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+# Phase 1 Enhancement Plan
+
+**Source**: User request (2026-04-23)  
+**Scope**: Frontend navigation + RAG Database management page + page-aware chunking with chunk PDFs  
+**Status**: 🔄 In Progress — Feature 1 ✅ Complete, Features 2-3 pending
+
+---
+
+## Objective
+
+Enhance the existing Phase 1 application with three features:
+
+1. **Navigation Bar** — Top nav bar with two pages: "LTT" (current query page) and "RAG Database"
+2. **RAG Database Page** — View/manage ChromaDB documents (list, delete, upload)
+3. **Page-Aware Chunking** — Chunks tagged with page numbers, saved as PDFs in `document_chunk/`, with clickable links in RAG responses
+
+---
+
+## Current State (Pre-Enhancement)
+
+### Current State (Pre-Enhancement)
+
+### What Exists
+- Multi-page React app with react-router-dom routing
+- Nav bar with "LTT" and "RAG Database" tabs
+- "LTT" page at `/` with current query interface
+- "RAG Database" placeholder page at `/rag-database`
+- 2 API endpoints: `POST /api/v1/ingest`, `POST /api/v1/query`
+- Flat chunking: PDF text extracted page-by-page but concatenated into one string before chunking
+- Metadata per chunk: `filename`, `upload_date`, `content_summary`, `chunk_index`
+- ChromaDB collection `documents` with UUID-based IDs (`{document_id}_{chunk_index}`)
+- Frontend: pages in `pages/`, components in `components/`, TanStack Query, react-markdown
+
+### What's Missing (Gaps This Plan Fills)
+- ~~No routing or multi-page support~~ ✅ Done in Feature 1
+- No way to view what's stored in ChromaDB
+- No way to delete documents or chunks
+- No page-level awareness in chunking (all pages flattened before token splitting)
+- No persistent chunk files (chunks only exist as ChromaDB document text)
+- No clickable links in RAG responses to view source chunks
+- ~~Upload only via IngestPanel on the main query page~~ (IngestPanel stays on LTT, upload also coming to RAG DB page)
+
+---
+
+## Feature 1: Navigation Bar & Multi-Page Layout ✅ COMPLETE
+
+**Completed**: 2026-04-23
+
+### 1.1 Changes Required
+
+**Frontend**:
+- ~~Install `react-router-dom`~~ ✅
+- ~~Create `frontend/src/components/NavBar.tsx` — top navigation bar~~ ✅
+- ~~Create `frontend/src/pages/LTTPage.tsx` — move current App.tsx content here~~ ✅
+- ~~Create `frontend/src/pages/RAGDatabasePage.tsx` — placeholder, fleshed out in Feature 2~~ ✅
+- ~~Refactor `frontend/src/App.tsx` — Router + NavBar + route definitions~~ ✅
+
+**Backend**: None
+
+### 1.2 Nav Bar Design
+
+```
+┌─────────────────────────────────────────────────┐
+│  🔍 LTT (active)  │  📚 RAG Database           │  ← top nav bar (fixed)
+├─────────────────────────────────────────────────┤
+│                                                  │
+│  [Page content: LTT or RAG Database]             │
+│                                                  │
+└─────────────────────────────────────────────────┘
+```
+
+- Fixed top bar, full width
+- Two tabs: "LTT" (current query page) and "RAG Database"
+- Active tab highlighted
+- "LTT" route: `/` (default)
+- "RAG Database" route: `/rag-database`
+
+### 1.3 Implementation Tasks
+
+| Task | Description | Files | Status |
+|------|-------------|-------|--------|
+| Install react-router-dom | `npm install react-router-dom` | `package.json` | ✅ |
+| Create NavBar component | Horizontal nav with two links | `frontend/src/components/NavBar.tsx` | ✅ |
+| Create LTTPage | Extract current AppContent into page component | `frontend/src/pages/LTTPage.tsx` | ✅ |
+| Create RAGDatabasePage | Placeholder page (scaffold for Feature 2) | `frontend/src/pages/RAGDatabasePage.tsx` | ✅ |
+| Refactor App.tsx | BrowserRouter + Routes + NavBar wrapper | `frontend/src/App.tsx` | ✅ |
+
+### 1.4 Acceptance Criteria
+
+- [x] Nav bar visible at top of every page
+- [x] Clicking "LTT" navigates to `/` and shows current query interface
+- [x] Clicking "RAG Database" navigates to `/rag-database`
+- [x] Current page highlighted in nav bar
+- [x] All existing functionality preserved (query, ingest, response display)
+- [x] Build passes, no TypeScript errors
+- [x] 62/62 frontend tests pass
+
+---
+
+## Feature 2: RAG Database Management Page
+
+### 2.1 Overview
+
+A dedicated page to view and manage all documents/chunks stored in ChromaDB.
+
+### 2.2 Backend Changes
+
+**New API Endpoints**:
+
+| Method | Path | Description |
+|--------|------|-------------|
+| `GET` | `/api/v1/documents` | List all documents with chunk counts |
+| `GET` | `/api/v1/documents/{document_id}/chunks` | List all chunks for a document |
+| `DELETE` | `/api/v1/documents/{document_id}` | Delete all chunks for a document |
+| `DELETE` | `/api/v1/chunks/{chunk_id}` | Delete a single chunk |
+
+**New/Modified Files**:
+
+| File | Change |
+|------|--------|
+| `backend/app/routers/documents.py` | **NEW** — CRUD endpoints for documents/chunks |
+| `backend/app/services/rag.py` | Add `list_documents()`, `list_chunks()`, `delete_document()`, `delete_chunk()` methods |
+| `backend/app/models/documents.py` | **NEW** — Pydantic schemas for document/chunk listing |
+| `backend/app/main.py` | Register `documents` router |
+
+**New Pydantic Schemas** (`models/documents.py`):
+
+```python
+class DocumentInfo(BaseModel):
+    document_id: str
+    filename: str
+    chunk_count: int
+    upload_date: str
+
+class ChunkInfo(BaseModel):
+    chunk_id: str
+    chunk_index: int
+    content_summary: str
+    page_number: int | None = None       # Added by Feature 3
+    chunk_file_path: str | None = None   # Added by Feature 3
+
+class DocumentListResponse(BaseModel):
+    documents: List[DocumentInfo]
+    total_documents: int
+    total_chunks: int
+
+class DeleteResponse(BaseModel):
+    deleted: bool
+    message: str
+```
+
+**Implementation Notes for ChromaDB Operations**:
+
+- `list_documents()`: ChromaDB has no native "group by document" — need to `collection.get(include=["metadatas"])`, then group by `filename` and extract `document_id` from chunk IDs (format: `{document_id}_{chunk_index}`)
+- `delete_document()`: Use `collection.delete(where={"filename": "..."})` or collect all chunk IDs matching the document_id prefix and call `collection.delete(ids=[...])`
+- `delete_chunk()`: Use `collection.delete(ids=[chunk_id])`
+- **Important**: When deleting a document, also clean up associated chunk PDF files from `document_chunk/` (Feature 3)
+
+### 2.3 Frontend Changes
+
+**New/Modified Files**:
+
+| File | Change |
+|------|--------|
+| `frontend/src/pages/RAGDatabasePage.tsx` | Full implementation |
+| `frontend/src/components/DocumentList.tsx` | **NEW** — Document table/cards |
+| `frontend/src/components/ChunkList.tsx` | **NEW** — Chunk table for selected document |
+| `frontend/src/components/DocumentUpload.tsx` | **NEW** — Upload form (can reuse IngestPanel logic) |
+| `frontend/src/lib/api.ts` | Add `listDocuments()`, `deleteDocument()`, `deleteChunk()` |
+| `frontend/src/lib/queries.tsx` | Add TanStack Query hooks for new endpoints |
+| `frontend/src/types/index.ts` | Add `DocumentInfo`, `ChunkInfo`, `DeleteResponse` types |
+
+### 2.4 Page Layout
+
+```
+┌──────────────────────────────────────────────────┐
+│  RAG Database                         [Upload]   │
+├──────────────────────────────────────────────────┤
+│  Total: 5 documents, 342 chunks                  │
+│                                                   │
+│  ┌──────────────────────────────────────────────┐ │
+│  │ 📄 NEC4 ACC.pdf    │ 101 chunks │ 2026-04-23 │ │
+│  │    [View Chunks]  [Delete]                    │ │
+│  ├──────────────────────────────────────────────┤ │
+│  │ 📄 meeting_notes.docx │ 45 chunks │ 2026-04-22│ │
+│  │    [View Chunks]  [Delete]                    │ │
+│  ├──────────────────────────────────────────────┤ │
+│  │ 📄 budget_report.txt │ 28 chunks │ 2026-04-21│ │
+│  │    [View Chunks]  [Delete]                    │ │
+│  └──────────────────────────────────────────────┘ │
+│                                                   │
+│  [Expanded chunk view when "View Chunks" clicked] │
+│  ┌──────────────────────────────────────────────┐ │
+│  │ Chunk 0 │ p.3 │ "Discussion of budget..."     │ │
+│  │          │ [View PDF]  [Delete Chunk]          │ │
+│  ├──────────────────────────────────────────────┤ │
+│  │ Chunk 1 │ p.4 │ "Allocation for Q4..."        │ │
+│  │          │ [View PDF]  [Delete Chunk]          │ │
+│  └──────────────────────────────────────────────┘ │
+└──────────────────────────────────────────────────┘
+```
+
+### 2.5 Acceptance Criteria
+
+- [ ] `GET /api/v1/documents` returns all documents with chunk counts
+- [ ] `DELETE /api/v1/documents/{document_id}` removes all chunks from ChromaDB + associated chunk PDFs
+- [ ] `DELETE /api/v1/chunks/{chunk_id}` removes a single chunk
+- [ ] RAG Database page shows all documents with chunk counts
+- [ ] User can expand a document to see its chunks
+- [ ] User can delete a document (with confirmation)
+- [ ] User can delete individual chunks (with confirmation)
+- [ ] User can upload documents from this page
+- [ ] Stats displayed: total documents, total chunks
+- [ ] Uploading a file with existing filename triggers automatic replacement (old data deleted first)
+
+---
+
+## Feature 3: Page-Aware Chunking & Chunk PDF Storage
+
+### 3.1 Overview
+
+When a document is uploaded:
+1. Parse it page-by-page (PDF) or section-by-section (DOCX)
+2. Each chunk is tagged with its source page number
+3. Each chunk's source page is saved as a PDF in `document_chunk/`
+4. RAG responses include clickable links to the chunk PDF
+
+### 3.2 Backend Changes
+
+#### 3.2.1 Page-Aware PDF Parsing
+
+**Current**: `parse_pdf()` concatenates all pages into one string, losing page boundaries.
+
+**New**: `parse_pdf_by_page()` returns `List[Tuple[int, str]]` — list of (page_number, page_text) tuples.
+
+**Modified Files**:
+
+| File | Change |
+|------|--------|
+| `backend/app/utils/pdf_parser.py` | Add `parse_pdf_by_page()` function |
+
+```python
+def parse_pdf_by_page(file_path: str) -> List[Tuple[int, str]]:
+    """Parse PDF and return per-page text with page numbers (1-indexed)."""
+    reader = PdfReader(file_path)
+    pages = []
+    for i, page in enumerate(reader.pages, start=1):
+        text = page.extract_text()
+        if text and text.strip():
+            pages.append((i, text.strip()))
+    return pages
+```
+
+**DOCX Note**: DOCX files don't have true page numbers. For DOCX, we can use paragraph-based indexing or skip page tracking. Suggested approach: chunk DOCX normally, set `page_number = None` in metadata.
+
+#### 3.2.2 Page-Aware Chunking
+
+**Current**: `TokenChunkingStrategy.chunk(text)` takes a flat string and splits by tokens.
+
+**New**: Page-as-chunk-unit with overlap context from adjacent pages.
+
+**Chunking Algorithm (confirmed)**:
+```
+For page N (1-indexed):
+  overlap_before = last 200 tokens of page N-1 text (or empty if page 1)
+  overlap_after  = first 200 tokens of page N+1 text (or empty if last page)
+  chunk_text = overlap_before + page_N_text + overlap_after
+```
+
+- One chunk per page — **never split** a page even if it exceeds 1000 tokens
+- Overlap provides surrounding context for better embedding/retrieval
+- The `page_number` metadata always refers to the main page (N), not the overlap pages
+
+**Modified Files**:
+
+| File | Change |
+|------|--------|
+| `backend/app/utils/chunking.py` | Add `chunk_pages()` method to `TokenChunkingStrategy` |
+
+```python
+def chunk_pages(
+    self, pages: List[Tuple[int, str]], overlap_tokens: int = 200
+) -> List[Tuple[str, int]]:
+    """Chunk page-segmented text with overlap from adjacent pages.
+
+    For each page, creates one chunk containing:
+      [last overlap_tokens of previous page] + [full current page] + [first overlap_tokens of next page]
+
+    Args:
+        pages: List of (page_number, page_text) tuples. 1-indexed.
+        overlap_tokens: Number of tokens to include from adjacent pages.
+
+    Returns:
+        List of (chunk_text, page_number) tuples. One chunk per page.
+    """
+    if not pages:
+        return []
+
+    # Tokenize all pages upfront
+    tokenized = []
+    for page_num, page_text in pages:
+        tokens = self._encoding.encode(page_text)
+        tokenized.append((page_num, tokens, page_text))
+
+    chunks = []
+    for i, (page_num, tokens, _text) in enumerate(tokenized):
+        parts = []
+
+        # Overlap from previous page (last N tokens)
+        if i > 0:
+            prev_tokens = tokenized[i - 1][1]
+            overlap = prev_tokens[-overlap_tokens:] if len(prev_tokens) >= overlap_tokens else prev_tokens
+            if overlap:
+                parts.append(self._encoding.decode(overlap))
+
+        # Full current page text (use original text, not re-decoded)
+        parts.append(pages[i][1])
+
+        # Overlap from next page (first N tokens)
+        if i < len(tokenized) - 1:
+            next_tokens = tokenized[i + 1][1]
+            overlap = next_tokens[:overlap_tokens] if len(next_tokens) >= overlap_tokens else next_tokens
+            if overlap:
+                parts.append(self._encoding.decode(overlap))
+
+        chunk_text = "\n".join(parts)
+        chunks.append((chunk_text, page_num))
+
+    return chunks
+```
+
+#### 3.2.3 Chunk PDF Generation & Storage
+
+**New directory**: `document_chunk/` (at project root, alongside `chroma_db/`)
+
+**Naming convention**: `{original_filename_without_ext}_page_{page_number}.pdf`
+
+Example: `NEC4 ACC_page_3.pdf`
+
+**One file per page** — multiple chunks never exist for a page (decision: never split a page), so deduplication is not needed.
+
+**Content**: The actual page extracted from the source PDF — preserves original formatting, layout, tables, images. Not a generated text PDF.
+
+**Modified/New Files**:
+
+| File | Change |
+|------|--------|
+| `backend/app/utils/pdf_extractor.py` | **NEW** — Extract and save individual PDF pages |
+| `backend/app/core/config.py` | Add `DOCUMENT_CHUNK_PATH` setting (default: `./document_chunk`) |
+
+```python
+# pdf_extractor.py
+from pypdf import PdfReader, PdfWriter
+
+def extract_page_as_pdf(source_path: str, page_number: int, output_path: str) -> str:
+    """Extract a single page from a PDF and save as a new PDF file.
+    
+    Args:
+        source_path: Path to original PDF
+        page_number: 1-indexed page number
+        output_path: Where to save the extracted page PDF
+    
+    Returns:
+        The output_path of the saved PDF
+    """
+    reader = PdfReader(source_path)
+    writer = PdfWriter()
+    writer.add_page(reader.pages[page_number - 1])  # 0-indexed in reader
+    with open(output_path, "wb") as f:
+        writer.write(f)
+    return output_path
+```
+
+**Note**: For DOCX files, chunk PDF generation is skipped (set `chunk_file_path = None` in metadata). Only PDFs support page extraction.
+
+#### 3.2.4 Enhanced Metadata
+
+**Current metadata**:
+```python
+{
+    "filename": "report.pdf",
+    "upload_date": "2026-04-23T...",
+    "content_summary": "First 200 chars...",
+    "chunk_index": 0,
+}
+```
+
+**Enhanced metadata**:
+```python
+{
+    "filename": "report.pdf",
+    "upload_date": "2026-04-23T...",
+    "content_summary": "First 200 chars...",
+    "chunk_index": 0,
+    "page_number": 3,                              # NEW
+    "chunk_file_path": "report_page_3.pdf",        # NEW (relative path)
+    "document_id": "uuid-string",                   # NEW (for grouping)
+}
+```
+
+**Modified Files**:
+
+| File | Change |
+|------|--------|
+| `backend/app/utils/metadata.py` | Add `page_number`, `chunk_file_path`, `document_id` to metadata |
+| `backend/app/models/common.py` | Add new fields to `SourceMetadata` |
+
+#### 3.2.5 Chunk File Serving Endpoint
+
+**New endpoint**:
+
+| Method | Path | Description |
+|--------|------|-------------|
+| `GET` | `/api/v1/chunks/{file_path}/pdf` | Serve chunk PDF file |
+
+**Modified Files**:
+
+| File | Change |
+|------|--------|
+| `backend/app/routers/documents.py` | Add `GET /chunks/{file_path}/pdf` endpoint |
+
+```python
+@router.get("/chunks/{file_path}/pdf")
+async def get_chunk_pdf(file_path: str):
+    """Serve a chunk PDF file from document_chunk/ directory."""
+    # Validate path to prevent directory traversal
+    # Return FileResponse from DOCUMENT_CHUNK_PATH / file_path
+```
+
+#### 3.2.6 Ingestion Pipeline Refactor
+
+The entire ingestion flow needs to be updated:
+
+**Current flow**:
+```
+Upload → parse_pdf() → flat text → chunk() → metadata → store in ChromaDB
+```
+
+**New flow**:
+```
+Upload → check if filename exists → YES: delete old chunks + chunk PDFs (full replacement)
+       → parse_pdf_by_page() → per-page text
+       → chunk_pages() with 200-token overlap from adjacent pages
+       → for each page: extract page as PDF → save to document_chunk/
+       → enhanced metadata (page_number, chunk_file_path, document_id)
+       → store in ChromaDB
+```
+
+**Same-filename replacement** (confirmed):
+- On upload, query ChromaDB for existing chunks with matching `filename`
+- If found: delete old chunk IDs from collection, delete old PDFs from `document_chunk/`
+- Create new `document_id`, ingest fresh
+- This ensures clean replacement without orphaned data
+
+**Modified Files**:
+
+| File | Change |
+|------|--------|
+| `backend/app/routers/ingest.py` | Refactor: page-aware parsing, chunk PDF generation, enhanced metadata, same-filename replacement |
+
+### 3.3 Frontend Changes
+
+**Modified Files**:
+
+| File | Change |
+|------|--------|
+| `frontend/src/types/index.ts` | Add `page_number`, `chunk_file_path` to `SourceMetadata` |
+| `frontend/src/components/ResponsePanel.tsx` | Render `chunk_file_path` as clickable link in sources |
+| `frontend/src/components/ChunkList.tsx` | Show page number, link to chunk PDF |
+
+**Source Card Update**:
+
+Current source card shows: `filename`, `upload_date`, `content_summary`, `chunk_index`
+
+Enhanced source card adds: `page_number` (e.g., "Page 3"), clickable "View Source" link opening chunk PDF
+
+### 3.4 Directory Structure After Enhancement
+
+```
+legco_reranker/
+├── app/
+│   ├── backend/...
+│   ├── frontend/...
+│   └── chroma_db/                    # Existing
+├── document_chunk/                    # NEW — chunk PDF files
+│   ├── NEC4 ACC_page_1.pdf
+│   ├── NEC4 ACC_page_2.pdf
+│   ├── NEC4 ACC_page_3.pdf
+│   └── meeting_notes_page_5.pdf
+├── .plans/
+└── ...
+```
+
+### 3.5 Acceptance Criteria
+
+- [ ] PDF uploads produce page-aware chunks: 1 chunk per page with 200-token overlap from adjacent pages
+- [ ] Each page is saved as a separate PDF (original page, not generated text) in `document_chunk/`
+- [ ] Chunk PDF filename follows convention: `{filename}_page_{n}.pdf`
+- [ ] Page numbers are sequential index (1, 2, 3...), not PDF internal labels
+- [ ] Oversized pages are kept as single chunks (never split)
+- [ ] `GET /api/v1/chunks/{file_path}/pdf` serves the original chunk PDF
+- [ ] RAG response sources include `page_number` and `chunk_file_path`
+- [ ] Frontend source cards show page number and clickable link
+- [ ] Clicking source link opens/downloads the original chunk PDF
+- [ ] DOCX uploads work without page numbers (graceful degradation, no chunk PDFs)
+- [ ] Uploading a file with same filename replaces existing document (old chunks + PDFs deleted, new document_id)
+- [ ] `document_chunk/` is `.gitignore`d
+- [ ] Deleting a document also removes its chunk PDFs from `document_chunk/`
+
+---
+
+## Implementation Sequence
+
+The three features have dependencies. Recommended order:
+
+```
+Feature 1 (Nav + Routing)     ← No backend changes, enables Feature 2
+    │
+    ▼
+Feature 2 (RAG Database Page)  ← Needs Feature 1 for page routing
+    │                            But backend CRUD endpoints are independent
+    ▼
+Feature 3 (Page-Aware Chunking) ← Modifies ingestion pipeline
+                                 Enhances Feature 2 (chunk file links)
+                                 Enhances ResponsePanel (clickable sources)
+```
+
+### Sub-Phase Breakdown
+
+| Sub-Phase | Feature | Scope | Backend | Frontend | Status |
+|-----------|---------|-------|---------|----------|--------|
+| 1.5.1 | 1 | Nav bar + routing + page scaffold | None | NavBar, LTTPage, RAGDatabasePage, App.tsx refactor | ✅ Complete |
+| 1.5.2 | 2 | Backend CRUD for documents/chunks | documents router, RAGService methods, schemas | None | 📋 Pending |
+| 1.5.3 | 2 | Frontend RAG Database page | None | RAGDatabasePage, DocumentList, ChunkList, DocumentUpload, API hooks | 📋 Pending |
+| 1.5.4 | 3 | Page-aware parsing & chunking | pdf_parser, chunking, metadata enhancements | None | 📋 Pending |
+| 1.5.5 | 3 | Chunk PDF generation & storage | pdf_extractor, config, ingest pipeline refactor | None | 📋 Pending |
+| 1.5.6 | 3 | Chunk file serving + frontend links | documents router endpoint | ResponsePanel clickable links, ChunkList updates | 📋 Pending |
+
+### Parallelization Opportunities
+
+- **1.5.1 and 1.5.2 can run in parallel** — Frontend routing changes and backend CRUD are independent
+- **1.5.3 blocked by 1.5.1 + 1.5.2** — Needs both routing and backend endpoints
+- **1.5.4 and 1.5.5 are sequential** — 1.5.5 depends on 1.5.4's page-aware parsing
+- **1.5.6 blocked by 1.5.3 + 1.5.5** — Needs both frontend page and backend chunk serving
+
+```
+1.5.1 (Nav+Routing)  ─┐
+                       ├─► 1.5.3 (RAG DB Page) ─┐
+1.5.2 (Backend CRUD) ─┘                         │
+                                                 ├─► 1.5.6 (Links)
+1.5.4 (Page-Aware) ──► 1.5.5 (Chunk PDFs) ─────┘
+```
+
+---
+
+## New Dependencies
+
+### Backend
+| Package | Purpose | Already installed? |
+|---------|---------|--------------------|
+| (none) | pypdf already supports page extraction | ✅ |
+
+### Frontend
+| Package | Purpose | Already installed? |
+|---------|---------|--------------------|
+| `react-router-dom` | Client-side routing | ✅ Installed |
+
+---
+
+## .gitignore Updates
+
+```gitignore
+# Chunk PDF storage
+document_chunk/
+```
+
+---
+
+## Risks & Mitigations
+
+| Risk | Impact | Mitigation |
+|------|--------|------------|
+| ChromaDB has no native "group by document" query | `list_documents()` needs manual grouping from all metadata | Group by `filename` + `document_id` in metadata. Cache result if slow. |
+| Large PDFs → many chunk PDF files | Disk usage grows | One PDF per unique page (not per chunk). Pages shared by chunks reuse same file. |
+| Chunk spans multiple pages | Ambiguous page assignment | Tag chunk with STARTING page only. Note in UI. |
+| DOCX has no page numbers | `page_number` is None for DOCX chunks | Graceful degradation — show "N/A" or hide page info for DOCX. |
+| Deleting documents must clean up chunk files | Orphan files if deletion fails | Delete files after successful ChromaDB deletion. Log failures for manual cleanup. |
+| Path traversal in chunk PDF endpoint | Security risk | Validate `file_path` doesn't contain `..` or absolute paths. Use whitelist of known files. |
+
+---
+
+## Decisions (Confirmed)
+
+| # | Question | Decision |
+|---|----------|----------|
+| 1 | Chunk algorithm | **Page-as-chunk-unit**. Each chunk = `[last 200 tokens of prev page] + [full current page text] + [first 200 tokens of next page]`. One chunk per page — never split a page even if oversized. |
+| 2 | DOCX chunk PDFs | **No**. Only PDFs get chunk PDFs. DOCX chunks show text preview only. |
+| 3 | IngestPanel placement | **Keep on LTT page** + also add upload on RAG Database page. |
+| 4 | Re-ingestion / same filename | **Full replacement**. Delete old chunks + old chunk PDFs + create new `document_id`. |
+| 5 | Chunk PDF content | **Original page from source PDF**. Extract actual page — preserves formatting, tables, images. |
+| 6 | Page numbering | **Sequential index** (1, 2, 3...). Not PDF internal labels. |
+| 7 | Oversized pages | **Never split**. One chunk per page regardless of token count. |
+
+## Open Questions
+
+None — all resolved.
+
+---
+
+## Test Plan
+
+### Backend Tests (New Files)
+
+| File | Coverage |
+|------|----------|
+| `test_phase1_documents_router.py` | GET /documents, DELETE /documents/{id}, DELETE /chunks/{id} |
+| `test_phase1_pdf_parser_pages.py` | parse_pdf_by_page() — multi-page PDFs, single-page, empty |
+| `test_phase1_page_aware_chunking.py` | chunk_with_pages() — cross-page chunks, single-page chunks |
+| `test_phase1_pdf_extractor.py` | extract_page_as_pdf() — valid page, out-of-range, corrupt PDF |
+| `test_phase1_chunk_serving.py` | GET /chunks/{path}/pdf — valid file, missing file, path traversal |
+
+### Frontend Tests (New Files)
+
+| File | Coverage |
+|------|----------|
+| `NavBar.test.tsx` | Navigation links, active state |
+| `RAGDatabasePage.test.tsx` | Document list, delete, upload |
+| `DocumentList.test.tsx` | Document cards, expand/collapse |
+| `ChunkList.test.tsx` | Chunk table, page numbers, PDF links |
+
+### Acceptance Tests
+
+| File | Coverage |
+|------|----------|
+| `test_acceptance_phase1_documents_crud.py` | Real ChromaDB CRUD with list, delete |
+| `test_acceptance_phase1_page_chunking.py` | Real PDF upload → page-aware chunks → chunk PDFs exist |
+| `test_acceptance_phase1_chunk_links.py` | Full flow: upload → query → response has clickable chunk links |
diff --git a/backend/app/services/rag.py b/backend/app/services/rag.py
index c1a0b68..be43900 100644
--- a/backend/app/services/rag.py
+++ b/backend/app/services/rag.py
@@ -107,7 +107,7 @@ class RAGService:
             f"Answer the question using ONLY these document chunks. "
             f"Do not use any external knowledge. "
             f"Format your answer as bullet points. "
-            f"Cite the source number [N] for each point.\n\n"
+            f"Cite the source name in [ ] for each point.\n\n"
             f"Document chunks:\n{context}\n\n"
             f"Answer:"
         )
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index dadbdff..a60c187 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
@@ -14,6 +14,8 @@
         "lucide-react": "^0.190.0",
         "react": "^18.2.0",
         "react-dom": "^18.2.0",
+        "react-markdown": "^10.1.0",
+        "react-router-dom": "^7.14.2",
         "tailwindcss": "^3.4.0"
       },
       "devDependencies": {
@@ -1855,9 +1857,57 @@
         "@types/chai": "<5.2.0"
       }
     },
+    "node_modules/@types/debug": {
+      "version": "4.1.13",
+      "resolved": "https://registry.npmjs.org/@types/debug/-/debug-4.1.13.tgz",
+      "integrity": "sha512-KSVgmQmzMwPlmtljOomayoR89W4FynCAi3E8PPs7vmDVPe84hT+vGPKkJfThkmXs0x0jAaa9U8uW8bbfyS2fWw==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/ms": "*"
+      }
+    },
+    "node_modules/@types/estree": {
+      "version": "1.0.8",
+      "resolved": "https://registry.npmjs.org/@types/estree/-/estree-1.0.8.tgz",
+      "integrity": "sha512-dWHzHa2WqEXI/O1E9OjrocMTKJl2mSrEolh1Iomrv6U+JuNwaHXsXx9bLu5gG7BUWFIN0skIQJQ/L1rIex4X6w==",
+      "license": "MIT"
+    },
+    "node_modules/@types/estree-jsx": {
+      "version": "1.0.5",
+      "resolved": "https://registry.npmjs.org/@types/estree-jsx/-/estree-jsx-1.0.5.tgz",
+      "integrity": "sha512-52CcUVNFyfb1A2ALocQw/Dd1BQFNmSdkuC3BkZ6iqhdMfQz7JWOFRuJFloOzjk+6WijU56m9oKXFAXc7o3Towg==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/estree": "*"
+      }
+    },
+    "node_modules/@types/hast": {
+      "version": "3.0.4",
+      "resolved": "https://registry.npmjs.org/@types/hast/-/hast-3.0.4.tgz",
+      "integrity": "sha512-WPs+bbQw5aCj+x6laNGWLH3wviHtoCv/P3+otBhbOhJgG8qtpdAMlTCxLtsTWA7LH1Oh/bFCHsBn0TPS5m30EQ==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/unist": "*"
+      }
+    },
     "node_modules/@types/jest": {
       "dev": true
     },
+    "node_modules/@types/mdast": {
+      "version": "4.0.4",
+      "resolved": "https://registry.npmjs.org/@types/mdast/-/mdast-4.0.4.tgz",
+      "integrity": "sha512-kGaNbPh1k7AFzgpud/gMdvIm5xuECykRR+JnWKQno9TAXVa6WIVCGTPvYGekIDL4uwCZQSYbUxNBSb1aUo79oA==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/unist": "*"
+      }
+    },
+    "node_modules/@types/ms": {
+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/@types/ms/-/ms-2.1.0.tgz",
+      "integrity": "sha512-GsCCIZDE/p3i96vtEqx+7dBUGXrc7zeSK3wwPHIaRThS+9OhWIXRqzs4d6k1SVU8g91DrNRWxWUGhp5KXQb2VA==",
+      "license": "MIT"
+    },
     "node_modules/@types/node": {
       "version": "25.6.0",
       "resolved": "https://registry.npmjs.org/@types/node/-/node-25.6.0.tgz",
@@ -1868,14 +1918,11 @@
         "undici-types": "~7.19.0"
       }
     },
-    "node_modules/@types/prop-types": {
-      "dev": true
-    },
+    "node_modules/@types/prop-types": {},
     "node_modules/@types/react": {
       "version": "18.3.28",
       "resolved": "https://registry.npmjs.org/@types/react/-/react-18.3.28.tgz",
       "integrity": "sha512-z9VXpC7MWrhfWipitjNdgCauoMLRdIILQsAEV+ZesIzBq/oUlxk0m3ApZuMFCXdnS4U7KrI+l3WRUEGQ8K1QKw==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "@types/prop-types": "*",
@@ -1902,6 +1949,18 @@
         "@types/jest": "*"
       }
     },
+    "node_modules/@types/unist": {
+      "version": "3.0.3",
+      "resolved": "https://registry.npmjs.org/@types/unist/-/unist-3.0.3.tgz",
+      "integrity": "sha512-ko/gIFJRv177XgZsZcBwnqJN5x/Gien8qNOn0D5bQU/zAzVf9Zt3BlcUiLqhV9y4ARk0GbT3tnUiPNgnTXzc/Q==",
+      "license": "MIT"
+    },
+    "node_modules/@ungap/structured-clone": {
+      "version": "1.3.0",
+      "resolved": "https://registry.npmjs.org/@ungap/structured-clone/-/structured-clone-1.3.0.tgz",
+      "integrity": "sha512-WmoN8qaIAo7WTYWbAZuG8PYEhn5fkz7dZrqTBZ7dtt//lL2Gwms1IcnQ5yHqjDfX8Ft5j4YzDM23f87zBfDe9g==",
+      "license": "ISC"
+    },
     "node_modules/@vitejs/plugin-react": {
       "version": "4.7.0",
       "resolved": "https://registry.npmjs.org/@vitejs/plugin-react/-/plugin-react-4.7.0.tgz",
@@ -2283,6 +2342,16 @@
         "proxy-from-env": "^2.1.0"
       }
     },
+    "node_modules/bail": {
+      "version": "2.0.2",
+      "resolved": "https://registry.npmjs.org/bail/-/bail-2.0.2.tgz",
+      "integrity": "sha512-0xO6mYd7JB2YesxDKplafRpsiOzPt9V02ddPCLbY1xYGPOX24NTyN50qnUxgCPcSoYMhKpAuBTjQoRZCAkUDRw==",
+      "license": "MIT",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
     "node_modules/baseline-browser-mapping": {
       "version": "2.10.21",
       "resolved": "https://registry.npmjs.org/baseline-browser-mapping/-/baseline-browser-mapping-2.10.21.tgz",
@@ -2358,6 +2427,16 @@
       ],
       "license": "CC-BY-4.0"
     },
+    "node_modules/ccount": {
+      "version": "2.0.1",
+      "resolved": "https://registry.npmjs.org/ccount/-/ccount-2.0.1.tgz",
+      "integrity": "sha512-eyrF0jiFpY+3drT6383f1qhkbGsLSifNAjA61IUjZjmLCWjItY6LB9ft9YhoDgwfmclB2zhu51Lc7+95b8NRAg==",
+      "license": "MIT",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
     "node_modules/chai": {
       "version": "4.5.0",
       "resolved": "https://registry.npmjs.org/chai/-/chai-4.5.0.tgz",
@@ -2526,6 +2605,46 @@
         "node": ">=8"
       }
     },
+    "node_modules/character-entities": {
+      "version": "2.0.2",
+      "resolved": "https://registry.npmjs.org/character-entities/-/character-entities-2.0.2.tgz",
+      "integrity": "sha512-shx7oQ0Awen/BRIdkjkvz54PnEEI/EjwXDSIZp86/KKdbafHh1Df/RYGBhn4hbe2+uKC9FnT5UCEdyPz3ai9hQ==",
+      "license": "MIT",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
+    "node_modules/character-entities-html4": {
+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/character-entities-html4/-/character-entities-html4-2.1.0.tgz",
+      "integrity": "sha512-1v7fgQRj6hnSwFpq1Eu0ynr/CDEw0rXo2B61qXrLNdHZmPKgb7fqS1a2JwF0rISo9q77jDI8VMEHoApn8qDoZA==",
+      "license": "MIT",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
+    "node_modules/character-entities-legacy": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/character-entities-legacy/-/character-entities-legacy-3.0.0.tgz",
+      "integrity": "sha512-RpPp0asT/6ufRm//AJVwpViZbGM/MkjQFxJccQRHmISF/22NBtsHqAWmL+/pmkPWoIUJdWyeVleTl1wydHATVQ==",
+      "license": "MIT",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
+    "node_modules/character-reference-invalid": {
+      "version": "2.0.1",
+      "resolved": "https://registry.npmjs.org/character-reference-invalid/-/character-reference-invalid-2.0.1.tgz",
+      "integrity": "sha512-iBZ4F4wRbyORVsu0jPV7gXkOsGYjGHPmAyv+HiHG8gi5PtC9KI2j1+v8/tlibRvjoWX027ypmG/n0HtO5t7unw==",
+      "license": "MIT",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
     "node_modules/chokidar": {
       "version": "3.6.0",
       "resolved": "https://registry.npmjs.org/chokidar/-/chokidar-3.6.0.tgz",
@@ -2682,6 +2801,29 @@
         "node": ">=8.0"
       }
     },
+    "node_modules/comma-separated-tokens": {
+      "version": "2.0.3",
+      "resolved": "https://registry.npmjs.org/comma-separated-tokens/-/comma-separated-tokens-2.0.3.tgz",
+      "integrity": "sha512-Fu4hJdvzeylCfQPp9SGWidpzrMs7tTrlu6Vb8XGaRGck8QSNZJJp538Wrb60Lax4fPwR64ViY468OIUTbRlGZg==",
+      "license": "MIT",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
+    "node_modules/cookie": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/cookie/-/cookie-1.1.1.tgz",
+      "integrity": "sha512-ei8Aos7ja0weRpFzJnEA9UHJ/7XQmqglbRwnf2ATjcB9Wq874VKH9kfjjirM6UhU2/E5fFYadylyhFldcqSidQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=18"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/express"
+      }
+    },
     "node_modules/create-require": {
       "version": "1.1.1",
       "resolved": "https://registry.npmjs.org/create-require/-/create-require-1.1.1.tgz",
@@ -2727,7 +2869,6 @@
       "version": "3.2.3",
       "resolved": "https://registry.npmjs.org/csstype/-/csstype-3.2.3.tgz",
       "integrity": "sha512-z1HGKcYy2xA8AGQfwrn0PAy+PB7X/GSj3UVJW9qKyn43xWa+gl5nXmU4qqLMRzWVLFC8KusUX8T/0kCiOYpAIQ==",
-      "dev": true,
       "license": "MIT"
     },
     "node_modules/data-urls": {
@@ -2749,7 +2890,6 @@
       "version": "4.4.3",
       "resolved": "https://registry.npmjs.org/debug/-/debug-4.4.3.tgz",
       "integrity": "sha512-RGwwWnwQvkVfavKVt22FGLw+xYSdzARwm0ru6DhTVA3umU5hZc28V3kO4stgYryrTlLpuvgI9GiijltAjNbcqA==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "ms": "^2.1.3"
@@ -2767,7 +2907,6 @@
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-      "dev": true,
       "license": "MIT"
     },
     "node_modules/decimal.js": {
@@ -2777,6 +2916,41 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/decode-named-character-reference": {
+      "version": "1.3.0",
+      "resolved": "https://registry.npmjs.org/decode-named-character-reference/-/decode-named-character-reference-1.3.0.tgz",
+      "integrity": "sha512-GtpQYB283KrPp6nRw50q3U9/VfOutZOe103qlN7BPP6Ad27xYnOIWv4lPzo8HCAL+mMZofJ9KEy30fq6MfaK6Q==",
+      "license": "MIT",
+      "dependencies": {
+        "character-entities": "^2.0.0"
+      },
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
+    "node_modules/dequal": {
+      "version": "2.0.3",
+      "resolved": "https://registry.npmjs.org/dequal/-/dequal-2.0.3.tgz",
+      "integrity": "sha512-0je+qPKHEMohvfRTCEo3CrPG6cAzAYgmzKyxRiYSSDkS6eGJdyVJm7WaYA5ECaAD9wLB2T4EEeymA5aFVcYXCA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=6"
+      }
+    },
+    "node_modules/devlop": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/devlop/-/devlop-1.1.0.tgz",
+      "integrity": "sha512-RWmIqhcFf1lRYBvNmr7qTNuyCt/7/ns2jbpp1+PalgE/rDQcBT0fioSMUpJ93irlUhC5hrg4cYqe6U+0ImW0rA==",
+      "license": "MIT",
+      "dependencies": {
+        "dequal": "^2.0.0"
+      },
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
     "node_modules/didyoumean": {
       "version": "1.2.2",
       "resolved": "https://registry.npmjs.org/didyoumean/-/didyoumean-1.2.2.tgz",
@@ -2902,6 +3076,22 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/estree-util-is-identifier-name": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/estree-util-is-identifier-name/-/estree-util-is-identifier-name-3.0.0.tgz",
+      "integrity": "sha512-hFtqIDZTIUZ9BXLb8y4pYGyk6+wekIivNVTcmvk8NoOh+VeRn5y6cEHzbURrWbfp1fIqdVipilzj+lfaadNZmg==",
+      "license": "MIT",
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
+    "node_modules/extend": {
+      "version": "3.0.2",
+      "resolved": "https://registry.npmjs.org/extend/-/extend-3.0.2.tgz",
+      "integrity": "sha512-fjquC59cD7CyW6urNXK0FBufkZcoiGG80wTuPujX590cB5Ttln20E2UB4S/WARVqhXffZl2LNgS+gQdPIIim/g==",
+      "license": "MIT"
+    },
     "node_modules/fast-glob": {
       "version": "3.3.3",
       "resolved": "https://registry.npmjs.org/fast-glob/-/fast-glob-3.3.3.tgz",
@@ -3323,6 +3513,46 @@
         "node": ">=10.13.0"
       }
     },
+    "node_modules/hast-util-to-jsx-runtime": {
+      "version": "2.3.6",
+      "resolved": "https://registry.npmjs.org/hast-util-to-jsx-runtime/-/hast-util-to-jsx-runtime-2.3.6.tgz",
+      "integrity": "sha512-zl6s8LwNyo1P9uw+XJGvZtdFF1GdAkOg8ujOw+4Pyb76874fLps4ueHXDhXWdk6YHQ6OgUtinliG7RsYvCbbBg==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/estree": "^1.0.0",
+        "@types/hast": "^3.0.0",
+        "@types/unist": "^3.0.0",
+        "comma-separated-tokens": "^2.0.0",
+        "devlop": "^1.0.0",
+        "estree-util-is-identifier-name": "^3.0.0",
+        "hast-util-whitespace": "^3.0.0",
+        "mdast-util-mdx-expression": "^2.0.0",
+        "mdast-util-mdx-jsx": "^3.0.0",
+        "mdast-util-mdxjs-esm": "^2.0.0",
+        "property-information": "^7.0.0",
+        "space-separated-tokens": "^2.0.0",
+        "style-to-js": "^1.0.0",
+        "unist-util-position": "^5.0.0",
+        "vfile-message": "^4.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
+    "node_modules/hast-util-whitespace": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/hast-util-whitespace/-/hast-util-whitespace-3.0.0.tgz",
+      "integrity": "sha512-88JUN06ipLwsnv+dVn+OIYOvAuvBMy/Qoi6O7mQHxdPXpjy+Cd6xRkWwux7DKO+4sYILtLBRIKgsdpS2gQc7qw==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/hast": "^3.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
     "node_modules/html-encoding-sniffer": {
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/html-encoding-sniffer/-/html-encoding-sniffer-3.0.0.tgz",
@@ -3336,6 +3566,16 @@
         "node": ">=12"
       }
     },
+    "node_modules/html-url-attributes": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/html-url-attributes/-/html-url-attributes-3.0.1.tgz",
+      "integrity": "sha512-ol6UPyBWqsrO6EJySPz2O7ZSr856WDrEzM5zMqp+FJJLGMW35cLYmmZnl0vztAZxRUoNZJFTCohfjuIJ8I4QBQ==",
+      "license": "MIT",
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
     "node_modules/http-proxy-agent": {
       "version": "5.0.0",
       "resolved": "https://registry.npmjs.org/http-proxy-agent/-/http-proxy-agent-5.0.0.tgz",
@@ -3401,6 +3641,46 @@
         "node": ">= 6.0.0"
       }
     },
+    "node_modules/inline-style-parser": {
+      "version": "0.2.7",
+      "resolved": "https://registry.npmjs.org/inline-style-parser/-/inline-style-parser-0.2.7.tgz",
+      "integrity": "sha512-Nb2ctOyNR8DqQoR0OwRG95uNWIC0C1lCgf5Naz5H6Ji72KZ8OcFZLz2P5sNgwlyoJ8Yif11oMuYs5pBQa86csA==",
+      "license": "MIT"
+    },
+    "node_modules/is-alphabetical": {
+      "version": "2.0.1",
+      "resolved": "https://registry.npmjs.org/is-alphabetical/-/is-alphabetical-2.0.1.tgz",
+      "integrity": "sha512-FWyyY60MeTNyeSRpkM2Iry0G9hpr7/9kD40mD/cGQEuilcZYS4okz8SN2Q6rLCJ8gbCt6fN+rC+6tMGS99LaxQ==",
+      "license": "MIT",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
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+        "trough": "^2.0.0",
+        "vfile": "^6.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
+    "node_modules/unist-util-is": {
+      "version": "6.0.1",
+      "resolved": "https://registry.npmjs.org/unist-util-is/-/unist-util-is-6.0.1.tgz",
+      "integrity": "sha512-LsiILbtBETkDz8I9p1dQ0uyRUWuaQzd/cuEeS1hoRSyW5E5XGmTzlwY1OrNzzakGowI9Dr/I8HVaw4hTtnxy8g==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/unist": "^3.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
+    "node_modules/unist-util-position": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/unist-util-position/-/unist-util-position-5.0.0.tgz",
+      "integrity": "sha512-fucsC7HjXvkB5R3kTCO7kUjRdrS0BJt3M/FPxmHMBOm8JQi2BsHAHFsy27E0EolP8rp0NzXsJ+jNPyDWvOJZPA==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/unist": "^3.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
+    "node_modules/unist-util-stringify-position": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/unist-util-stringify-position/-/unist-util-stringify-position-4.0.0.tgz",
+      "integrity": "sha512-0ASV06AAoKCDkS2+xw5RXJywruurpbC4JZSm7nr7MOt1ojAzvyyaO+UxZf18j8FCF6kmzCZKcAgN/yu2gm2XgQ==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/unist": "^3.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
+    "node_modules/unist-util-visit": {
+      "version": "5.1.0",
+      "resolved": "https://registry.npmjs.org/unist-util-visit/-/unist-util-visit-5.1.0.tgz",
+      "integrity": "sha512-m+vIdyeCOpdr/QeQCu2EzxX/ohgS8KbnPDgFni4dQsfSCtpz8UqDyY5GjRru8PDKuYn7Fq19j1CQ+nJSsGKOzg==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/unist": "^3.0.0",
+        "unist-util-is": "^6.0.0",
+        "unist-util-visit-parents": "^6.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
+    "node_modules/unist-util-visit-parents": {
+      "version": "6.0.2",
+      "resolved": "https://registry.npmjs.org/unist-util-visit-parents/-/unist-util-visit-parents-6.0.2.tgz",
+      "integrity": "sha512-goh1s1TBrqSqukSc8wrjwWhL0hiJxgA8m4kFxGlQ+8FYQ3C/m11FcTs4YYem7V664AhHVvgoQLk890Ssdsr2IQ==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/unist": "^3.0.0",
+        "unist-util-is": "^6.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
     "node_modules/update-browserslist-db": {
       "version": "1.2.3",
       "resolved": "https://registry.npmjs.org/update-browserslist-db/-/update-browserslist-db-1.2.3.tgz",
@@ -4611,6 +5806,34 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/vfile": {
+      "version": "6.0.3",
+      "resolved": "https://registry.npmjs.org/vfile/-/vfile-6.0.3.tgz",
+      "integrity": "sha512-KzIbH/9tXat2u30jf+smMwFCsno4wHVdNmzFyL+T/L3UGqqk6JKfVqOFOZEpZSHADH1k40ab6NUIXZq422ov3Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/unist": "^3.0.0",
+        "vfile-message": "^4.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
+    "node_modules/vfile-message": {
+      "version": "4.0.3",
+      "resolved": "https://registry.npmjs.org/vfile-message/-/vfile-message-4.0.3.tgz",
+      "integrity": "sha512-QTHzsGd1EhbZs4AsQ20JX1rC3cOlt/IWJruk893DfLRr57lcnOeMaWG4K0JrRta4mIJZKth2Au3mM3u03/JWKw==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/unist": "^3.0.0",
+        "unist-util-stringify-position": "^4.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
     "node_modules/vite": {
       "version": "7.3.2",
       "resolved": "https://registry.npmjs.org/vite/-/vite-7.3.2.tgz",
@@ -5452,13 +6675,6 @@
         "win32"
       ]
     },
-    "node_modules/vite-node/node_modules/@types/estree": {
-      "version": "1.0.8",
-      "resolved": "https://registry.npmjs.org/@types/estree/-/estree-1.0.8.tgz",
-      "integrity": "sha512-dWHzHa2WqEXI/O1E9OjrocMTKJl2mSrEolh1Iomrv6U+JuNwaHXsXx9bLu5gG7BUWFIN0skIQJQ/L1rIex4X6w==",
-      "dev": true,
-      "license": "MIT"
-    },
     "node_modules/vite-node/node_modules/confbox": {
       "version": "0.1.8",
       "resolved": "https://registry.npmjs.org/confbox/-/confbox-0.1.8.tgz",
@@ -6514,14 +7730,6 @@
       ],
       "peer": true
     },
-    "node_modules/vite/node_modules/@types/estree": {
-      "version": "1.0.8",
-      "resolved": "https://registry.npmjs.org/@types/estree/-/estree-1.0.8.tgz",
-      "integrity": "sha512-dWHzHa2WqEXI/O1E9OjrocMTKJl2mSrEolh1Iomrv6U+JuNwaHXsXx9bLu5gG7BUWFIN0skIQJQ/L1rIex4X6w==",
-      "dev": true,
-      "license": "MIT",
-      "peer": true
-    },
     "node_modules/vite/node_modules/esbuild": {
       "version": "0.27.7",
       "resolved": "https://registry.npmjs.org/esbuild/-/esbuild-0.27.7.tgz",
@@ -7497,13 +8705,6 @@
         "win32"
       ]
     },
-    "node_modules/vitest/node_modules/@types/estree": {
-      "version": "1.0.8",
-      "resolved": "https://registry.npmjs.org/@types/estree/-/estree-1.0.8.tgz",
-      "integrity": "sha512-dWHzHa2WqEXI/O1E9OjrocMTKJl2mSrEolh1Iomrv6U+JuNwaHXsXx9bLu5gG7BUWFIN0skIQJQ/L1rIex4X6w==",
-      "dev": true,
-      "license": "MIT"
-    },
     "node_modules/vitest/node_modules/esbuild": {
       "version": "0.21.5",
       "resolved": "https://registry.npmjs.org/esbuild/-/esbuild-0.21.5.tgz",
@@ -7839,6 +9040,16 @@
       "engines": {
         "node": ">=6"
       }
+    },
+    "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
index 4becd7d..aff89cd 100644
--- a/frontend/package.json
+++ b/frontend/package.json
@@ -16,6 +16,8 @@
     "lucide-react": "^0.190.0",
     "react": "^18.2.0",
     "react-dom": "^18.2.0",
+    "react-markdown": "^10.1.0",
+    "react-router-dom": "^7.14.2",
     "tailwindcss": "^3.4.0"
   },
   "devDependencies": {
diff --git a/frontend/src/App.tsx b/frontend/src/App.tsx
index 35c6e5c..73840f5 100644
--- a/frontend/src/App.tsx
+++ b/frontend/src/App.tsx
@@ -1,69 +1,27 @@
 import React from 'react'
-import { QueryClientProvider } from '@tanstack/react-query'
-import { queryClient, useQueryDocument, useIngestDocument } from './lib/queries'
-import { Film } from 'lucide-react'
-import { QueryInput } from './components/QueryInput'
-import { KeywordsDisplay } from './components/KeywordsDisplay'
-import { ResponsePanel } from './components/ResponsePanel'
-import { IngestPanel } from './components/IngestPanel'
+import { BrowserRouter, Routes, Route } from 'react-router-dom'
+import { AppQueryProvider } from './lib/queries'
 import { ErrorBoundary } from './components/ErrorBoundary'
-
-const VideoPlaceholder: React.FC = () => {
-  return (
-    <div className="h-full flex items-center justify-center bg-white/50">
-      <div className="text-center space-y-2">
-        <Film className="mx-auto w-12 h-12 text-gray-600" />
-        <div className="text-gray-700 font-semibold">Video upload coming in Phase 2</div>
-      </div>
-    </div>
-  )
-}
-
-const AppContent: React.FC = () => {
-  const queryMutation = useQueryDocument()
-  const ingestMutation = useIngestDocument()
-
-  const handleQuerySubmit = (question: string): void => {
-    queryMutation.mutate({ question })
-  }
-
-  const handleFileUpload = (file: File): void => {
-    ingestMutation.mutate(file)
-  }
-
-  return (
-    <div className="h-screen grid grid-rows-[30%_1fr] grid-cols-2 bg-gray-50">
-      <div className="border-r border-b border-gray-200 p-4 min-h-0 overflow-hidden">
-        <VideoPlaceholder />
-      </div>
-      <div className="border-b border-gray-200 p-6 flex flex-col gap-4 overflow-y-auto min-h-0">
-        <QueryInput onSubmit={handleQuerySubmit} isLoading={queryMutation.isPending} />
-        <KeywordsDisplay keywords={queryMutation.data?.keywords} isLoading={queryMutation.isPending} />
-        <IngestPanel
-          onUpload={handleFileUpload}
-          isLoading={ingestMutation.isPending}
-          success={ingestMutation.isSuccess ? ingestMutation.data?.filename ?? null : null}
-          error={ingestMutation.isError ? (ingestMutation.error instanceof Error ? ingestMutation.error.message : 'Upload failed') : null}
-        />
-      </div>
-      <div className="col-span-2 p-6 border-t border-gray-200 overflow-y-auto min-h-0">
-        <ResponsePanel
-          answer={queryMutation.data?.answer ?? null}
-          sources={queryMutation.data?.sources ?? []}
-          isLoading={queryMutation.isPending}
-          error={queryMutation.isError ? (queryMutation.error instanceof Error ? queryMutation.error.message : 'Query failed') : null}
-        />
-      </div>
-    </div>
-  )
-}
+import { NavBar } from './components/NavBar'
+import { LTTPage } from './pages/LTTPage'
+import { RAGDatabasePage } from './pages/RAGDatabasePage'
 
 export default function App(): JSX.Element {
   return (
-    <QueryClientProvider client={queryClient}>
-      <ErrorBoundary>
-        <AppContent />
-      </ErrorBoundary>
-    </QueryClientProvider>
+    <BrowserRouter>
+      <AppQueryProvider>
+        <ErrorBoundary>
+          <div className="h-screen flex flex-col">
+            <NavBar />
+            <div className="flex-1 overflow-auto">
+              <Routes>
+                <Route path="/" element={<LTTPage />} />
+                <Route path="/rag-database" element={<RAGDatabasePage />} />
+              </Routes>
+            </div>
+          </div>
+        </ErrorBoundary>
+      </AppQueryProvider>
+    </BrowserRouter>
   )
 }
diff --git a/frontend/src/components/NavBar.tsx b/frontend/src/components/NavBar.tsx
new file mode 100644
index 0000000..acabc5e
--- /dev/null
+++ b/frontend/src/components/NavBar.tsx
@@ -0,0 +1,35 @@
+import React from 'react'
+import { NavLink } from 'react-router-dom'
+
+export const NavBar: React.FC = () => {
+  return (
+    <nav className="h-12 flex-shrink-0 bg-white border-b border-gray-200 px-4 flex items-center">
+      <div className="flex gap-6">
+        <NavLink
+          to="/"
+          className={({ isActive }) =>
+            `text-sm font-medium transition-colors ${
+              isActive
+                ? 'text-gray-900 border-b-2 border-gray-900'
+                : 'text-gray-500 hover:text-gray-700 border-b-2 border-transparent'
+            }`
+          }
+        >
+          LTT
+        </NavLink>
+        <NavLink
+          to="/rag-database"
+          className={({ isActive }) =>
+            `text-sm font-medium transition-colors ${
+              isActive
+                ? 'text-gray-900 border-b-2 border-gray-900'
+                : 'text-gray-500 hover:text-gray-700 border-b-2 border-transparent'
+            }`
+          }
+        >
+          RAG Database
+        </NavLink>
+      </div>
+    </nav>
+  )
+}
diff --git a/frontend/src/components/ResponsePanel.tsx b/frontend/src/components/ResponsePanel.tsx
index 665b388..5c4f322 100644
--- a/frontend/src/components/ResponsePanel.tsx
+++ b/frontend/src/components/ResponsePanel.tsx
@@ -1,5 +1,6 @@
 import React, { useState } from 'react'
 import { MessageSquare, AlertCircle, Copy, ChevronDown, ChevronRight } from 'lucide-react'
+import ReactMarkdown from 'react-markdown'
 import type { SourceMetadata } from '../types'
 
 interface ResponsePanelProps {
@@ -106,21 +107,8 @@ export const ResponsePanel: React.FC<ResponsePanelProps> = ({
             <span className="text-sm">{copied ? 'Copied!' : 'Copy'}</span>
           </button>
         </div>
-        <div className="space-y-2 transition-all duration-300">
-          {answer
-            ?.split('\n')
-            .map((line, index) => {
-              const trimmedLine = line.trim()
-              if (trimmedLine.startsWith('-') || trimmedLine.startsWith('•')) {
-                const content = trimmedLine.replace(/^[-•]\s*/, '')
-                return (
-                  <li key={index} className="ml-4">
-                    {content}
-                  </li>
-                )
-              }
-              return <p key={index}>{trimmedLine}</p>
-            })}
+        <div className="prose prose-sm max-w-none text-gray-800">
+          <ReactMarkdown>{answer ?? ''}</ReactMarkdown>
         </div>
       </div>
 
diff --git a/frontend/src/pages/LTTPage.tsx b/frontend/src/pages/LTTPage.tsx
new file mode 100644
index 0000000..1b4ad32
--- /dev/null
+++ b/frontend/src/pages/LTTPage.tsx
@@ -0,0 +1,57 @@
+import React from 'react'
+import { Film } from 'lucide-react'
+import { useQueryDocument, useIngestDocument } from '../lib/queries'
+import { QueryInput } from '../components/QueryInput'
+import { KeywordsDisplay } from '../components/KeywordsDisplay'
+import { ResponsePanel } from '../components/ResponsePanel'
+import { IngestPanel } from '../components/IngestPanel'
+
+const VideoPlaceholder: React.FC = () => {
+  return (
+    <div className="h-full flex items-center justify-center bg-white/50">
+      <div className="text-center space-y-2">
+        <Film className="mx-auto w-12 h-12 text-gray-600" />
+        <div className="text-gray-700 font-semibold">Video upload coming in Phase 2</div>
+      </div>
+    </div>
+  )
+}
+
+export const LTTPage: React.FC = () => {
+  const queryMutation = useQueryDocument()
+  const ingestMutation = useIngestDocument()
+
+  const handleQuerySubmit = (question: string): void => {
+    queryMutation.mutate({ question })
+  }
+
+  const handleFileUpload = (file: File): void => {
+    ingestMutation.mutate(file)
+  }
+
+  return (
+    <div className="h-full grid grid-rows-[30%_1fr] grid-cols-2 bg-gray-50">
+      <div className="border-r border-b border-gray-200 p-4 min-h-0 overflow-hidden">
+        <VideoPlaceholder />
+      </div>
+      <div className="border-b border-gray-200 p-6 flex flex-col gap-4 overflow-y-auto min-h-0">
+        <QueryInput onSubmit={handleQuerySubmit} isLoading={queryMutation.isPending} />
+        <KeywordsDisplay keywords={queryMutation.data?.keywords} isLoading={queryMutation.isPending} />
+        <IngestPanel
+          onUpload={handleFileUpload}
+          isLoading={ingestMutation.isPending}
+          success={ingestMutation.isSuccess ? ingestMutation.data?.filename ?? null : null}
+          error={ingestMutation.isError ? (ingestMutation.error instanceof Error ? ingestMutation.error.message : 'Upload failed') : null}
+        />
+      </div>
+      <div className="col-span-2 p-6 border-t border-gray-200 overflow-y-auto min-h-0">
+        <ResponsePanel
+          answer={queryMutation.data?.answer ?? null}
+          sources={queryMutation.data?.sources ?? []}
+          isLoading={queryMutation.isPending}
+          error={queryMutation.isError ? (queryMutation.error instanceof Error ? queryMutation.error.message : 'Query failed') : null}
+        />
+      </div>
+    </div>
+  )
+}
diff --git a/frontend/src/pages/RAGDatabasePage.tsx b/frontend/src/pages/RAGDatabasePage.tsx
new file mode 100644
index 0000000..2ab48d8
--- /dev/null
+++ b/frontend/src/pages/RAGDatabasePage.tsx
@@ -0,0 +1,13 @@
+import React from 'react'
+import { Database } from 'lucide-react'
+
+export const RAGDatabasePage: React.FC = () => {
+  return (
+    <div className="h-full flex items-center justify-center bg-white/50">
+      <div className="text-center space-y-2">
+        <Database className="mx-auto w-12 h-12 text-gray-600" />
+        <div className="text-gray-700 font-semibold">RAG Database Management — Coming Soon</div>
+      </div>
+    </div>
+  )
+}
diff --git a/frontend/src/test/components/ResponsePanel.test.tsx b/frontend/src/test/components/ResponsePanel.test.tsx
index 8f4fda2..0f12b97 100644
--- a/frontend/src/test/components/ResponsePanel.test.tsx
+++ b/frontend/src/test/components/ResponsePanel.test.tsx
@@ -53,8 +53,8 @@ describe('ResponsePanel', () => {
     expect(screen.getByText(/Failed to fetch answer/i)).toBeInTheDocument()
   })
 
-  it('renders answer text as bullet points', () => {
-    const answer = `- First point\n- Second point\n• Third point\nPlain text line`
+  it('renders answer text as bullet points via markdown', () => {
+    const answer = `- First point\n- Second point\n- Third point\n\nPlain text line`
     render(<ResponsePanel answer={answer} sources={[]} isLoading={false} error={null} />)
     expect(screen.getByText('First point')).toBeInTheDocument()
     expect(screen.getByText('Second point')).toBeInTheDocument()