diff --git a/.gitignore b/.gitignore
index 0eb5573..8afa823 100644
--- a/.gitignore
+++ b/.gitignore
@@ -20,6 +20,7 @@ downloads/
 eggs/
 .eggs/
 lib/
+!frontend/src/lib/
 lib64/
 parts/
 sdist/
diff --git a/compass-ui-day3-prompt.txt b/compass-ui-day3-prompt.txt
new file mode 100644
index 0000000..b50c8d3
--- /dev/null
+++ b/compass-ui-day3-prompt.txt
@@ -0,0 +1,159 @@
+COMPASS — UI GENERATION PROMPT (Day 3 Build)
+=============================================
+Generate a complete, functional React 19 + Vite + TypeScript application.
+This is NOT a mockup — it must connect to a real backend API.
+
+---
+
+CONTEXT
+-------
+Compass is a local AI knowledge assistant for small businesses.
+The backend is already built (FastAPI at localhost:8000).
+Today we are building the frontend: 3 screens + shell.
+
+---
+
+DESIGN SYSTEM (use these tokens exactly)
+-----------------------------------------
+
+Colors:
+  --compass-void:      #0A0A0F    (app background)
+  --compass-surface:   #12121A    (card/panel bg)
+  --compass-elevated:  #1C1C27    (modals, dropdowns)
+  --compass-border:    #2A2A3A    (subtle borders)
+  --compass-muted:     #3D3D52    (disabled, placeholder)
+  --compass-text-dim:  #8888A8    (secondary labels)
+  --compass-text:      #E8E8F0    (primary text)
+  --compass-white:     #F5F5FF    (headings)
+  --compass-blue:      #4F8EF7    (primary actions)
+  --compass-blue-dim:  #1A3A7A    (hover states)
+  --compass-green:     #3DD68C    (success, indexed)
+  --compass-amber:     #F7B84F    (warning, pending)
+  --compass-red:       #F75F5F    (error, delete)
+  --compass-purple:    #A78BFA    (suggestions, insights)
+
+Typography: Inter (sans-serif), monospace: JetBrains Mono
+  Body: 15px/1.6 weight 400
+  Labels: 13px/1.5 weight 500
+  Headings: 22px/1.3 weight 600
+
+Radius: inputs 6px, cards 10px, modals 16px, badges 9999px
+Spacing: 8px base scale (4, 8, 12, 16, 20, 24, 32, 40, 48, 64)
+
+Styling: Tailwind CSS with CSS custom properties for tokens
+Icons: Lucide React (outline style)
+
+---
+
+BACKEND API (already running at http://localhost:8000)
+------------------------------------------------------
+
+GET /health
+  → { "status": "ok", "documents_indexed": number }
+
+POST /chat
+  Headers: { "X-API-Key": string } (optional, from env)
+  Body: { "question": string, "session_id": string }
+  → { "answer": string, "sources": [{"doc_name": string, "doc_id": string}], "suggestion": string | null, "session_id": string }
+
+POST /upload
+  Headers: { "X-API-Key": string } (optional)
+  Body: FormData with "file" field
+  → { "filename": string, "doc_id": string, "message": string }
+
+GET /documents
+  Headers: { "X-API-Key": string } (optional)
+  → { "documents": [{"doc_id": string, "doc_name": string}] }
+
+---
+
+WHAT TO BUILD (3 screens + shell)
+----------------------------------
+
+1. SHELL (layout)
+   - Left sidebar (240px, fixed):
+     - Top: Compass logo (compass needle icon from Lucide, --compass-blue) + "Compass" wordmark
+     - Nav items: Chat (MessageSquare icon), Knowledge Base (FolderOpen icon)
+     - Active state: left border 2px --compass-blue, bg rgba(79,142,247,0.15)
+     - Hover: bg rgba(79,142,247,0.08)
+     - Bottom: small "v0.2" version tag in --compass-text-dim
+   - Main content area: fluid, right of sidebar
+   - Top bar (56px): page title left, health status indicator right
+     (green dot + "Connected" or red dot + "Disconnected" — call GET /health on mount)
+   - Use React Router for navigation between screens
+
+2. CHAT SCREEN (primary, default route: /)
+   - This is the most important screen. It must feel fast and clean.
+   - Chat panel centered, max-width 780px
+   - Messages area (scrollable, flex-grow):
+     - Empty state: "What would you like to know about your company?" centered in --compass-text-dim
+     - User messages: right-aligned, bg --compass-blue-dim, border 1px rgba(79,142,247,0.3), radius 16px 16px 4px 16px
+     - Assistant messages: left-aligned, bg --compass-surface, border 1px --compass-border, radius 16px 16px 16px 4px
+     - Inside assistant message:
+       a) Answer text (render markdown: bold, code, lists)
+       b) Sources row below answer (separated by 1px line):
+          - "Sources" label in --text-xs --compass-text-dim
+          - Pill badges for each source: "📄 {doc_name}" in small chips
+       c) Suggestion block (only if suggestion is not null):
+          - Left border 3px --compass-purple
+          - bg rgba(167,139,250,0.07)
+          - "💡 {suggestion text}" in --text-sm
+     - Loading state: 3 pulsing dots in --compass-blue while waiting for response
+   - Input area (sticky bottom):
+     - Textarea with auto-resize (max 4 lines)
+     - Placeholder: "Ask anything about your company..."
+     - Send button inside textarea (right side), circular 32px
+       - --compass-blue when text present, --compass-muted when empty
+       - Icon: ArrowUp from Lucide
+     - Submit on Enter (Shift+Enter for newline)
+   - Session management:
+     - Generate a random session_id on first load, persist in state
+     - Show "Session: {id} · {n} messages" below input in --text-xs --compass-text-dim
+   - Auto-scroll to bottom on new message
+
+3. KNOWLEDGE BASE SCREEN (route: /knowledge)
+   - Header: "Knowledge Base" title + "Upload document" primary button (Upload icon)
+   - Stats bar: pill badges showing "{n} Documents" — fetch from GET /documents on mount
+   - Document grid (3 columns desktop, 2 tablet, 1 mobile, gap 16px):
+     - Each card (--compass-surface, radius 10px, border 1px --compass-border):
+       - File type icon (FileText from Lucide) + doc_name (weight 600)
+       - "Indexed" green badge (bottom)
+       - Hover: border-color --compass-blue, translateY(-2px) transition
+   - Upload modal (triggered by "Upload document" button):
+     - Full-screen overlay with backdrop blur
+     - Centered card (520px)
+     - Drag-and-drop zone: dashed border, 200px height
+       - Icon: Upload from Lucide
+       - "Drop PDF, Markdown, TXT or DOCX here"
+       - "or click to browse"
+     - On file drop/select: show filename + spinner + "Indexing..."
+     - On success (POST /upload returns): green checkmark + "Indexed" + refresh document list
+     - On error: red X + error message
+     - Close button top-right
+   - Empty state: large FileText icon + "No documents yet" + "Upload your first document" button
+
+---
+
+TECHNICAL REQUIREMENTS
+----------------------
+- React 19 + Vite + TypeScript
+- Tailwind CSS v4 for styling
+- React Router v7 for navigation
+- Lucide React for icons
+- Use fetch() for API calls (no axios needed)
+- Render markdown in chat responses (use react-markdown)
+- All API calls should handle errors gracefully (show toast or inline error)
+- Toast notifications: bottom-right, auto-dismiss 4s
+  - Success: green left border
+  - Error: red left border
+- Store session_id and messages in React state (no persistence needed yet)
+- The app should work immediately when pointed at the backend at localhost:8000
+- CORS is already configured on the backend for localhost:5173
+
+DO NOT BUILD:
+- Settings screen (not needed yet)
+- Onboarding flow (not needed yet)
+- Decisions, Insights, or Alerts screens
+- Authentication/login
+- Dark/light theme toggle
+- Mobile bottom tab bar
diff --git a/compass-ui-prompt.txt b/compass-ui-prompt.txt
new file mode 100644
index 0000000..a10155b
--- /dev/null
+++ b/compass-ui-prompt.txt
@@ -0,0 +1,542 @@
+COMPASS — COMPLETE UI DESIGN PROMPT
+=====================================
+For use with AI UI generation systems (v0, Lovable, Bolt, etc.)
+
+---
+
+PRODUCT OVERVIEW
+----------------
+Compass is the operational brain of a small company. It ingests company documents (PDFs, Markdown, TXT), indexes them with a hierarchical tree structure, and lets the owner ask questions in natural language with cited answers. It proactively suggests what to document next.
+
+Primary user: the owner of a 1–10 person company. They use it daily to ask questions, upload docs, and track decisions. Every screen must feel fast, calm, and focused — no clutter, no enterprise bloat.
+
+---
+
+DESIGN SYSTEM
+-------------
+
+### Color Palette
+
+```
+--compass-void:      #0A0A0F   /* app background */
+--compass-surface:   #12121A   /* card / panel bg */
+--compass-elevated:  #1C1C27   /* modals, dropdowns */
+--compass-border:    #2A2A3A   /* subtle borders */
+--compass-muted:     #3D3D52   /* disabled, placeholder */
+--compass-text-dim:  #8888A8   /* secondary labels */
+--compass-text:      #E8E8F0   /* primary text */
+--compass-white:     #F5F5FF   /* headings */
+
+--compass-blue:      #4F8EF7   /* primary actions */
+--compass-blue-dim:  #1A3A7A   /* button bg hover */
+--compass-green:     #3DD68C   /* success, indexed */
+--compass-amber:     #F7B84F   /* warning, pending */
+--compass-red:       #F75F5F   /* error, delete */
+--compass-purple:    #A78BFA   /* suggestion, insight */
+```
+
+### Typography
+
+```
+Font family: "Inter" (sans-serif) — fallback: system-ui
+Monospace: "JetBrains Mono" — for code, IDs, timestamps
+
+Scale:
+  --text-xs:   11px / 1.4
+  --text-sm:   13px / 1.5
+  --text-base: 15px / 1.6
+  --text-lg:   18px / 1.5
+  --text-xl:   22px / 1.3
+  --text-2xl:  28px / 1.2
+  --text-3xl:  36px / 1.15
+
+Weights: 400 (body), 500 (label), 600 (subheading), 700 (heading)
+```
+
+### Spacing Scale (8px base)
+
+```
+--space-1:  4px
+--space-2:  8px
+--space-3:  12px
+--space-4:  16px
+--space-5:  20px
+--space-6:  24px
+--space-8:  32px
+--space-10: 40px
+--space-12: 48px
+--space-16: 64px
+```
+
+### Border Radius
+
+```
+--radius-sm:  6px   (inputs, tags)
+--radius-md:  10px  (cards, panels)
+--radius-lg:  16px  (modals)
+--radius-xl:  24px  (floating elements)
+--radius-full: 9999px (badges, avatars)
+```
+
+### Shadows
+
+```
+--shadow-sm:  0 1px 3px rgba(0,0,0,0.4)
+--shadow-md:  0 4px 16px rgba(0,0,0,0.5)
+--shadow-lg:  0 8px 32px rgba(0,0,0,0.6)
+--glow-blue:  0 0 20px rgba(79,142,247,0.25)
+--glow-purple:0 0 20px rgba(167,139,250,0.2)
+```
+
+### Component Patterns
+
+**Primary Button**
+- bg: --compass-blue, text: white, radius: --radius-sm
+- hover: bg lightens 10%, box-shadow: --glow-blue
+- active: scale(0.97)
+- disabled: opacity 0.4, cursor not-allowed
+
+**Input / Textarea**
+- bg: --compass-surface, border: 1px solid --compass-border
+- focus: border-color --compass-blue, box-shadow: 0 0 0 3px rgba(79,142,247,0.15)
+- placeholder: --compass-text-dim
+- border-radius: --radius-sm
+
+**Card**
+- bg: --compass-surface, border: 1px solid --compass-border
+- border-radius: --radius-md
+- padding: --space-5 or --space-6
+
+**Badge / Tag**
+- Small pill: --radius-full, font-weight 500, --text-xs
+- Colors: green (indexed), amber (pending), blue (default), red (error)
+
+**Sidebar Nav Item**
+- hover: bg rgba(79,142,247,0.08)
+- active: bg rgba(79,142,247,0.15), left border 2px solid --compass-blue
+- icon + label, 40px height, --radius-sm
+
+---
+
+LAYOUT
+------
+
+### Global Shell
+
+Left sidebar (240px, fixed) + main content area (fluid).
+Mobile: sidebar collapses to bottom tab bar (5 icons).
+
+**Sidebar contents:**
+- Top: Compass logo (compass needle icon, 20px, --compass-blue) + wordmark
+- Nav links: Chat, Knowledge Base, Decisions, Insights, Settings
+- Bottom: Company name + avatar (first 2 letters, circular), version tag
+
+**Top bar (inside main area):**
+- Page title (left), action buttons (right)
+- Height: 56px, border-bottom: 1px solid --compass-border
+
+---
+
+SCREENS
+-------
+
+## SCREEN 1 — ONBOARDING FLOW
+
+Multi-step setup. Shown only on first run. Dark background, centered card (max-width 520px).
+
+**Step 1: Welcome**
+- Large compass needle SVG animation (slow rotation, glowing blue trail)
+- Headline: "Meet Compass" (--text-3xl, --compass-white)
+- Subtext: "Your company's operational brain. Let's get it set up." (--text-base, --compass-text-dim)
+- CTA button: "Get started →" (primary, full-width)
+
+**Step 2: Upload first document**
+- Headline: "Start with one document"
+- Subtext: "Drop your service catalog, team guide, or any company doc."
+- Large drop zone (dashed border --compass-border, bg --compass-surface, 200px height)
+  - Icon: document with up-arrow
+  - Label: "Drop PDF, Markdown or TXT here"
+  - Secondary: "or click to browse"
+- On file drop: file name appears with a spinner, then green checkmark + "Indexed"
+- CTA: "Continue" (disabled until file is indexed)
+
+**Step 3: Test it**
+- Headline: "Ask your first question"
+- Pre-filled suggestion chips below: "What services do you offer?", "Who's on the team?", "What's the onboarding process?"
+- Chat input at bottom (same as main chat UI)
+- On submit: shows answer with source citation
+- CTA: "Go to Compass" (takes user to main chat)
+
+**Progress indicator:** 3 dots at bottom of card (filled = completed, outlined = pending)
+
+---
+
+## SCREEN 2 — CHAT (PRIMARY INTERFACE)
+
+This is the main screen. Used daily. Must feel fast and clean.
+
+### Layout
+
+Left sidebar (nav). Right: chat panel (full remaining width).
+Chat panel: max-width 780px, centered inside content area.
+
+### Chat Panel Structure
+
+**Header (56px):**
+- Left: "Chat" label (--text-lg, 600 weight)
+- Right: session selector — pill button showing current session ("default" or custom name), clicking opens a dropdown of recent sessions
+
+**Messages area (flex-grow, overflow-y scroll):**
+- Padding: 24px top/bottom, 0 sides
+- Empty state (no docs): soft centered message with icon + "Upload your first document to start chatting." + Upload button
+- Empty state (docs exist, no messages): "What would you like to know?" in dim text, center-aligned
+
+**Message bubble — User:**
+- Alignment: right
+- bg: --compass-blue-dim, border: 1px solid rgba(79,142,247,0.3)
+- border-radius: 16px 16px 4px 16px
+- padding: 12px 16px
+- text: --compass-white
+
+**Message bubble — Compass (assistant):**
+- Alignment: left
+- bg: --compass-surface, border: 1px solid --compass-border
+- border-radius: 16px 16px 16px 4px
+- padding: 16px 18px
+- text: --compass-text
+
+Inside Compass bubble:
+1. Answer text (markdown rendered: **bold**, `code`, bullet lists)
+2. Sources row (appears below answer, separated by a 1px line):
+   - Label: "Sources" (--text-xs, --compass-text-dim)
+   - Source chips: pill badges showing doc_name + section. Clickable → opens doc detail drawer
+   - Example chip: 📄 servicios.md — Paquetes
+3. Suggestion block (appears when suggestion is present):
+   - Separated from answer by 8px gap
+   - Left border: 3px solid --compass-purple
+   - bg: rgba(167,139,250,0.07)
+   - padding: 10px 14px
+   - Icon: 💡 (or a light-bulb SVG in --compass-purple)
+   - Text: "Suggestion: [suggestion text]" (--text-sm, --compass-text)
+   - Action: "Document this →" link (--compass-purple, underlined on hover)
+
+**Loading state:** 3 animated dots (pulsing, --compass-blue)
+
+**Input area (bottom, sticky):**
+- bg: --compass-void, border-top: 1px solid --compass-border
+- padding: 16px 24px
+- Textarea (auto-resize, max 4 lines):
+  - placeholder: "Ask anything about your company..."
+  - bg: --compass-surface
+  - border: 1px solid --compass-border
+  - border-radius: 12px
+  - padding: 12px 48px 12px 16px
+- Send button: positioned inside textarea, right side, 32x32, circular
+  - Icon: arrow-up
+  - bg: --compass-blue when text present, --compass-muted when empty
+- Below textarea (8px gap): small row showing "Session: default · 3 messages" in --text-xs --compass-text-dim
+
+**Session picker dropdown:**
+- Floating panel (--compass-elevated, --shadow-md)
+- List of sessions: name + last message preview + timestamp
+- Bottom action: "+ New session"
+
+---
+
+## SCREEN 3 — KNOWLEDGE BASE
+
+Manage all indexed documents. Full-page layout.
+
+**Header:**
+- Title: "Knowledge Base"
+- Right actions: "Upload document" (primary button) + search input (expandable)
+
+**Stats bar (below header):**
+- 3 stat pills: "12 Documents", "47 Pages indexed", "Last updated 2h ago"
+- bg: --compass-surface, border: 1px solid --compass-border, border-radius: --radius-full
+- padding: 6px 16px, displayed inline
+
+**Document grid (main area):**
+- 3-column grid on desktop (gap: 16px), 2-col tablet, 1-col mobile
+- Each card (--compass-surface, --radius-md, border: 1px solid --compass-border):
+  - Top: file type icon (PDF = red, MD = blue, TXT = gray) + file name (600 weight)
+  - Middle: description (2 lines max, ellipsis) in --compass-text-dim
+  - Bottom row: type badge + page count + "Indexed" status badge (green)
+  - Hover: border-color --compass-blue, slight translateY(-2px) transition
+  - Three-dot menu (top-right): Delete, Re-index, Download
+
+**Empty state:**
+- Centered: large document icon (outline, --compass-muted) + "No documents yet" + "Upload your first document" button
+
+**Upload modal (triggered by button):**
+- Full-screen overlay (rgba(0,0,0,0.7) backdrop blur 4px)
+- Centered card (520px wide)
+- Large drop zone (same as onboarding step 2)
+- Supported formats note: "PDF, Markdown (.md), Text (.txt) — max 50MB"
+- Upload queue: shows file name + progress bar + status
+- Close button top-right
+
+**Document detail drawer (slides from right, 400px):**
+- Triggered by clicking a document card
+- Header: doc name + type badge + close button
+- Sections:
+  - Metadata: uploaded date, page count, file size
+  - Structure tree: collapsible tree showing PageIndex hierarchy (title → section → subsection)
+  - "Ask about this doc" shortcut: pre-fills chat with doc name context
+
+---
+
+## SCREEN 4 — CONNECTORS (INTEGRATIONS)
+
+Connect external sources. Post-MVP but design it now.
+
+**Layout:** full page with 2 sections
+
+**Connected section** (top):
+- Title: "Active connectors"
+- List of connected sources (card per connector):
+  - Logo + name + "Connected" green badge + last sync time
+  - Actions: "Sync now", "Disconnect"
+
+**Available connectors grid:**
+- Title: "Add a connector"
+- 3-column card grid. Each card:
+  - Logo (48px) + connector name + short description
+  - Status badge: "Coming soon" (amber) or "Connect" button (blue)
+
+**Available connectors to show:**
+- Google Drive (Connect)
+- Notion (Connect)
+- Slack (Coming soon)
+- GitHub (Coming soon)
+- Jira (Coming soon)
+- Confluence (Coming soon)
+- Dropbox (Coming soon)
+- OneDrive (Coming soon)
+
+**Connect flow (Google Drive example):**
+- Clicking "Connect" opens a modal:
+  1. OAuth redirect step (show "You'll be redirected to Google to authorize access")
+  2. Folder picker (after auth): tree of Drive folders with checkboxes
+  3. Sync schedule: "Sync every" dropdown (hourly / daily / manual)
+  4. Confirm button
+
+---
+
+## SCREEN 5 — DECISIONS LOG
+
+Track key company decisions. Stored as a special document type.
+
+**Layout:** full page, list view
+
+**Header:**
+- Title: "Decisions"
+- Right: "Log decision" (primary button)
+
+**Filter bar:**
+- Pills: All | This month | This quarter | By tag
+- Search input: "Search decisions..."
+
+**Decision list:**
+- Each decision item (card):
+  - Date (--text-sm, --compass-text-dim) + tags row (top)
+  - Decision title/summary (--text-base, 600 weight)
+  - Context: 2-line preview of the full decision context
+  - Bottom row: "Asked by [session]" + source link if it came from a chat
+  - Expand chevron to show full decision text
+  - Edit + Delete actions (on hover, right side)
+
+**Log decision modal:**
+- Title input
+- Date picker (defaults to today)
+- Tags input (comma-separated, pill display)
+- Decision text (textarea, 6 lines)
+- Context/reason (textarea, 4 lines, optional)
+- "Save decision" button
+
+**Empty state:**
+- Icon: scales / balance SVG + "No decisions logged yet" + "Log your first decision"
+
+---
+
+## SCREEN 6 — INSIGHTS DASHBOARD
+
+Post-MVP. Show this as a "coming soon" screen with a teaser.
+
+**Layout:** full page
+
+**Coming soon overlay:**
+- bg: --compass-surface with subtle grid pattern overlay (5% opacity)
+- Centered content:
+  - Icon: bar chart / brain hybrid SVG (--compass-purple, 64px)
+  - Headline: "Insights are on their way" (--text-2xl)
+  - Subtext: "Compass will proactively surface patterns, gaps, and trends in your company knowledge."
+  - Email capture: "Get notified when it's ready" + email input + "Notify me" button
+
+**Background teaser (blurred, opacity 30%):**
+Show ghost UI of what Insights will look like:
+- 3 stat cards: "12 knowledge gaps found", "5 decisions this month", "Most asked: services"
+- A bar chart (blurred)
+- A feed of insight cards
+
+---
+
+## SCREEN 7 — ALERTS / PROACTIVE FEED
+
+Where Compass's suggestions accumulate over time.
+
+**Layout:** full page, feed-style
+
+**Header:**
+- Title: "Compass Suggestions"
+- Subtext: "Things Compass thinks you should document"
+- Right: "Mark all read" link
+
+**Feed items (each item = a card):**
+- Top row: purple 💡 icon + timestamp (relative: "2 hours ago")
+- Suggestion text (main body, --text-base)
+- Context: "Came from a chat about: [question that triggered it]" (--text-sm, --compass-text-dim)
+- Actions row: "Create document" (primary small), "Dismiss" (text button, --compass-text-dim)
+- Status: unread items have left border 3px --compass-purple; read items are dimmer
+
+**Dismissed section:**
+- Collapsible: "8 dismissed suggestions" with expand chevron
+- Shows dimmed cards with "Restore" option
+
+**Empty state (no suggestions yet):**
+- 💡 large icon + "No suggestions yet" + "Start chatting to get Compass's first insight"
+
+---
+
+## SCREEN 8 — SETTINGS
+
+**Layout:** settings sidebar (200px) + content panel
+
+**Settings sections (nav items):**
+1. General
+2. Model
+3. Storage
+4. Integrations (link to Connectors screen)
+5. Team (Coming soon)
+6. Danger Zone
+
+### 8.1 General
+- Company name (text input)
+- Language: dropdown (English, Spanish — more TBD)
+- Theme: toggle (Dark — only option for now, "Light coming soon" grayed out)
+- "Save changes" button
+
+### 8.2 Model
+- LLM Provider: display "Ollama (local)" with info tooltip
+- Model name: text input (default: current COMPASS_MODEL)
+- API Base URL: text input (default: http://localhost:11434)
+- Test connection button: shows green "✓ Connected" or red "✗ Failed"
+- "Save" button
+
+### 8.3 Storage
+- Docs path: current path display + "Change" button (file picker)
+- Workspace path: current path + "Change" button
+- Index stats: "12 documents, 47 pages, 2.3MB"
+- "Re-index all documents" button (with confirmation dialog)
+
+### 8.4 Danger Zone
+- Red card with warning border
+- "Delete all indexed data" — destroys workspace, keeps source files
+- "Reset Compass" — wipes everything including source files
+- Each action requires typing "CONFIRM" in an input before enabling the delete button
+
+---
+
+## SCREEN 9 — MULTI-TENANT DASHBOARD (FUTURE)
+
+For when Compass serves multiple companies from one instance.
+
+**Layout:** full page
+
+**Company switcher (top of sidebar):**
+- Current company logo + name + dropdown arrow
+- Dropdown shows list of companies user manages
+
+**Dashboard view:**
+- Table of companies: name, docs count, last activity, status badge
+- Per-company actions: Open, Settings, Archive
+
+**Company card (expanded):**
+- Same stats as single-tenant knowledge base
+- Quick-jump to that company's chat
+
+---
+
+INTERACTION PATTERNS
+--------------------
+
+**File upload (all upload surfaces):**
+1. Drag file over drop zone → border turns --compass-blue, bg subtle blue tint
+2. Drop → file name appears + spinner + "Indexing..."
+3. Success → green checkmark + "Indexed" badge
+4. Error → red X + error message inline
+
+**Chat send:**
+1. User types → send button activates (blue)
+2. Submit → user message appears instantly (optimistic)
+3. Loading indicator (3 dots) appears in assistant bubble position
+4. Response streams in (typewriter effect) OR appears at once
+5. Sources + suggestion appear after answer fades in
+
+**Suggestion → Document:**
+1. User clicks "Document this →" in suggestion
+2. Modal opens with pre-filled title + text from suggestion
+3. User edits, saves
+4. Toast: "Document saved to Knowledge Base"
+
+**Toast notifications:**
+- Bottom-right, 320px wide
+- Types: success (green left border), error (red), info (blue), warning (amber)
+- Auto-dismiss: 4 seconds
+- Manual dismiss: X button
+
+**Confirmation dialogs:**
+- For destructive actions only
+- Center modal (400px), headline + description + cancel + confirm (red for destructive)
+
+---
+
+RESPONSIVE BEHAVIOR
+-------------------
+
+### Desktop (≥1280px)
+Full sidebar + chat panel max-width 780px centered
+
+### Tablet (768–1279px)
+Sidebar collapses to icon-only (48px). Click icon to expand overlay sidebar.
+Chat panel full width.
+
+### Mobile (<768px)
+Sidebar replaced by bottom tab bar (5 icons: Chat, Docs, Decisions, Alerts, Settings).
+Chat input pinned to bottom above tab bar.
+No drawer animations — full page navigation instead.
+
+---
+
+ACCESSIBILITY
+-------------
+- All interactive elements: visible focus ring (2px solid --compass-blue, 2px offset)
+- Color is never the only indicator of state — always paired with icon or text
+- aria-label on icon-only buttons
+- Keyboard navigation: Tab through all interactive elements, Enter/Space to activate
+- Reduced motion: respect prefers-reduced-motion — disable transitions and animations
+- Contrast: all text meets WCAG AA (4.5:1 for body, 3:1 for large text)
+
+---
+
+IMPLEMENTATION NOTES
+--------------------
+- Tech stack: React 19 + Vite + TypeScript
+- Styling: Tailwind CSS with custom CSS variables for design tokens
+- Icons: Lucide React (consistent, clean, outline style)
+- Animations: Framer Motion for page transitions and micro-interactions
+- State: Zustand for global state (session, documents) + React Query for API calls
+- Backend: FastAPI at localhost:8000 (already built)
+- API endpoints in use: GET /health, POST /chat, POST /upload, GET /documents
+
+Build the full application. Start with the shell (sidebar + layout), then Chat screen, then Knowledge Base, then Settings. The other screens can be stubs with their empty states.
diff --git a/design-system/DESIGN.md b/design-system/DESIGN.md
new file mode 100644
index 0000000..650263d
--- /dev/null
+++ b/design-system/DESIGN.md
@@ -0,0 +1,82 @@
+# Design System Strategy: The Nocturnal Architect
+
+## 1. Overview & Creative North Star
+The "Creative North Star" for this design system is **The Nocturnal Architect**. In a world of cluttered, "noisy" AI interfaces, this system treats information as a precious material. We move away from the "chat-box-in-a-browser" aesthetic and toward a high-end, immersive environment that feels like a precision instrument.
+
+The design breaks the standard "web template" look by utilizing **Intentional Asymmetry** and **Tonal Depth**. Instead of a centered, rigid grid, we lean into expansive margins, staggered content blocks, and overlapping surfaces that suggest a continuous, infinite canvas. This is not just a dark mode; it is a "Deep Dark" philosophy where light is used sparingly and only to guide the eye toward the assistant’s intelligence.
+
+## 2. Colors & Surface Philosophy
+We define hierarchy through illumination, not through lines.
+
+### The "No-Line" Rule
+Traditional 1px solid borders are prohibited for sectioning content. We view borders as a failure of spatial planning. Instead, define boundaries through **Tonal Transitions**:
+- Use `surface_container_low` for the primary work area.
+- Use `surface_container` for persistent sidebars.
+- Use `surface_container_highest` for active selection states or hovering elements.
+Boundaries should feel like different elevations of a single material, not separate boxes drawn on a screen.
+
+### Surface Hierarchy & Nesting
+Treat the UI as a series of nested, physical layers. 
+- **The Base:** `background` (#131318) acts as the infinite void.
+- **The Workbench:** `surface_container_low` (#1b1b20) sits atop the base.
+- **The Focus:** `surface_container_high` (#2a292f) is used for cards or modules that require immediate user interaction.
+
+### The "Glass & Gradient" Rule
+To evoke a high-tech "local AI" feel, we use semi-transparent surfaces with a `20px` backdrop-blur. 
+- **Floating Modals:** Use `surface` at 70% opacity with a blur to allow the underlying context to bleed through.
+- **Signature Textures:** For Primary CTAs, do not use a flat hex. Apply a subtle linear gradient from `primary` (#acc7ff) to `primary_container` (#508ff8) at a 135-degree angle. This adds a "lithographic" soul to the interface.
+
+## 3. Typography: The Editorial Voice
+Our typography scale is designed to feel like a high-end technical journal—authoritative yet breathable.
+
+- **Inter (Sans-Serif):** Our primary voice. It is used for all UI elements, body text, and headlines. We lean into the `display-lg` (3.5rem) for welcome states to create a sense of scale.
+- **JetBrains Mono (Monospace):** Reserved strictly for code blocks and raw AI data strings. This creates a clear visual distinction between the "assistant's thoughts" and the "user's interface."
+- **Space Grotesk (Labels):** Used for `label-md` and `label-sm` to provide a subtle "industrial" flair to metadata, ensuring it feels distinct from body copy.
+
+**Hierarchy Tip:** Pair a `display-sm` headline with a `body-md` description. The high contrast in size (2.25rem vs 0.875rem) creates an editorial, premium look that avoids the "medium-size-everything" trap of generic UI.
+
+## 4. Elevation & Depth
+In this system, depth is a function of light, not physics.
+
+### The Layering Principle
+Achieve lift by stacking surface tiers. A `surface_container_lowest` card sitting on a `surface_container_low` background creates a "sunken" interactive area. Conversely, a `surface_container_highest` card on a `surface` background creates a natural "lift."
+
+### Ambient Shadows
+Shadows must be "Ambient." Never use pure black. Use a tinted shadow based on `on_surface` (at 4%–8% opacity) with a `blur` of 40px–60px. This mimics the way a soft OLED screen would glow in a dark room.
+
+### The "Ghost Border" Fallback
+If an edge *must* be defined for accessibility, use a **Ghost Border**:
+- **Token:** `outline_variant` (#424753)
+- **Opacity:** 15%–20%
+- **Width:** 1px
+This ensures the border feels like a subtle reflection on the edge of a piece of glass, rather than a stroke.
+
+## 5. Components
+
+### Buttons
+- **Primary:** Linear gradient (`primary` to `primary_container`), `label-md` uppercase text, `DEFAULT` (0.5rem) corner radius.
+- **Secondary:** Ghost Border style. No background fill, `outline_variant` at 20% opacity.
+- **Interaction:** On hover, the surface should "glow," increasing the opacity of the background gradient or border by 10%.
+
+### Input Fields
+- **Base State:** `surface_container_low` background, no border, `sm` (0.25rem) corner radius.
+- **Active/Focus State:** A 1px Ghost Border using the `primary` token at 40% opacity. The helper text should shift from `on_surface_variant` to `primary`.
+
+### Cards & Lists
+- **The "No Divider" Rule:** Never use lines to separate list items. Use vertical white space (16px–24px) or a subtle background shift (alternating `surface_container_lowest` and `surface_container_low`).
+- **Cards:** Use `lg` (1rem) corner radius for large containers to soften the high-tech edge, making the AI feel approachable.
+
+### AI Suggestion Chips
+- **Style:** Use `secondary_container` (#4f319c) with `secondary` (#cebdff) text. These should feel "electric." Use `full` (9999px) rounding to distinguish them from structural UI components.
+
+## 6. Do's and Don'ts
+
+### Do:
+- **Do use "Breathing Room":** If you think there is enough margin, double it. High-end AI systems benefit from negative space.
+- **Do use JetBrains Mono for Metadata:** Timestamps, file sizes, and tokens should use the monospace font to feel "computed."
+- **Do use Tonal Shifts for Hover:** Instead of changing color, simply move up one tier in the surface-container scale (e.g., from `low` to `default`).
+
+### Don't:
+- **Don't use 100% White:** Never use #FFFFFF. Use `on_surface` (#e4e1e9) to prevent eye strain and maintain the "Nocturnal" atmosphere.
+- **Don't use Drop Shadows on Buttons:** Buttons should feel like they are part of the surface, not floating 10 inches above it.
+- **Don't use Default Grids:** Experiment with asymmetrical layouts where the AI's response takes up 65% of the screen and metadata takes up 35% on the right, rather than a centered column.
\ No newline at end of file
diff --git a/design-system/code.html b/design-system/code.html
new file mode 100644
index 0000000..c456839
--- /dev/null
+++ b/design-system/code.html
@@ -0,0 +1,273 @@
+<!DOCTYPE html>
+
+<html class="dark" lang="en"><head>
+<meta charset="utf-8"/>
+<meta content="width=device-width, initial-scale=1.0" name="viewport"/>
+<title>Compass - Chat</title>
+<script src="https://cdn.tailwindcss.com?plugins=forms,container-queries"></script>
+<link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&amp;family=Space+Grotesk:wght@400;500;600&amp;family=JetBrains+Mono:wght@400;500&amp;display=swap" rel="stylesheet"/>
+<link href="https://fonts.googleapis.com/css2?family=Material+Symbols+Outlined:wght,FILL@100..700,0..1&amp;display=swap" rel="stylesheet"/>
+<link href="https://fonts.googleapis.com/css2?family=Material+Symbols+Outlined:wght,FILL@100..700,0..1&amp;display=swap" rel="stylesheet"/>
+<script id="tailwind-config">
+        tailwind.config = {
+            darkMode: "class",
+            theme: {
+                extend: {
+                    "colors": {
+                        "on-surface": "#e4e1e9",
+                        "inverse-primary": "#005bbf",
+                        "surface-dim": "#131318",
+                        "surface-variant": "#35343a",
+                        "outline": "#8c909e",
+                        "on-primary-container": "#00285b",
+                        "surface-container-low": "#1b1b20",
+                        "secondary": "#cebdff",
+                        "on-tertiary-fixed-variant": "#005230",
+                        "on-secondary-fixed-variant": "#4f319c",
+                        "surface-bright": "#39383e",
+                        "inverse-on-surface": "#303036",
+                        "background": "#131318",
+                        "surface-container": "#1f1f25",
+                        "on-primary": "#002f68",
+                        "secondary-fixed-dim": "#cebdff",
+                        "on-secondary": "#381385",
+                        "on-tertiary-container": "#00311b",
+                        "on-tertiary": "#003920",
+                        "surface": "#131318",
+                        "on-secondary-fixed": "#21005e",
+                        "tertiary-fixed-dim": "#49e095",
+                        "surface-tint": "#acc7ff",
+                        "secondary-fixed": "#e8ddff",
+                        "on-error-container": "#ffdad6",
+                        "on-background": "#e4e1e9",
+                        "secondary-container": "#4f319c",
+                        "tertiary-fixed": "#6bfdaf",
+                        "inverse-surface": "#e4e1e9",
+                        "on-surface-variant": "#c2c6d5",
+                        "tertiary-container": "#00a666",
+                        "on-tertiary-fixed": "#002110",
+                        "on-error": "#690005",
+                        "on-secondary-container": "#bea8ff",
+                        "surface-container-highest": "#35343a",
+                        "surface-container-lowest": "#0e0e13",
+                        "on-primary-fixed": "#001a40",
+                        "error": "#ffb4ab",
+                        "error-container": "#93000a",
+                        "primary-fixed": "#d7e2ff",
+                        "on-primary-fixed-variant": "#004492",
+                        "tertiary": "#49e095",
+                        "primary-fixed-dim": "#acc7ff",
+                        "primary-container": "#508ff8",
+                        "primary": "#acc7ff",
+                        "surface-container-high": "#2a292f",
+                        "outline-variant": "#424753"
+                    },
+                    "borderRadius": {
+                        "DEFAULT": "0.25rem",
+                        "lg": "0.5rem",
+                        "xl": "0.75rem",
+                        "full": "9999px"
+                    },
+                    "fontFamily": {
+                        "headline": ["Inter"],
+                        "body": ["Inter"],
+                        "label": ["Space Grotesk"]
+                    }
+                },
+            },
+        }
+    </script>
+<style>
+        body {
+            background-color: #131318;
+            color: #e4e1e9;
+            font-family: 'Inter', sans-serif;
+        }
+        .material-symbols-outlined {
+            font-variation-settings: 'FILL' 0, 'wght' 400, 'GRAD' 0, 'opsz' 24;
+        }
+        .glass-panel {
+            backdrop-filter: blur(20px);
+            -webkit-backdrop-filter: blur(20px);
+        }
+        ::-webkit-scrollbar {
+            width: 6px;
+        }
+        ::-webkit-scrollbar-track {
+            background: transparent;
+        }
+        ::-webkit-scrollbar-thumb {
+            background: #42475333;
+            border-radius: 10px;
+        }
+    </style>
+</head>
+<body class="antialiased overflow-hidden">
+<!-- SideNavBar (Shared Component) -->
+<aside class="h-screen w-[240px] fixed left-0 top-0 bg-[#1b1b20] dark:bg-[#1b1b20] flex flex-col h-full p-4 border-r border-[#424753]/20 z-50">
+<div class="flex items-center gap-3 mb-8 px-2">
+<div class="w-8 h-8 rounded-lg bg-primary-container flex items-center justify-center">
+<span class="material-symbols-outlined text-on-primary-container" style="font-variation-settings: 'FILL' 1;">explore</span>
+</div>
+<div>
+<h1 class="text-xl font-bold tracking-tighter text-[#e4e1e9]">Compass</h1>
+<p class="text-[10px] uppercase tracking-widest text-[#909094] font-medium">Local Intelligence</p>
+</div>
+</div>
+<button class="mb-6 flex items-center justify-center gap-2 bg-[#2a292f] hover:bg-[#35343a] text-primary py-2.5 rounded-lg transition-all duration-200 active:scale-[0.98] font-semibold text-sm">
+<span class="material-symbols-outlined text-[18px]">add</span>
+            New Session
+        </button>
+<nav class="space-y-1 flex-grow">
+<!-- Active State: Chat -->
+<a class="flex items-center gap-3 px-3 py-2.5 text-[#acc7ff] font-semibold bg-[#2a292f] rounded-lg transition-all duration-200" href="#">
+<span class="material-symbols-outlined" style="font-variation-settings: 'FILL' 1;">chat_bubble</span>
+<span class="font-['Inter'] text-sm tracking-tight">Chat</span>
+</a>
+<!-- Inactive State: Knowledge Base -->
+<a class="flex items-center gap-3 px-3 py-2.5 text-[#909094] hover:text-[#e4e1e9] hover:bg-[#2a292f] rounded-lg transition-all duration-200" href="#">
+<span class="material-symbols-outlined">database</span>
+<span class="font-['Inter'] text-sm tracking-tight">Knowledge Base</span>
+</a>
+</nav>
+<div class="mt-auto pt-4 border-t border-[#424753]/10">
+<div class="flex items-center gap-3 px-2">
+<div class="w-8 h-8 rounded-full overflow-hidden bg-surface-container-highest">
+<img class="w-full h-full object-cover" data-alt="professional male headshot with neutral expression and soft lighting" src="https://lh3.googleusercontent.com/aida-public/AB6AXuBqxwOq-CjURgqz4LTftHydIrmsb9j_ImhcUbzXlku12PW5ywo1iijIwf79iPUPj1Wk8uzCB3W5MCnEvdLqjnRE6ptYLmROL3TJSGSJfdQAVpJ9HdvhpDnoT9x7F5lLdLKAoq0JlNDeSi6h_UJO7fOda9jFZpbCUkwfuFBaUA3GkCkvJcda0s4ExHdoALPY1eisH1DHE_0HW01Srr0Mi2NBy4WFXZh6COgLJOQ8ssq6sn0JmFP69tipIbA4rXtscIz0pK2tz4S8K8xz"/>
+</div>
+<div class="flex-grow min-w-0">
+<p class="text-xs font-semibold truncate">Alex Miller</p>
+<p class="text-[10px] text-outline truncate">Intelligence Lead</p>
+</div>
+<span class="material-symbols-outlined text-outline text-lg cursor-pointer hover:text-on-surface transition-colors">settings</span>
+</div>
+</div>
+</aside>
+<!-- TopAppBar (Shared Component) -->
+<header class="h-[56px] sticky top-0 z-40 bg-[#131318]/70 backdrop-blur-xl flex items-center justify-between px-6 ml-[240px] w-[calc(100%-240px)] border-b border-[#424753]/15">
+<div class="flex items-center gap-2">
+<span class="font-['Inter'] text-sm uppercase tracking-widest font-medium text-[#e4e1e9]">Chat</span>
+</div>
+<div class="flex items-center gap-4">
+<div class="flex items-center gap-2 px-3 py-1 bg-surface-container-lowest rounded-full border border-outline-variant/10">
+<div class="w-2 h-2 rounded-full bg-tertiary"></div>
+<span class="font-label text-[10px] text-on-surface-variant font-medium tracking-wider">CONNECTED</span>
+</div>
+<button class="text-[#acc7ff] hover:opacity-80 transition-opacity">
+<span class="material-symbols-outlined">sensors</span>
+</button>
+</div>
+</header>
+<!-- Main Content Canvas -->
+<main class="ml-[240px] h-[calc(100vh-56px)] flex flex-col relative bg-surface-container-lowest overflow-hidden">
+<!-- Chat Area -->
+<section class="flex-grow overflow-y-auto pt-8 pb-32 px-6">
+<div class="max-w-[780px] mx-auto space-y-10">
+<!-- Empty State (Optional depending on interaction flow, but requested) -->
+<div class="flex flex-col items-center justify-center py-20 text-center space-y-6">
+<div class="w-16 h-16 rounded-2xl bg-surface-container-high flex items-center justify-center mb-2 shadow-2xl">
+<span class="material-symbols-outlined text-3xl text-primary" style="font-variation-settings: 'FILL' 1;">auto_awesome</span>
+</div>
+<div>
+<h2 class="text-2xl font-semibold tracking-tight text-on-surface mb-2">What would you like to know about your company?</h2>
+<p class="text-outline max-w-md mx-auto text-sm leading-relaxed">Access cross-departmental data and local intelligence through our neural-indexed knowledge base.</p>
+</div>
+<div class="flex flex-wrap justify-center gap-3">
+<button class="bg-secondary-container/20 text-secondary border border-secondary/20 px-4 py-2 rounded-full text-xs font-label hover:bg-secondary-container/40 transition-colors">
+                            Analyze Q3 Revenue leakage
+                        </button>
+<button class="bg-secondary-container/20 text-secondary border border-secondary/20 px-4 py-2 rounded-full text-xs font-label hover:bg-secondary-container/40 transition-colors">
+                            Summarize policy updates
+                        </button>
+<button class="bg-secondary-container/20 text-secondary border border-secondary/20 px-4 py-2 rounded-full text-xs font-label hover:bg-secondary-container/40 transition-colors">
+                            System architecture docs
+                        </button>
+</div>
+</div>
+<!-- Assistant Message Example -->
+<div class="flex flex-col items-start gap-4">
+<div class="flex items-center gap-2 ml-1">
+<div class="w-6 h-6 rounded bg-primary-container flex items-center justify-center">
+<span class="material-symbols-outlined text-xs text-on-primary-container" style="font-variation-settings: 'FILL' 1;">explore</span>
+</div>
+<span class="text-[10px] font-label font-medium uppercase tracking-widest text-outline">Compass Intelligence</span>
+</div>
+<div class="bg-surface-container-low border border-outline-variant/10 p-5 rounded-xl rounded-tl-none max-w-[90%]">
+<div class="prose prose-invert prose-sm">
+<p class="text-sm leading-relaxed text-on-surface">Based on the latest internal documentation and repository logs, the <strong class="text-primary">Project Titan</strong> architecture has shifted to a micro-frontend approach. </p>
+<ul class="list-disc pl-5 mt-3 space-y-2 text-on-surface-variant">
+<li>The core services are containerized using standard Docker images.</li>
+<li>API gateways now use the new authentication handshake protocols.</li>
+<li>Metadata indexing is handled locally by the Compass Node.</li>
+</ul>
+</div>
+<!-- Source Chips -->
+<div class="mt-6 pt-4 border-t border-outline-variant/5">
+<p class="text-[10px] font-label uppercase tracking-tighter text-outline mb-3">Retrieved Sources</p>
+<div class="flex flex-wrap gap-2">
+<div class="flex items-center gap-1.5 px-2 py-1 bg-surface-container-highest rounded text-[11px] text-on-surface-variant border border-outline-variant/10 hover:border-primary/30 cursor-pointer transition-colors">
+<span class="material-symbols-outlined text-sm">description</span>
+                                    architecture_v2_final.pdf
+                                </div>
+<div class="flex items-center gap-1.5 px-2 py-1 bg-surface-container-highest rounded text-[11px] text-on-surface-variant border border-outline-variant/10 hover:border-primary/30 cursor-pointer transition-colors">
+<span class="material-symbols-outlined text-sm">description</span>
+                                    onboarding_wiki_main.md
+                                </div>
+</div>
+</div>
+<!-- Suggestion Blocks -->
+<div class="mt-6 grid grid-cols-1 md:grid-cols-2 gap-3">
+<div class="p-3 border border-secondary/20 bg-secondary-container/5 rounded-lg hover:bg-secondary-container/10 cursor-pointer transition-all">
+<p class="text-[10px] font-label text-secondary uppercase mb-1">Deep Dive</p>
+<p class="text-xs text-on-surface font-medium">Show me the auth protocol diagrams</p>
+</div>
+<div class="p-3 border border-secondary/20 bg-secondary-container/5 rounded-lg hover:bg-secondary-container/10 cursor-pointer transition-all">
+<p class="text-[10px] font-label text-secondary uppercase mb-1">Impact Analysis</p>
+<p class="text-xs text-on-surface font-medium">How does this affect existing client SDKs?</p>
+</div>
+</div>
+</div>
+</div>
+<!-- User Message Example -->
+<div class="flex flex-col items-end gap-3">
+<div class="bg-primary-container/10 border border-primary/20 p-4 rounded-xl rounded-tr-none max-w-[80%]">
+<p class="text-sm text-on-surface leading-relaxed">Can you verify if the authentication handshake is compatible with our legacy SAML provider? Specifically looking at version 3.2.4.</p>
+</div>
+<div class="flex items-center gap-2 mr-1">
+<span class="text-[10px] font-label font-medium uppercase tracking-widest text-outline">Sent 14:02</span>
+</div>
+</div>
+</div>
+</section>
+<!-- Input Section -->
+<section class="absolute bottom-0 left-0 right-0 p-6 glass-panel border-t border-outline-variant/10">
+<div class="max-w-[780px] mx-auto relative">
+<div class="bg-surface-container-low rounded-xl shadow-2xl border border-outline-variant/20 focus-within:border-primary/40 transition-colors duration-300">
+<div class="p-2 flex items-end gap-2">
+<button class="p-2 text-outline hover:text-primary transition-colors">
+<span class="material-symbols-outlined">attach_file</span>
+</button>
+<textarea class="flex-grow bg-transparent border-none focus:ring-0 text-on-surface text-sm py-2 px-1 resize-none placeholder:text-outline/50" placeholder="Message Compass..." rows="1"></textarea>
+<button class="w-10 h-10 rounded-full bg-primary flex items-center justify-center text-on-primary shadow-lg shadow-primary/20 hover:scale-105 active:scale-95 transition-all">
+<span class="material-symbols-outlined text-[20px]" style="font-variation-settings: 'FILL' 1;">arrow_upward</span>
+</button>
+</div>
+</div>
+<div class="mt-3 flex justify-between items-center px-1">
+<div class="flex items-center gap-4">
+<p class="font-label text-[10px] text-outline/60 tracking-wider">
+                            SESSION: <span class="text-on-surface-variant font-medium">XYZ-8902</span>
+</p>
+<p class="font-label text-[10px] text-outline/60 tracking-wider">
+                            MESSAGES: <span class="text-on-surface-variant font-medium">12</span>
+</p>
+</div>
+<p class="font-label text-[10px] text-outline/40">SHIFT + ENTER FOR NEW LINE</p>
+</div>
+</div>
+</section>
+</main>
+<!-- Floating Decor for "Nocturnal Architect" vibe -->
+<div class="fixed top-[-10%] right-[-10%] w-[40%] h-[40%] bg-primary/5 rounded-full blur-[120px] -z-10 pointer-events-none"></div>
+<div class="fixed bottom-[-10%] left-[20%] w-[30%] h-[30%] bg-secondary/5 rounded-full blur-[100px] -z-10 pointer-events-none"></div>
+</body></html>
\ No newline at end of file
diff --git a/design-system/screen.png b/design-system/screen.png
new file mode 100644
index 0000000..510de6d
Binary files /dev/null and b/design-system/screen.png differ
diff --git a/frontend/.gitignore b/frontend/.gitignore
new file mode 100644
index 0000000..a547bf3
--- /dev/null
+++ b/frontend/.gitignore
@@ -0,0 +1,24 @@
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+pnpm-debug.log*
+lerna-debug.log*
+
+node_modules
+dist
+dist-ssr
+*.local
+
+# Editor directories and files
+.vscode/*
+!.vscode/extensions.json
+.idea
+.DS_Store
+*.suo
+*.ntvs*
+*.njsproj
+*.sln
+*.sw?
diff --git a/frontend/eslint.config.js b/frontend/eslint.config.js
new file mode 100644
index 0000000..5e6b472
--- /dev/null
+++ b/frontend/eslint.config.js
@@ -0,0 +1,23 @@
+import js from '@eslint/js'
+import globals from 'globals'
+import reactHooks from 'eslint-plugin-react-hooks'
+import reactRefresh from 'eslint-plugin-react-refresh'
+import tseslint from 'typescript-eslint'
+import { defineConfig, globalIgnores } from 'eslint/config'
+
+export default defineConfig([
+  globalIgnores(['dist']),
+  {
+    files: ['**/*.{ts,tsx}'],
+    extends: [
+      js.configs.recommended,
+      tseslint.configs.recommended,
+      reactHooks.configs.flat.recommended,
+      reactRefresh.configs.vite,
+    ],
+    languageOptions: {
+      ecmaVersion: 2020,
+      globals: globals.browser,
+    },
+  },
+])
diff --git a/frontend/index.html b/frontend/index.html
new file mode 100644
index 0000000..05cf29a
--- /dev/null
+++ b/frontend/index.html
@@ -0,0 +1,16 @@
+<!doctype html>
+<html lang="en">
+  <head>
+    <meta charset="UTF-8" />
+    <link rel="icon" type="image/svg+xml" href="/favicon.svg" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <title>Compass</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@300;400;500;600;700&family=Space+Grotesk:wght@400;500;600&family=JetBrains+Mono:wght@400;500&display=swap" rel="stylesheet" />
+  </head>
+  <body>
+    <div id="root"></div>
+    <script type="module" src="/src/main.tsx"></script>
+  </body>
+</html>
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
new file mode 100644
index 0000000..4588085
--- /dev/null
+++ b/frontend/package-lock.json
@@ -0,0 +1,4543 @@
+{
+  "name": "frontend",
+  "version": "0.0.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "frontend",
+      "version": "0.0.0",
+      "dependencies": {
+        "lucide-react": "^1.7.0",
+        "react": "^19.2.4",
+        "react-dom": "^19.2.4",
+        "react-markdown": "^10.1.0",
+        "react-router-dom": "^7.14.0"
+      },
+      "devDependencies": {
+        "@eslint/js": "^9.39.4",
+        "@tailwindcss/vite": "^4.2.2",
+        "@types/node": "^24.12.2",
+        "@types/react": "^19.2.14",
+        "@types/react-dom": "^19.2.3",
+        "@vitejs/plugin-react": "^6.0.1",
+        "eslint": "^9.39.4",
+        "eslint-plugin-react-hooks": "^7.0.1",
+        "eslint-plugin-react-refresh": "^0.5.2",
+        "globals": "^17.4.0",
+        "tailwindcss": "^4.2.2",
+        "typescript": "~6.0.2",
+        "typescript-eslint": "^8.58.0",
+        "vite": "^8.0.4"
+      }
+    },
+    "node_modules/@babel/code-frame": {
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.29.0.tgz",
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+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-validator-identifier": "^7.28.5",
+        "js-tokens": "^4.0.0",
+        "picocolors": "^1.1.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/compat-data": {
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.29.0.tgz",
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+        "@babel/helpers": "^7.28.6",
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+        "@babel/traverse": "^7.29.0",
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+        "@jridgewell/remapping": "^2.3.5",
+        "convert-source-map": "^2.0.0",
+        "debug": "^4.1.0",
+        "gensync": "^1.0.0-beta.2",
+        "json5": "^2.2.3",
+        "semver": "^6.3.1"
+      },
+      "engines": {
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+      },
+      "funding": {
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+        "url": "https://opencollective.com/babel"
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+      "integrity": "sha512-Q6/nZLe6jxuU80qb/4uJ4t5v2VEZ44lzQjPDhYJNztRQ4wyWc6VF3D3Kb/fAuPetZQnhS3hnajCf9CsWesghLQ==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=18.0.0"
+      },
+      "peerDependencies": {
+        "zod": "^3.25.0 || ^4.0.0"
+      }
+    },
+    "node_modules/zwitch": {
+      "version": "2.0.4",
+      "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
+      "integrity": "sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==",
+      "license": "MIT",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    }
+  }
+}
diff --git a/frontend/package.json b/frontend/package.json
new file mode 100644
index 0000000..1167503
--- /dev/null
+++ b/frontend/package.json
@@ -0,0 +1,35 @@
+{
+  "name": "frontend",
+  "private": true,
+  "version": "0.0.0",
+  "type": "module",
+  "scripts": {
+    "dev": "vite",
+    "build": "tsc -b && vite build",
+    "lint": "eslint .",
+    "preview": "vite preview"
+  },
+  "dependencies": {
+    "lucide-react": "^1.7.0",
+    "react": "^19.2.4",
+    "react-dom": "^19.2.4",
+    "react-markdown": "^10.1.0",
+    "react-router-dom": "^7.14.0"
+  },
+  "devDependencies": {
+    "@eslint/js": "^9.39.4",
+    "@tailwindcss/vite": "^4.2.2",
+    "@types/node": "^24.12.2",
+    "@types/react": "^19.2.14",
+    "@types/react-dom": "^19.2.3",
+    "@vitejs/plugin-react": "^6.0.1",
+    "eslint": "^9.39.4",
+    "eslint-plugin-react-hooks": "^7.0.1",
+    "eslint-plugin-react-refresh": "^0.5.2",
+    "globals": "^17.4.0",
+    "tailwindcss": "^4.2.2",
+    "typescript": "~6.0.2",
+    "typescript-eslint": "^8.58.0",
+    "vite": "^8.0.4"
+  }
+}
diff --git a/frontend/public/favicon.svg b/frontend/public/favicon.svg
new file mode 100644
index 0000000..6893eb1
--- /dev/null
+++ b/frontend/public/favicon.svg
@@ -0,0 +1 @@
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diff --git a/frontend/src/App.tsx b/frontend/src/App.tsx
new file mode 100644
index 0000000..fa72dd6
--- /dev/null
+++ b/frontend/src/App.tsx
@@ -0,0 +1,17 @@
+import { BrowserRouter, Routes, Route } from 'react-router-dom';
+import { Shell } from './components/Shell';
+import { ChatPage } from './pages/Chat';
+import { KnowledgeBasePage } from './pages/KnowledgeBase';
+
+export default function App() {
+  return (
+    <BrowserRouter>
+      <Routes>
+        <Route element={<Shell />}>
+          <Route path="/" element={<ChatPage />} />
+          <Route path="/knowledge" element={<KnowledgeBasePage />} />
+        </Route>
+      </Routes>
+    </BrowserRouter>
+  );
+}
diff --git a/frontend/src/components/Shell.tsx b/frontend/src/components/Shell.tsx
new file mode 100644
index 0000000..4541157
--- /dev/null
+++ b/frontend/src/components/Shell.tsx
@@ -0,0 +1,19 @@
+import { Outlet } from 'react-router-dom';
+import { Sidebar } from './Sidebar';
+import { ToastContainer } from './Toast';
+
+export function Shell() {
+  return (
+    <div className="flex min-h-screen">
+      <Sidebar />
+      <div className="ml-60 flex-1 flex flex-col bg-void">
+        <Outlet />
+      </div>
+      <ToastContainer />
+
+      {/* Ambient glow — Nocturnal Architect vibe */}
+      <div className="fixed top-[-10%] right-[-10%] w-[40%] h-[40%] bg-primary/5 rounded-full blur-[120px] -z-10 pointer-events-none" />
+      <div className="fixed bottom-[-10%] left-[20%] w-[30%] h-[30%] bg-secondary/5 rounded-full blur-[100px] -z-10 pointer-events-none" />
+    </div>
+  );
+}
diff --git a/frontend/src/components/Sidebar.tsx b/frontend/src/components/Sidebar.tsx
new file mode 100644
index 0000000..80cb4d4
--- /dev/null
+++ b/frontend/src/components/Sidebar.tsx
@@ -0,0 +1,52 @@
+import { NavLink } from 'react-router-dom';
+import { MessageSquare, FolderOpen, Compass } from 'lucide-react';
+
+const navItems = [
+  { to: '/', icon: MessageSquare, label: 'Chat' },
+  { to: '/knowledge', icon: FolderOpen, label: 'Knowledge Base' },
+];
+
+export function Sidebar() {
+  return (
+    <aside className="h-screen w-60 fixed left-0 top-0 bg-surface flex flex-col p-4 z-50">
+      {/* Logo */}
+      <div className="flex items-center gap-3 mb-8 px-2">
+        <div className="w-8 h-8 rounded-lg bg-primary-container flex items-center justify-center">
+          <Compass size={18} className="text-white" />
+        </div>
+        <div>
+          <h1 className="text-xl font-bold tracking-tighter text-on-surface">Compass</h1>
+          <p className="text-[10px] uppercase tracking-widest text-on-surface-muted font-medium font-label">
+            Local Intelligence
+          </p>
+        </div>
+      </div>
+
+      {/* Navigation */}
+      <nav className="space-y-1 flex-grow">
+        {navItems.map(({ to, icon: Icon, label }) => (
+          <NavLink
+            key={to}
+            to={to}
+            end={to === '/'}
+            className={({ isActive }) =>
+              `flex items-center gap-3 px-3 py-2.5 rounded-lg transition-all duration-200 text-sm tracking-tight ${
+                isActive
+                  ? 'text-primary font-semibold bg-surface-high'
+                  : 'text-on-surface-muted hover:text-on-surface hover:bg-surface-high'
+              }`
+            }
+          >
+            <Icon size={18} />
+            <span>{label}</span>
+          </NavLink>
+        ))}
+      </nav>
+
+      {/* Footer */}
+      <div className="mt-auto pt-4">
+        <p className="text-[10px] text-on-surface-muted font-mono px-2">v0.2.0</p>
+      </div>
+    </aside>
+  );
+}
diff --git a/frontend/src/components/Toast.tsx b/frontend/src/components/Toast.tsx
new file mode 100644
index 0000000..45ad4a2
--- /dev/null
+++ b/frontend/src/components/Toast.tsx
@@ -0,0 +1,54 @@
+import { useEffect, useState, useCallback } from 'react';
+import { X } from 'lucide-react';
+
+interface ToastItem {
+  id: number;
+  message: string;
+  type: 'success' | 'error';
+}
+
+let addToastFn: ((message: string, type: 'success' | 'error') => void) | null = null;
+
+export function toast(message: string, type: 'success' | 'error' = 'success') {
+  addToastFn?.(message, type);
+}
+
+let nextId = 0;
+
+export function ToastContainer() {
+  const [toasts, setToasts] = useState<ToastItem[]>([]);
+
+  const add = useCallback((message: string, type: 'success' | 'error') => {
+    const id = nextId++;
+    setToasts((prev) => [...prev, { id, message, type }]);
+    setTimeout(() => setToasts((prev) => prev.filter((t) => t.id !== id)), 4000);
+  }, []);
+
+  useEffect(() => {
+    addToastFn = add;
+    return () => { addToastFn = null; };
+  }, [add]);
+
+  if (toasts.length === 0) return null;
+
+  return (
+    <div className="fixed bottom-6 right-6 z-50 flex flex-col gap-2 w-80">
+      {toasts.map((t) => (
+        <div
+          key={t.id}
+          className={`bg-surface-high rounded-lg px-4 py-3 flex items-center gap-3 shadow-xl border-l-3 ${
+            t.type === 'success' ? 'border-l-tertiary' : 'border-l-error'
+          }`}
+        >
+          <span className="text-sm flex-1">{t.message}</span>
+          <button
+            onClick={() => setToasts((prev) => prev.filter((x) => x.id !== t.id))}
+            className="text-on-surface-muted hover:text-on-surface"
+          >
+            <X size={14} />
+          </button>
+        </div>
+      ))}
+    </div>
+  );
+}
diff --git a/frontend/src/components/TopBar.tsx b/frontend/src/components/TopBar.tsx
new file mode 100644
index 0000000..c54a311
--- /dev/null
+++ b/frontend/src/components/TopBar.tsx
@@ -0,0 +1,42 @@
+import { useEffect, useState } from 'react';
+import { checkHealth } from '../lib/api';
+
+export function TopBar({ title }: { title: string }) {
+  const [connected, setConnected] = useState<boolean | null>(null);
+
+  useEffect(() => {
+    checkHealth()
+      .then(() => setConnected(true))
+      .catch(() => setConnected(false));
+
+    const interval = setInterval(() => {
+      checkHealth()
+        .then(() => setConnected(true))
+        .catch(() => setConnected(false));
+    }, 30_000);
+
+    return () => clearInterval(interval);
+  }, []);
+
+  return (
+    <header className="h-14 sticky top-0 z-40 bg-background/70 backdrop-blur-xl flex items-center justify-between px-6 border-b border-outline/15">
+      <span className="text-sm uppercase tracking-widest font-medium text-on-surface">
+        {title}
+      </span>
+      <div className="flex items-center gap-2 px-3 py-1 bg-void rounded-full border border-outline/10">
+        <div
+          className={`w-2 h-2 rounded-full ${
+            connected === null
+              ? 'bg-amber'
+              : connected
+                ? 'bg-tertiary'
+                : 'bg-error'
+          }`}
+        />
+        <span className="font-label text-[10px] text-on-surface-dim font-medium tracking-wider">
+          {connected === null ? 'CHECKING' : connected ? 'CONNECTED' : 'DISCONNECTED'}
+        </span>
+      </div>
+    </header>
+  );
+}
diff --git a/frontend/src/index.css b/frontend/src/index.css
new file mode 100644
index 0000000..0e8341e
--- /dev/null
+++ b/frontend/src/index.css
@@ -0,0 +1,130 @@
+@import "tailwindcss";
+
+@theme {
+  /* Surface hierarchy — Nocturnal Architect */
+  --color-void: #0e0e13;
+  --color-background: #131318;
+  --color-surface: #1b1b20;
+  --color-surface-high: #2a292f;
+  --color-surface-highest: #35343a;
+  --color-outline: #424753;
+  --color-outline-muted: #8c909e;
+
+  /* Text */
+  --color-on-surface: #e4e1e9;
+  --color-on-surface-dim: #c2c6d5;
+  --color-on-surface-muted: #909094;
+
+  /* Primary — Blue */
+  --color-primary: #acc7ff;
+  --color-primary-container: #508ff8;
+  --color-primary-dark: #005bbf;
+
+  /* Secondary — Purple */
+  --color-secondary: #cebdff;
+  --color-secondary-container: #4f319c;
+
+  /* Tertiary — Green */
+  --color-tertiary: #49e095;
+
+  /* Error */
+  --color-error: #ffb4ab;
+  --color-error-container: #93000a;
+
+  /* Amber */
+  --color-amber: #F7B84F;
+
+  /* Font families */
+  --font-sans: "Inter", system-ui, sans-serif;
+  --font-mono: "JetBrains Mono", monospace;
+  --font-label: "Space Grotesk", sans-serif;
+}
+
+@layer base {
+  body {
+    margin: 0;
+    background-color: var(--color-background);
+    color: var(--color-on-surface);
+    font-family: var(--font-sans);
+    -webkit-font-smoothing: antialiased;
+    -moz-osx-font-smoothing: grayscale;
+  }
+
+  #root {
+    min-height: 100vh;
+  }
+
+  ::-webkit-scrollbar {
+    width: 6px;
+  }
+  ::-webkit-scrollbar-track {
+    background: transparent;
+  }
+  ::-webkit-scrollbar-thumb {
+    background: rgba(66, 71, 83, 0.3);
+    border-radius: 10px;
+  }
+}
+
+/* Markdown prose styling for chat messages */
+.chat-prose p {
+  margin-bottom: 0.75em;
+}
+.chat-prose p:last-child {
+  margin-bottom: 0;
+}
+.chat-prose h1, .chat-prose h2, .chat-prose h3, .chat-prose h4 {
+  font-weight: 600;
+  margin-top: 1.25em;
+  margin-bottom: 0.5em;
+  color: var(--color-on-surface);
+}
+.chat-prose h1 { font-size: 1.25rem; }
+.chat-prose h2 { font-size: 1.125rem; }
+.chat-prose h3 { font-size: 1rem; }
+.chat-prose ul, .chat-prose ol {
+  margin-top: 0.5em;
+  margin-bottom: 0.75em;
+  padding-left: 1.5em;
+}
+.chat-prose ul { list-style-type: disc; }
+.chat-prose ol { list-style-type: decimal; }
+.chat-prose li {
+  margin-bottom: 0.35em;
+}
+.chat-prose li p {
+  margin-bottom: 0.25em;
+}
+.chat-prose strong {
+  color: var(--color-on-surface);
+  font-weight: 600;
+}
+.chat-prose code {
+  font-family: var(--font-mono);
+  font-size: 0.85em;
+  background: var(--color-surface-high);
+  padding: 0.15em 0.4em;
+  border-radius: 4px;
+}
+.chat-prose pre {
+  background: var(--color-surface-high);
+  padding: 1em;
+  border-radius: 8px;
+  overflow-x: auto;
+  margin: 0.75em 0;
+}
+.chat-prose pre code {
+  background: none;
+  padding: 0;
+}
+.chat-prose blockquote {
+  border-left: 3px solid var(--color-outline);
+  padding-left: 1em;
+  margin: 0.75em 0;
+  color: var(--color-on-surface-dim);
+}
+.chat-prose hr {
+  border: none;
+  border-top: 1px solid var(--color-outline);
+  margin: 1em 0;
+}
diff --git a/frontend/src/lib/api.ts b/frontend/src/lib/api.ts
new file mode 100644
index 0000000..58bd6bf
--- /dev/null
+++ b/frontend/src/lib/api.ts
@@ -0,0 +1,68 @@
+const BASE = '/api';
+
+const API_KEY = import.meta.env.VITE_COMPASS_API_KEY as string | undefined;
+
+function headers(extra: Record<string, string> = {}): Record<string, string> {
+  const h: Record<string, string> = { ...extra };
+  if (API_KEY) h['X-API-Key'] = API_KEY;
+  return h;
+}
+
+export async function checkHealth(): Promise<{ status: string; documents_indexed: number }> {
+  const res = await fetch(`${BASE}/health`, { headers: headers() });
+  if (!res.ok) throw new Error('Health check failed');
+  return res.json();
+}
+
+export interface ChatResponse {
+  answer: string;
+  sources: { doc_name: string; doc_id: string }[];
+  suggestion: string | null;
+  session_id: string;
+}
+
+export async function sendMessage(question: string, sessionId: string): Promise<ChatResponse> {
+  const res = await fetch(`${BASE}/chat`, {
+    method: 'POST',
+    headers: headers({ 'Content-Type': 'application/json' }),
+    body: JSON.stringify({ question, session_id: sessionId }),
+  });
+  if (!res.ok) {
+    const err = await res.json().catch(() => ({ detail: 'Request failed' }));
+    throw new Error(err.detail || 'Chat request failed');
+  }
+  return res.json();
+}
+
+export interface Document {
+  doc_id: string;
+  doc_name: string;
+}
+
+export async function getDocuments(): Promise<Document[]> {
+  const res = await fetch(`${BASE}/documents`, { headers: headers() });
+  if (!res.ok) throw new Error('Failed to fetch documents');
+  const data = await res.json();
+  return data.documents;
+}
+
+export interface UploadResponse {
+  filename: string;
+  doc_id: string;
+  message: string;
+}
+
+export async function uploadDocument(file: File): Promise<UploadResponse> {
+  const form = new FormData();
+  form.append('file', file);
+  const res = await fetch(`${BASE}/upload`, {
+    method: 'POST',
+    headers: headers(),
+    body: form,
+  });
+  if (!res.ok) {
+    const err = await res.json().catch(() => ({ detail: 'Upload failed' }));
+    throw new Error(err.detail || 'Upload failed');
+  }
+  return res.json();
+}
diff --git a/frontend/src/lib/utils.ts b/frontend/src/lib/utils.ts
new file mode 100644
index 0000000..d36569c
--- /dev/null
+++ b/frontend/src/lib/utils.ts
@@ -0,0 +1,9 @@
+export function generateSessionId(): string {
+  const chars = 'ABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789';
+  const segments = [3, 4];
+  return segments
+    .map((len) =>
+      Array.from({ length: len }, () => chars[Math.floor(Math.random() * chars.length)]).join('')
+    )
+    .join('-');
+}
diff --git a/frontend/src/main.tsx b/frontend/src/main.tsx
new file mode 100644
index 0000000..bef5202
--- /dev/null
+++ b/frontend/src/main.tsx
@@ -0,0 +1,10 @@
+import { StrictMode } from 'react'
+import { createRoot } from 'react-dom/client'
+import './index.css'
+import App from './App.tsx'
+
+createRoot(document.getElementById('root')!).render(
+  <StrictMode>
+    <App />
+  </StrictMode>,
+)
diff --git a/frontend/src/pages/Chat.tsx b/frontend/src/pages/Chat.tsx
new file mode 100644
index 0000000..b701b35
--- /dev/null
+++ b/frontend/src/pages/Chat.tsx
@@ -0,0 +1,235 @@
+import { useState, useRef, useEffect, type KeyboardEvent } from 'react';
+import { ArrowUp, Compass, Sparkles, FileText } from 'lucide-react';
+import ReactMarkdown from 'react-markdown';
+import { TopBar } from '../components/TopBar';
+import { sendMessage, type ChatResponse } from '../lib/api';
+import { generateSessionId } from '../lib/utils';
+import { toast } from '../components/Toast';
+
+interface Message {
+  role: 'user' | 'assistant';
+  content: string;
+  sources?: ChatResponse['sources'];
+  suggestion?: string | null;
+}
+
+export function ChatPage() {
+  const [messages, setMessages] = useState<Message[]>([]);
+  const [input, setInput] = useState('');
+  const [loading, setLoading] = useState(false);
+  const [sessionId] = useState(() => generateSessionId());
+  const messagesEndRef = useRef<HTMLDivElement>(null);
+  const textareaRef = useRef<HTMLTextAreaElement>(null);
+
+  useEffect(() => {
+    messagesEndRef.current?.scrollIntoView({ behavior: 'smooth' });
+  }, [messages, loading]);
+
+  useEffect(() => {
+    if (textareaRef.current) {
+      textareaRef.current.style.height = 'auto';
+      textareaRef.current.style.height = Math.min(textareaRef.current.scrollHeight, 120) + 'px';
+    }
+  }, [input]);
+
+  async function handleSend() {
+    const question = input.trim();
+    if (!question || loading) return;
+
+    setInput('');
+    setMessages((prev) => [...prev, { role: 'user', content: question }]);
+    setLoading(true);
+
+    try {
+      const res = await sendMessage(question, sessionId);
+      setMessages((prev) => [
+        ...prev,
+        {
+          role: 'assistant',
+          content: res.answer,
+          sources: res.sources,
+          suggestion: res.suggestion,
+        },
+      ]);
+    } catch (err) {
+      toast(err instanceof Error ? err.message : 'Failed to get response', 'error');
+      setMessages((prev) => [
+        ...prev,
+        { role: 'assistant', content: 'Sorry, something went wrong. Please try again.' },
+      ]);
+    } finally {
+      setLoading(false);
+    }
+  }
+
+  function handleKeyDown(e: KeyboardEvent<HTMLTextAreaElement>) {
+    if (e.key === 'Enter' && !e.shiftKey) {
+      e.preventDefault();
+      handleSend();
+    }
+  }
+
+  const suggestions = [
+    'What is the onboarding process?',
+    'Summarize our services',
+    'What decisions have we made?',
+  ];
+
+  return (
+    <>
+      <TopBar title="Chat" />
+      <div className="flex-1 flex flex-col overflow-y-auto">
+        {/* Messages area */}
+        <section className="flex-1 pt-8 pb-8 px-6">
+          <div className="max-w-[780px] mx-auto space-y-8">
+            {messages.length === 0 && !loading && (
+              <div className="flex flex-col items-center justify-center py-20 text-center space-y-6">
+                <div className="w-16 h-16 rounded-2xl bg-surface-high flex items-center justify-center shadow-2xl">
+                  <Sparkles size={28} className="text-primary" />
+                </div>
+                <div>
+                  <h2 className="text-2xl font-semibold tracking-tight text-on-surface mb-2">
+                    What would you like to know about your company?
+                  </h2>
+                  <p className="text-on-surface-muted max-w-md mx-auto text-sm leading-relaxed">
+                    Access your indexed knowledge base through natural language.
+                  </p>
+                </div>
+                <div className="flex flex-wrap justify-center gap-3">
+                  {suggestions.map((s) => (
+                    <button
+                      key={s}
+                      onClick={() => {
+                        setInput(s);
+                        textareaRef.current?.focus();
+                      }}
+                      className="bg-secondary-container/20 text-secondary border border-secondary/20 px-4 py-2 rounded-full text-xs font-label hover:bg-secondary-container/40 transition-colors"
+                    >
+                      {s}
+                    </button>
+                  ))}
+                </div>
+              </div>
+            )}
+
+            {messages.map((msg, i) =>
+              msg.role === 'user' ? (
+                <div key={i} className="flex flex-col items-end gap-1">
+                  <div className="bg-primary-container/10 border border-primary/20 px-4 py-3 rounded-xl rounded-tr-none max-w-[80%]">
+                    <p className="text-sm text-on-surface leading-relaxed">{msg.content}</p>
+                  </div>
+                </div>
+              ) : (
+                <div key={i} className="flex flex-col items-start gap-3">
+                  <div className="flex items-center gap-2 ml-1">
+                    <div className="w-6 h-6 rounded bg-primary-container flex items-center justify-center">
+                      <Compass size={12} className="text-white" />
+                    </div>
+                    <span className="text-[10px] font-label font-medium uppercase tracking-widest text-on-surface-muted">
+                      Compass Intelligence
+                    </span>
+                  </div>
+                  <div className="bg-surface border border-outline/10 p-5 rounded-xl rounded-tl-none max-w-[90%]">
+                    <div className="chat-prose text-sm leading-relaxed text-on-surface-dim">
+                      <ReactMarkdown>{msg.content}</ReactMarkdown>
+                    </div>
+
+                    {msg.sources && msg.sources.length > 0 && (
+                      <div className="mt-5 pt-4 border-t border-outline/5">
+                        <p className="text-[10px] font-label uppercase tracking-wider text-on-surface-muted mb-3">
+                          Retrieved Sources
+                        </p>
+                        <div className="flex flex-wrap gap-2">
+                          {msg.sources.map((src, j) => (
+                            <div
+                              key={j}
+                              className="flex items-center gap-1.5 px-2 py-1 bg-surface-highest rounded text-[11px] text-on-surface-dim border border-outline/10"
+                            >
+                              <FileText size={12} />
+                              {src.doc_name}
+                            </div>
+                          ))}
+                        </div>
+                      </div>
+                    )}
+
+                    {msg.suggestion && (
+                      <div className="mt-5 p-3 border border-secondary/20 bg-secondary-container/5 rounded-lg">
+                        <p className="text-[10px] font-label text-secondary uppercase mb-1">
+                          Suggestion
+                        </p>
+                        <p className="text-xs text-on-surface">{msg.suggestion}</p>
+                      </div>
+                    )}
+                  </div>
+                </div>
+              )
+            )}
+
+            {loading && (
+              <div className="flex items-start gap-3">
+                <div className="flex items-center gap-2 ml-1">
+                  <div className="w-6 h-6 rounded bg-primary-container flex items-center justify-center">
+                    <Compass size={12} className="text-white" />
+                  </div>
+                </div>
+                <div className="bg-surface border border-outline/10 px-5 py-4 rounded-xl rounded-tl-none">
+                  <div className="flex gap-1.5">
+                    <span className="w-2 h-2 bg-primary rounded-full animate-pulse" />
+                    <span className="w-2 h-2 bg-primary rounded-full animate-pulse [animation-delay:0.2s]" />
+                    <span className="w-2 h-2 bg-primary rounded-full animate-pulse [animation-delay:0.4s]" />
+                  </div>
+                </div>
+              </div>
+            )}
+
+            <div ref={messagesEndRef} />
+          </div>
+        </section>
+
+        {/* Input area */}
+        <section className="sticky bottom-0 p-6 backdrop-blur-xl bg-void/80 border-t border-outline/10">
+          <div className="max-w-[780px] mx-auto">
+            <div className="bg-surface rounded-xl shadow-2xl border border-outline/20 focus-within:border-primary/40 transition-colors duration-300">
+              <div className="p-2 flex items-end gap-2">
+                <textarea
+                  ref={textareaRef}
+                  value={input}
+                  onChange={(e) => setInput(e.target.value)}
+                  onKeyDown={handleKeyDown}
+                  placeholder="Message Compass..."
+                  rows={1}
+                  className="flex-grow bg-transparent border-none focus:outline-none text-on-surface text-sm py-2 px-3 resize-none placeholder:text-on-surface-muted/50"
+                />
+                <button
+                  onClick={handleSend}
+                  disabled={!input.trim() || loading}
+                  className={`w-10 h-10 rounded-full flex items-center justify-center transition-all active:scale-95 ${
+                    input.trim()
+                      ? 'bg-primary text-background shadow-lg shadow-primary/20 hover:scale-105'
+                      : 'bg-surface-high text-on-surface-muted cursor-not-allowed'
+                  }`}
+                >
+                  <ArrowUp size={18} />
+                </button>
+              </div>
+            </div>
+            <div className="mt-3 flex justify-between items-center px-1">
+              <div className="flex items-center gap-4">
+                <p className="font-label text-[10px] text-on-surface-muted/60 tracking-wider">
+                  SESSION: <span className="text-on-surface-dim font-medium">{sessionId}</span>
+                </p>
+                <p className="font-label text-[10px] text-on-surface-muted/60 tracking-wider">
+                  MESSAGES: <span className="text-on-surface-dim font-medium">{messages.length}</span>
+                </p>
+              </div>
+              <p className="font-label text-[10px] text-on-surface-muted/40">
+                SHIFT + ENTER FOR NEW LINE
+              </p>
+            </div>
+          </div>
+        </section>
+      </div>
+    </>
+  );
+}
diff --git a/frontend/src/pages/KnowledgeBase.tsx b/frontend/src/pages/KnowledgeBase.tsx
new file mode 100644
index 0000000..7b16534
--- /dev/null
+++ b/frontend/src/pages/KnowledgeBase.tsx
@@ -0,0 +1,237 @@
+import { useState, useEffect, useCallback, useRef, type DragEvent } from 'react';
+import { FileText, Upload, X, CheckCircle, Loader2, AlertCircle } from 'lucide-react';
+import { TopBar } from '../components/TopBar';
+import { getDocuments, uploadDocument, type Document } from '../lib/api';
+import { toast } from '../components/Toast';
+
+type UploadStatus = 'idle' | 'uploading' | 'success' | 'error';
+
+export function KnowledgeBasePage() {
+  const [documents, setDocuments] = useState<Document[]>([]);
+  const [showModal, setShowModal] = useState(false);
+  const [dragOver, setDragOver] = useState(false);
+  const [uploadStatus, setUploadStatus] = useState<UploadStatus>('idle');
+  const [uploadFileName, setUploadFileName] = useState('');
+  const [uploadError, setUploadError] = useState('');
+  const fileInputRef = useRef<HTMLInputElement>(null);
+
+  const fetchDocs = useCallback(async () => {
+    try {
+      const docs = await getDocuments();
+      setDocuments(docs);
+    } catch {
+      toast('Failed to load documents', 'error');
+    }
+  }, []);
+
+  useEffect(() => {
+    fetchDocs();
+  }, [fetchDocs]);
+
+  async function handleFile(file: File) {
+    setUploadFileName(file.name);
+    setUploadStatus('uploading');
+    setUploadError('');
+
+    try {
+      await uploadDocument(file);
+      setUploadStatus('success');
+      toast(`${file.name} indexed successfully`, 'success');
+      fetchDocs();
+    } catch (err) {
+      setUploadStatus('error');
+      const msg = err instanceof Error ? err.message : 'Upload failed';
+      setUploadError(msg);
+      toast(msg, 'error');
+    }
+  }
+
+  function handleDrop(e: DragEvent) {
+    e.preventDefault();
+    setDragOver(false);
+    const file = e.dataTransfer.files[0];
+    if (file) handleFile(file);
+  }
+
+  function handleFileInput(e: React.ChangeEvent<HTMLInputElement>) {
+    const file = e.target.files?.[0];
+    if (file) handleFile(file);
+    e.target.value = '';
+  }
+
+  function closeModal() {
+    setShowModal(false);
+    setUploadStatus('idle');
+    setUploadFileName('');
+    setUploadError('');
+  }
+
+  return (
+    <>
+      <TopBar title="Knowledge Base" />
+      <div className="flex-1 overflow-y-auto p-6">
+        <div className="max-w-5xl mx-auto">
+          {/* Header */}
+          <div className="flex items-center justify-between mb-6">
+            <div>
+              <h2 className="text-2xl font-semibold tracking-tight text-on-surface">
+                Knowledge Base
+              </h2>
+              <p className="text-sm text-on-surface-muted mt-1">
+                {documents.length} document{documents.length !== 1 ? 's' : ''} indexed
+              </p>
+            </div>
+            <button
+              onClick={() => setShowModal(true)}
+              className="flex items-center gap-2 bg-primary-container text-white px-4 py-2.5 rounded-lg text-sm font-semibold hover:opacity-90 active:scale-[0.98] transition-all shadow-lg shadow-primary-container/20"
+            >
+              <Upload size={16} />
+              Upload document
+            </button>
+          </div>
+
+          {/* Stats bar */}
+          {documents.length > 0 && (
+            <div className="flex gap-3 mb-8">
+              <span className="inline-flex items-center gap-2 px-3 py-1.5 bg-surface rounded-full border border-outline/10 text-xs font-label text-on-surface-dim">
+                <FileText size={12} />
+                {documents.length} Documents
+              </span>
+            </div>
+          )}
+
+          {/* Document grid */}
+          {documents.length === 0 ? (
+            <div className="flex flex-col items-center justify-center py-24 text-center space-y-4">
+              <div className="w-16 h-16 rounded-2xl bg-surface-high flex items-center justify-center">
+                <FileText size={28} className="text-on-surface-muted" />
+              </div>
+              <h3 className="text-lg font-semibold text-on-surface">No documents yet</h3>
+              <p className="text-sm text-on-surface-muted max-w-sm">
+                Upload your first document to start building your knowledge base.
+              </p>
+              <button
+                onClick={() => setShowModal(true)}
+                className="flex items-center gap-2 bg-primary-container text-white px-4 py-2.5 rounded-lg text-sm font-semibold hover:opacity-90 transition-all"
+              >
+                <Upload size={16} />
+                Upload your first document
+              </button>
+            </div>
+          ) : (
+            <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-4">
+              {documents.map((doc) => (
+                <div
+                  key={doc.doc_id}
+                  className="bg-surface border border-outline/10 rounded-xl p-5 hover:border-primary/30 hover:-translate-y-0.5 transition-all duration-200 cursor-default"
+                >
+                  <div className="flex items-start gap-3 mb-4">
+                    <div className="w-10 h-10 rounded-lg bg-surface-high flex items-center justify-center flex-shrink-0">
+                      <FileText size={18} className="text-primary" />
+                    </div>
+                    <div className="min-w-0 flex-1">
+                      <p className="text-sm font-semibold text-on-surface truncate">
+                        {doc.doc_name}
+                      </p>
+                      <p className="text-[11px] text-on-surface-muted font-mono mt-0.5 truncate">
+                        {doc.doc_id.slice(0, 12)}...
+                      </p>
+                    </div>
+                  </div>
+                  <span className="inline-flex items-center gap-1 px-2 py-0.5 bg-tertiary/10 text-tertiary rounded-full text-[10px] font-label font-medium uppercase tracking-wider">
+                    <CheckCircle size={10} />
+                    Indexed
+                  </span>
+                </div>
+              ))}
+            </div>
+          )}
+        </div>
+      </div>
+
+      {/* Upload Modal */}
+      {showModal && (
+        <div
+          className="fixed inset-0 z-50 flex items-center justify-center bg-black/60 backdrop-blur-sm"
+          onClick={closeModal}
+        >
+          <div
+            className="bg-surface-high rounded-2xl w-full max-w-lg p-8 relative"
+            onClick={(e) => e.stopPropagation()}
+          >
+            <button
+              onClick={closeModal}
+              className="absolute top-4 right-4 text-on-surface-muted hover:text-on-surface transition-colors"
+            >
+              <X size={18} />
+            </button>
+
+            <h3 className="text-xl font-semibold text-on-surface mb-2">Upload document</h3>
+            <p className="text-sm text-on-surface-muted mb-6">
+              PDF, Markdown (.md), Text (.txt), Word (.docx) — max 50MB
+            </p>
+
+            <div
+              onDragOver={(e) => { e.preventDefault(); setDragOver(true); }}
+              onDragLeave={() => setDragOver(false)}
+              onDrop={handleDrop}
+              onClick={() => fileInputRef.current?.click()}
+              className={`border-2 border-dashed rounded-xl h-48 flex flex-col items-center justify-center gap-3 cursor-pointer transition-all ${
+                dragOver
+                  ? 'border-primary bg-primary/5'
+                  : 'border-outline/30 hover:border-outline/60'
+              }`}
+            >
+              {uploadStatus === 'idle' && (
+                <>
+                  <Upload size={32} className="text-on-surface-muted" />
+                  <p className="text-sm text-on-surface-dim">
+                    Drop a file here or <span className="text-primary">click to browse</span>
+                  </p>
+                </>
+              )}
+              {uploadStatus === 'uploading' && (
+                <>
+                  <Loader2 size={32} className="text-primary animate-spin" />
+                  <p className="text-sm text-on-surface-dim">{uploadFileName}</p>
+                  <p className="text-xs text-on-surface-muted">Indexing...</p>
+                </>
+              )}
+              {uploadStatus === 'success' && (
+                <>
+                  <CheckCircle size={32} className="text-tertiary" />
+                  <p className="text-sm text-on-surface-dim">{uploadFileName}</p>
+                  <p className="text-xs text-tertiary">Indexed successfully</p>
+                </>
+              )}
+              {uploadStatus === 'error' && (
+                <>
+                  <AlertCircle size={32} className="text-error" />
+                  <p className="text-sm text-on-surface-dim">{uploadFileName}</p>
+                  <p className="text-xs text-error">{uploadError}</p>
+                </>
+              )}
+            </div>
+
+            <input
+              ref={fileInputRef}
+              type="file"
+              accept=".pdf,.md,.markdown,.txt,.docx"
+              onChange={handleFileInput}
+              className="hidden"
+            />
+
+            {(uploadStatus === 'success' || uploadStatus === 'error') && (
+              <button
+                onClick={() => { setUploadStatus('idle'); setUploadFileName(''); }}
+                className="mt-4 w-full py-2.5 text-sm font-medium text-primary border border-primary/20 rounded-lg hover:bg-primary/5 transition-colors"
+              >
+                Upload another
+              </button>
+            )}
+          </div>
+        </div>
+      )}
+    </>
+  );
+}
diff --git a/frontend/tsconfig.app.json b/frontend/tsconfig.app.json
new file mode 100644
index 0000000..1d29c88
--- /dev/null
+++ b/frontend/tsconfig.app.json
@@ -0,0 +1,25 @@
+{
+  "compilerOptions": {
+    "tsBuildInfoFile": "./node_modules/.tmp/tsconfig.app.tsbuildinfo",
+    "target": "es2023",
+    "lib": ["ES2023", "DOM", "DOM.Iterable"],
+    "module": "esnext",
+    "types": ["vite/client"],
+    "skipLibCheck": true,
+
+    /* Bundler mode */
+    "moduleResolution": "bundler",
+    "allowImportingTsExtensions": true,
+    "verbatimModuleSyntax": true,
+    "moduleDetection": "force",
+    "noEmit": true,
+    "jsx": "react-jsx",
+
+    /* Linting */
+    "noUnusedLocals": true,
+    "noUnusedParameters": true,
+    "erasableSyntaxOnly": true,
+    "noFallthroughCasesInSwitch": true
+  },
+  "include": ["src"]
+}
diff --git a/frontend/tsconfig.json b/frontend/tsconfig.json
new file mode 100644
index 0000000..1ffef60
--- /dev/null
+++ b/frontend/tsconfig.json
@@ -0,0 +1,7 @@
+{
+  "files": [],
+  "references": [
+    { "path": "./tsconfig.app.json" },
+    { "path": "./tsconfig.node.json" }
+  ]
+}
diff --git a/frontend/tsconfig.node.json b/frontend/tsconfig.node.json
new file mode 100644
index 0000000..d3c52ea
--- /dev/null
+++ b/frontend/tsconfig.node.json
@@ -0,0 +1,24 @@
+{
+  "compilerOptions": {
+    "tsBuildInfoFile": "./node_modules/.tmp/tsconfig.node.tsbuildinfo",
+    "target": "es2023",
+    "lib": ["ES2023"],
+    "module": "esnext",
+    "types": ["node"],
+    "skipLibCheck": true,
+
+    /* Bundler mode */
+    "moduleResolution": "bundler",
+    "allowImportingTsExtensions": true,
+    "verbatimModuleSyntax": true,
+    "moduleDetection": "force",
+    "noEmit": true,
+
+    /* Linting */
+    "noUnusedLocals": true,
+    "noUnusedParameters": true,
+    "erasableSyntaxOnly": true,
+    "noFallthroughCasesInSwitch": true
+  },
+  "include": ["vite.config.ts"]
+}
diff --git a/frontend/vite.config.ts b/frontend/vite.config.ts
new file mode 100644
index 0000000..13ded30
--- /dev/null
+++ b/frontend/vite.config.ts
@@ -0,0 +1,17 @@
+import { defineConfig } from 'vite'
+import react from '@vitejs/plugin-react'
+import tailwindcss from '@tailwindcss/vite'
+
+export default defineConfig({
+  plugins: [react(), tailwindcss()],
+  server: {
+    port: 5173,
+    proxy: {
+      '/api': {
+        target: 'http://localhost:8000',
+        changeOrigin: true,
+        rewrite: (path) => path.replace(/^\/api/, ''),
+      },
+    },
+  },
+})