached
 description: "Did you reach WIP limits and don’t know what to do? And you don’t want to procrastinate, do you?"
+seo_override: true
 created_at: '2024-05-14T11:42:29Z'
 date: 2024-05-14
 edited_at: '2024-11-26T16:05:47Z'
diff --git a/content/blog/what-do-when-you-have-big-pr-blocking-other-issues-development-productivity/index.md b/content/blog/what-do-when-you-have-big-pr-blocking-other-issues-development-productivity/index.md
index 65d68beec..7f4c6bd56 100644
--- a/content/blog/what-do-when-you-have-big-pr-blocking-other-issues-development-productivity/index.md
+++ b/content/blog/what-do-when-you-have-big-pr-blocking-other-issues-development-productivity/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1997076
 dev_to_url: https://dev.to/jetthoughts/what-to-do-when-you-have-a-big-pr-blocking-other-issues-2cfn
 title: What to Do When You Have a Big PR Blocking Other Issues
 description: "Sometimes, despite your best efforts, you end up with a large pull request (PR) that blocks other tasks."
+seo_override: true
 created_at: '2024-09-11T16:24:29Z'
 edited_at: '2024-11-25T15:32:29Z'
 draft: false
diff --git a/content/blog/what-founder-mode-really-means/index.md b/content/blog/what-founder-mode-really-means/index.md
index 7a7911ddb..deda9aa0b 100644
--- a/content/blog/what-founder-mode-really-means/index.md
+++ b/content/blog/what-founder-mode-really-means/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2242904
 dev_to_url: https://dev.to/jetthoughts/what-founder-mode-really-means-1ab8
 title: What Founder Mode Really Means
 description: "In a recent talk at a Y Combinator alumni event, Airbnb CEO Brian Chesky shared insights on the concept of \"founder mode\"."
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 created_at: '2025-01-27T00:47:24Z'
 date: 2025-01-27
 edited_at: '2025-01-30T02:37:12Z'
diff --git a/content/blog/what-non-tech-founders-often-miss/index.md b/content/blog/what-non-tech-founders-often-miss/index.md
index fdb33fca5..7d04f644b 100644
--- a/content/blog/what-non-tech-founders-often-miss/index.md
+++ b/content/blog/what-non-tech-founders-often-miss/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2110985
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 title: What Non-Tech Founders Often Miss
 description: "I have worked with many non-technical founders. They often make the same mistakes, which wastes time and money. They mean well, but problems happen."
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 created_at: '2024-11-18T17:23:57Z'
 edited_at: '2024-12-12T12:16:29Z'
 date: 2024-11-18
diff --git a/content/blog/what-ruby-on-rails-middleware/index.md b/content/blog/what-ruby-on-rails-middleware/index.md
index e6f7c831d..5af2e9fbf 100644
--- a/content/blog/what-ruby-on-rails-middleware/index.md
+++ b/content/blog/what-ruby-on-rails-middleware/index.md
@@ -6,6 +6,7 @@ dev_to_id: 1277349
 dev_to_url: https://dev.to/jetthoughts/what-is-ruby-on-rails-middleware-54hn
 title: What is Ruby on Rails Middleware.
 description: "The middleware component sits between the client and the server, processing inbound requests and outbound responses."
+seo_override: true
 created_at: '2022-11-29T17:08:51Z'
 edited_at: '2024-11-25T15:40:18Z'
 date: 2022-11-29
diff --git a/content/blog/who-blame-when-project-fails-blamegame/index.md b/content/blog/who-blame-when-project-fails-blamegame/index.md
index 659737421..8884d0670 100644
--- a/content/blog/who-blame-when-project-fails-blamegame/index.md
+++ b/content/blog/who-blame-when-project-fails-blamegame/index.md
@@ -6,6 +6,7 @@ dev_to_id: 462554
 dev_to_url: https://dev.to/jetthoughts/who-is-to-blame-when-a-project-fails-2ahn
 title: Who is to blame when a project fails?
 description: "Large projects continue to fail, often with disastrous results for the organizations involved. Do you know the reasons they fail and how to avoid them?"
+seo_override: true
 created_at: '2020-09-22T07:38:55Z'
 date: 2020-09-22
 edited_at: '2024-11-25T15:41:54Z'
diff --git a/content/blog/why-assigning-tasks-directly-from-backlog-hurts-team-collaboration-efficiency-agile-startup/index.md b/content/blog/why-assigning-tasks-directly-from-backlog-hurts-team-collaboration-efficiency-agile-startup/index.md
index 282b81f11..58e7d3e82 100644
--- a/content/blog/why-assigning-tasks-directly-from-backlog-hurts-team-collaboration-efficiency-agile-startup/index.md
+++ b/content/blog/why-assigning-tasks-directly-from-backlog-hurts-team-collaboration-efficiency-agile-startup/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2017433
 dev_to_url: https://dev.to/jetthoughts/why-assigning-tasks-directly-from-the-backlog-hurts-team-collaboration-and-efficiency-2mbm
 title: Why Assigning Tasks Directly from the Backlog Hurts Team Collaboration and Efficiency
 description: "In the fast-paced world of startups, poor task management can cripple team productivity and drain profits."
+seo_override: true
 created_at: '2024-09-27T14:45:43Z'
 edited_at: '2024-11-25T15:32:08Z'
 date: 2024-09-27
diff --git a/content/blog/why-your-form-submission-fails-hotwire-cloudflare-missing-validation-messages-rails/index.md b/content/blog/why-your-form-submission-fails-hotwire-cloudflare-missing-validation-messages-rails/index.md
index b0cd87fde..55e9e80af 100644
--- a/content/blog/why-your-form-submission-fails-hotwire-cloudflare-missing-validation-messages-rails/index.md
+++ b/content/blog/why-your-form-submission-fails-hotwire-cloudflare-missing-validation-messages-rails/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2024297
 dev_to_url: https://dev.to/jetthoughts/why-your-form-submission-fails-hotwire-cloudflare-and-missing-validation-messages-1a3o
 title: 'Why Your Form Submission Fails: Hotwire/Turbo 1.x, Cloudflare, and Missing Validation Messages'
 description: "Recently, we encountered a bug in our application. A user reported that after submitting a form, nothing happened."
+seo_override: true
 created_at: '2024-10-03T12:16:04Z'
 edited_at: '2024-11-25T15:32:00Z'
 draft: false
diff --git a/content/blog/y-combinator-co-founder-jessica-livingston-on-beginnings-of-yc/index.md b/content/blog/y-combinator-co-founder-jessica-livingston-on-beginnings-of-yc/index.md
index 48c247347..c664f5824 100644
--- a/content/blog/y-combinator-co-founder-jessica-livingston-on-beginnings-of-yc/index.md
+++ b/content/blog/y-combinator-co-founder-jessica-livingston-on-beginnings-of-yc/index.md
@@ -6,6 +6,7 @@ dev_to_id: 2234058
 dev_to_url: https://dev.to/jetthoughts/y-combinator-co-founder-jessica-livingston-on-the-beginnings-of-yc-3kp
 title: Y Combinator Co-Founder Jessica Livingston on the Beginnings of YC
 description: "In the early days of startup culture, there was a significant gap in funding options for entrepreneurs."
+seo_override: true
 created_at: '2025-01-22T18:37:25Z'
 edited_at: '2025-01-30T02:40:26Z'
 date: 2025-01-22