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Expand Paper Factory venue and GPU workflows - #8

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JamesSand wants to merge 18 commits into
mainfrom
factory-dev
Open

Expand Paper Factory venue and GPU workflows#8
JamesSand wants to merge 18 commits into
mainfrom
factory-dev

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@JamesSand

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Summary

  • add URL-driven last-cycle venue research, server-side idea chaining, automatic paper startup, and resilient reviewer cleanup
  • add WACV venue/template support plus GPU Scout and direct-GPU operating guidance
  • document the Auto Research deployment and include WSDM registration and progress references

Test plan

  • Run .venv/bin/python -m pytest -q tests (290 passed)
  • Validate changed frontend JavaScript with node --check
  • Run git diff --check
  • Manually exercise the last-cycle Studio flow in Paper Factory

Made with Cursor

JamesSand and others added 18 commits August 15, 2026 02:35
In last-cycle mode the venue's own taste is the direction, so the picker
only invites a stale, misleading value - the studio is created with an
open custom direction instead. The Venue picker stays: it is the one
input the deep research cannot do without.

Co-authored-by: Cursor <cursoragent@cursor.com>
Last-cycle mode gains a venue-page field: the URL is stored on the studio
(create body or the venue action can set/override it) and leads the deep
research prompt as the crawl entry point - awards or accepted-papers page
first, own web search only as fallback.

Co-authored-by: Cursor <cursoragent@cursor.com>
Studios created in last-cycle mode carry a venue_kickoff flag: the studio
page drops the arXiv mining step entirely (steps renumber themselves),
the subtitle says what is actually happening, plain Generate-ideas
defaults to the venue report as its grounding, and its gating waits on
the report instead of asking for a mining run that will never happen.

Co-authored-by: Cursor <cursoragent@cursor.com>
A WSDM URL lost an argument with the dropdown's default ICLR: the agent
dutifully surveyed the wrong conference and said so in its own summary.
Now a supplied URL decides which venue gets researched - the catalog
picker disappears in last-cycle mode and only ever chooses a paper
template - and the research-then-ideas chain moved out of browser memory
into the venue job itself, so a page reload can no longer strand a
finished report without its ideas.

Co-authored-by: Cursor <cursoragent@cursor.com>
Add WACV-ready paper generation, automatic paper startup, personalized research notes, and an SSH-based GPU scout so factory runs stay aligned with venue requirements without relying on the broken Slurm queue.

Co-authored-by: Cursor <cursoragent@cursor.com>
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Avoid wedging completed review panels on transient temporary-file cleanup and preserve the latest monitored paper progress.

Co-authored-by: Cursor <cursoragent@cursor.com>
Adopt main's latest backend and UI design while retaining the factory-specific venue workflow and WACV support.

Co-authored-by: Cursor <cursoragent@cursor.com>
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