diff --git a/.github/workflows/build-and-deploy-fallback.yml b/.github/workflows/build-and-deploy-fallback.yml
deleted file mode 100644
index eaa92e4..0000000
--- a/.github/workflows/build-and-deploy-fallback.yml
+++ /dev/null
@@ -1,101 +0,0 @@
-# .github/workflows/build-and-deploy.yml
-
-name: Build and Deploy Fallback
-
-on:
-  push:
-    branches: ["gemini"]
-
-jobs:
-  build-and-deploy:
-    permissions:
-      contents: read
-      packages: write
-
-    name: Build Images and Deploy to Server
-    runs-on: ubuntu-latest
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-
-      - name: Set repo name to lowercase
-        id: repo_name
-        run: echo "name=$(echo '${{ github.repository }}' | tr '[:upper:]' '[:lower:]')" >> $GITHUB_OUTPUT
-
-      - name: Log in to GitHub Container Registry
-        uses: docker/login-action@v3
-        with:
-          registry: ghcr.io
-          username: ${{ github.actor }}
-          password: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v3
-
-      - name: Create web-app .env file
-        run: echo 'GEMINI_API_KEY=${{ secrets.GEMINI_API_KEY }}' > web-app/.env
-
-      - name: Build and push web-app image 🚀
-        uses: docker/build-push-action@v6
-        with:
-          context: ./web-app
-          push: true
-          tags: ghcr.io/${{ steps.repo_name.outputs.name }}/web-app:${{ github.sha }}
-          cache-from: type=gha,scope=web-app
-          cache-to: type=gha,mode=max,scope=web-app
-
-      - name: Ensure remote deploy directory exists
-        uses: appleboy/ssh-action@v1.0.3
-        with:
-          host: ${{ secrets.SERVER_HOST }}
-          username: ${{ secrets.SERVER_USERNAME }}
-          key: ${{ secrets.SSH_PRIVATE_KEY }}
-          script: |
-            mkdir -p /home/github-actions/codered-astra
-
-      - name: Upload compose files to server
-        uses: appleboy/scp-action@v0.1.7
-        with:
-          host: ${{ secrets.SERVER_HOST }}
-          username: ${{ secrets.SERVER_USERNAME }}
-          key: ${{ secrets.SSH_PRIVATE_KEY }}
-          source: "docker-compose.yml,docker-compose.prod.yml"
-          target: "/home/github-actions/codered-astra/"
-
-      - name: Deploy to server via SSH ☁️
-        uses: appleboy/ssh-action@v1.0.3
-        env:
-          RUNNER_GH_ACTOR: ${{ github.actor }}
-          RUNNER_GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        with:
-          host: ${{ secrets.SERVER_HOST }}
-          username: ${{ secrets.SERVER_USERNAME }}
-          key: ${{ secrets.SSH_PRIVATE_KEY }}
-          # pass selected env vars to the remote shell so docker login works
-          envs: RUNNER_GITHUB_TOKEN,RUNNER_GH_ACTOR
-          debug: true
-          script: |
-            cd /home/github-actions/codered-astra
-            chmod -R o+rX rust-engine/demo-data
-            # wrapper to support both Docker Compose v2 and legacy v1
-            compose() { docker compose "$@" || docker-compose "$@"; }
-            # Log in to GHCR using the run's GITHUB_TOKEN so compose can pull images.
-            if [ -n "$RUNNER_GITHUB_TOKEN" ] && [ -n "$RUNNER_GH_ACTOR" ]; then
-              echo "$RUNNER_GITHUB_TOKEN" | docker login ghcr.io -u "$RUNNER_GH_ACTOR" --password-stdin || true
-            fi
-            export REPO_NAME_LOWER='${{ steps.repo_name.outputs.name }}'
-            export GEMINI_API_KEY='${{ secrets.GEMINI_API_KEY }}'
-            export MYSQL_DATABASE='${{ secrets.MYSQL_DATABASE }}'
-            export MYSQL_USER='${{ secrets.MYSQL_USER }}'
-            export MYSQL_PASSWORD='${{ secrets.MYSQL_PASSWORD }}'
-            export MYSQL_ROOT_PASSWORD='${{ secrets.MYSQL_ROOT_PASSWORD }}'
-            export IMAGE_TAG=${{ github.sha }}
-            # Stop and remove old containers before pulling new images
-            compose -f docker-compose.prod.yml down
-            # Clear previous logs for a clean deployment log
-            : > ~/astra-logs/astra-errors.log || true
-            compose -f docker-compose.prod.yml pull
-            compose -f docker-compose.prod.yml up -d
-            # Security hygiene: remove GHCR credentials after pulling
-            docker logout ghcr.io || true
\ No newline at end of file
diff --git a/ARCHITECTURE.md b/ARCHITECTURE.md
deleted file mode 100644
index b61318a..0000000
--- a/ARCHITECTURE.md
+++ /dev/null
@@ -1,268 +0,0 @@
-# CodeRED-Astra Architecture
-
-## Overview
-
-CodeRED-Astra is a Retrieval-Augmented Generation (RAG) system for querying ISS technical documentation using vector search, MySQL metadata storage, and Gemini AI for analysis and response generation.
-
-## System Components
-
-### 1. **Rust Backend** (`rust-engine/`)
-High-performance Rust backend using Warp for HTTP, SQLx for MySQL, and Reqwest for external API calls.
-
-#### Modules
-
-**`main.rs`** - Entry point
-- Initializes tracing, database, storage
-- Spawns FileWorker and QueryWorker background tasks
-- Serves API routes on port 8000
-
-**`db.rs`** - Database initialization
-- Connects to MySQL
-- Creates `files` table (id, filename, path, description, pending_analysis, analysis_status)
-- Creates `queries` table (id, status, payload, result, timestamps)
-
-**`api.rs`** - HTTP endpoints
-- `POST /api/files` - Upload file (multipart/form-data)
-- `POST /api/files/import-demo` - Bulk import from demo-data directory
-- `GET /api/files/list` - List all files with status
-- `GET /api/files/delete?id=` - Delete file and remove from Qdrant
-- `POST /api/query/create` - Create new query (returns query ID)
-- `GET /api/query/status?id=` - Check query status
-- `GET /api/query/result?id=` - Get query result
-- `GET /api/query/cancel?id=` - Cancel in-progress query
-
-**`file_worker.rs`** - File analysis pipeline
-- **Background worker** that processes files with `pending_analysis = TRUE`
-- Claims stale/queued files (requeues if stuck >10 min)
-- **Stage 1**: Call Gemini 1.5 Flash for initial description
-- **Stage 2**: Call Gemini 1.5 Pro for deep vector graph data (keywords, relationships)
-- **Stage 3**: Generate embedding and upsert to Qdrant
-- **Stage 4**: Mark file as ready (`pending_analysis = FALSE`, `analysis_status = 'Completed'`)
-- Resumable: Can recover from crashes/restarts
-
-**`worker.rs`** - Query processing pipeline
-- **Background worker** that processes queries with `status = 'Queued'`
-- Requeues stale InProgress jobs (>10 min)
-- **Stage 1**: Embed query text
-- **Stage 2**: Search top-K similar vectors in Qdrant
-- **Stage 3**: Fetch file metadata from MySQL (only completed files)
-- **Stage 4**: Call Gemini to analyze relationships between files
-- **Stage 5**: Call Gemini for final answer synthesis (strict: no speculation)
-- **Stage 6**: Save results to database
-- Supports cancellation checks between stages
-
-**`gemini_client.rs`** - Gemini API integration
-- `generate_text(prompt)` - Text generation with model switching via GEMINI_MODEL env var
-- `demo_text_embedding(text)` - Demo 64-dim embeddings (replace with real Gemini embeddings)
-- Falls back to demo responses if GEMINI_API_KEY not set
-
-**`vector_db.rs`** - Qdrant client
-- `ensure_files_collection(dim)` - Create 'files' collection with Cosine distance
-- `upsert_point(id, vector)` - Store file embedding
-- `search_top_k(vector, k)` - Find k nearest neighbors
-- `delete_point(id)` - Remove file from index
-
-**`storage.rs`** - File storage utilities
-- `storage_dir()` - Get storage path from ASTRA_STORAGE env or default `/app/storage`
-- `ensure_storage_dir()` - Create storage directory if missing
-- `save_file(filename, contents)` - Save file to storage
-- `delete_file(path)` - Remove file from storage
-
-**`models.rs`** - Data structures
-- `FileRecord` - File metadata (mirrors files table)
-- `QueryRecord` - Query metadata (mirrors queries table)
-- `QueryStatus` enum - Queued, InProgress, Completed, Cancelled, Failed
-
-### 2. **Web App** (`web-app/`)
-React + Vite frontend with Express backend for API proxying.
-
-#### Backend (`server.mjs`)
-- Express server that proxies API calls to rust-engine:8000
-- Serves React static build from `/dist`
-- **Why needed**: Docker networking - React can't call rust-engine directly from browser
-
-#### Frontend (`src/`)
-- `App.jsx` - Main chat interface component
-- `components/ui/chat/chat-header.jsx` - Header with debug-only "Seed Demo Data" button (visible with `?debug=1`)
-- Calls `/api/files/import-demo` endpoint to bulk-load ISS PDFs
-
-### 3. **MySQL Database**
-Two tables for metadata storage:
-
-**`files` table**
-```sql
-id VARCHAR(36) PRIMARY KEY
-filename TEXT NOT NULL
-path TEXT NOT NULL
-description TEXT
-created_at DATETIME DEFAULT CURRENT_TIMESTAMP
-pending_analysis BOOLEAN DEFAULT TRUE
-analysis_status VARCHAR(32) DEFAULT 'Queued'
-```
-
-**`queries` table**
-```sql
-id VARCHAR(36) PRIMARY KEY
-status VARCHAR(32) NOT NULL
-payload JSON
-result JSON
-created_at DATETIME DEFAULT CURRENT_TIMESTAMP
-updated_at DATETIME DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP
-```
-
-### 4. **Qdrant Vector Database**
-- Collection: `files`
-- Dimension: 64 (demo) - replace with real Gemini embedding dimension
-- Distance: Cosine similarity
-- Stores file embeddings for semantic search
-
-### 5. **Demo Data** (`rust-engine/demo-data/`)
-~20 ISS technical PDFs organized by subsystem:
-- Electrical Power System (EPS)
-- Environmental Control & Life Support (ECLSS)
-- Command & Data Handling (C&DH)
-- Structures & Mechanisms
-
-## Data Flow
-
-### File Upload & Analysis
-```
-1. User uploads PDF → POST /api/files
-2. API saves file to storage, inserts DB record (pending_analysis=true)
-3. FileWorker claims pending file
-4. Gemini 1.5 Flash generates description
-5. Gemini 1.5 Pro generates vector graph data
-6. Embed text → upsert to Qdrant
-7. Mark file as ready (pending_analysis=false)
-```
-
-### Query Processing
-```
-1. User submits query → POST /api/query/create
-2. API inserts query record (status='Queued')
-3. QueryWorker claims queued query
-4. Embed query text
-5. Search Qdrant for top-K similar files
-6. Fetch file metadata from MySQL
-7. Gemini analyzes relationships between files
-8. Gemini synthesizes final answer (no speculation)
-9. Save results to database
-```
-
-## Deployment
-
-### Development (`docker-compose.yml`)
-- Local testing with hot-reload
-- Bind mounts for code
-
-### Production (`docker-compose.prod.yml`)
-- Used by GitHub Actions for deployment
-- Runs rust-engine as user "1004" (github-actions)
-- Docker volume: `rust-storage` → `/app/storage`
-- Bind mount: `/var/www/codered-astra/rust-engine/demo-data` → `/app/demo-data:ro`
-- Environment variables:
-  - `ASTRA_STORAGE=/app/storage`
-  - `DEMO_DATA_DIR=/app/demo-data`
-  - `QDRANT_URL=http://qdrant:6333`
-  - `GEMINI_API_KEY=<secret>`
-  - `DATABASE_URL=mysql://astraadmin:password@mysql:3306/astra`
-
-## Key Design Decisions
-
-### 1. **Two-Stage Analysis (Flash → Pro)**
-- Flash is faster/cheaper for initial description
-- Pro is better for deep analysis and relationship extraction
-- Enables cost-effective scaling
-
-### 2. **Resumable Workers**
-- Workers requeue stale jobs (>10 min in InProgress)
-- Survives container restarts without data loss
-- Atomic state transitions via SQL
-
-### 3. **Separation of Concerns**
-- FileWorker: Makes files searchable
-- QueryWorker: Answers user queries
-- Independent scaling and failure isolation
-
-### 4. **Strict Answer Generation**
-- Gemini prompted to not speculate
-- Must state uncertainty when info is insufficient
-- Prevents hallucination in critical ISS documentation
-
-### 5. **Demo Embeddings**
-- Current: 64-dim deterministic embeddings from text hash
-- Production: Replace with real Gemini text embeddings API
-- Allows development/testing without embedding API credits
-
-## API Usage Examples
-
-### Upload File
-```bash
-curl -F "file=@document.pdf" http://localhost:3001/api/files
-```
-
-### Import Demo Data
-```bash
-curl -X POST http://localhost:3001/api/files/import-demo
-```
-
-### Create Query
-```bash
-curl -X POST http://localhost:3001/api/query/create \
-  -H "Content-Type: application/json" \
-  -d '{"q": "What is the voltage of the ISS main bus?", "top_k": 5}'
-```
-
-### Check Status
-```bash
-curl http://localhost:3001/api/query/status?id=<query-id>
-```
-
-### Get Result
-```bash
-curl http://localhost:3001/api/query/result?id=<query-id>
-```
-
-## Future Enhancements
-
-### High Priority
-1. Real Gemini text embeddings (replace demo embeddings)
-2. File status UI panel (show processing progress)
-3. Health check endpoint (`/health`)
-4. Data purge endpoint (clear all files/queries)
-
-### Medium Priority
-1. Streaming query responses (SSE/WebSocket)
-2. Query result caching
-3. File chunking for large PDFs
-4. User authentication
-
-### Low Priority
-1. Multi-collection support (different document types)
-2. Query history UI
-3. File preview in chat
-4. Export results to PDF
-
-## Troubleshooting
-
-### Storage Permission Errors
-- Ensure `/app/storage` is owned by container user
-- Docker volume must be writable by user 1004 in production
-
-### SQL Syntax Errors
-- MySQL requires separate `CREATE TABLE` statements
-- Cannot combine multiple DDL statements in one `sqlx::query()`
-
-### Qdrant Connection Issues
-- Check QDRANT_URL environment variable
-- Ensure qdrant service is running and healthy
-- Verify network connectivity between containers
-
-### Worker Not Processing
-- Check logs: `docker logs rust-engine`
-- Verify database connectivity
-- Look for stale InProgress jobs in queries/files tables
-
-## Demo Presentation (3 minutes)
-
-See `rust-engine/DEMODETAILS.md` for curated demo script with example queries.
diff --git a/QUICK_REFERENCE.md b/QUICK_REFERENCE.md
deleted file mode 100644
index c694cfa..0000000
--- a/QUICK_REFERENCE.md
+++ /dev/null
@@ -1,219 +0,0 @@
-# CodeRED-Astra Quick Reference
-
-## System Overview
-
-**Two-worker architecture for ISS document RAG:**
-
-1. **FileWorker**: Analyzes uploaded files (Flash → Pro → Embed → Qdrant)
-2. **QueryWorker**: Answers queries (Embed → Search → Relationships → Answer)
-
-Both workers are **resumable** and automatically recover from crashes.
-
-## Core Data Flow
-
-```
-Upload PDF → Storage → MySQL (pending) → FileWorker → Qdrant → MySQL (ready)
-                                                          ↓
-User Query → MySQL (queued) → QueryWorker → Search Qdrant → Gemini → Result
-```
-
-## Module Map
-
-| Module | Purpose | Key Functions |
-|--------|---------|---------------|
-| `main.rs` | Entry point | Spawns workers, serves API |
-| `db.rs` | Database init | Creates files/queries tables |
-| `api.rs` | HTTP endpoints | Upload, list, delete, query CRUD |
-| `file_worker.rs` | File analysis | Flash→Pro→embed→upsert |
-| `worker.rs` | Query processing | Search→relationships→answer |
-| `gemini_client.rs` | AI integration | Text generation, embeddings |
-| `vector_db.rs` | Qdrant client | Upsert, search, delete |
-| `storage.rs` | File management | Save/delete files |
-| `models.rs` | Data structures | FileRecord, QueryRecord |
-
-## API Endpoints
-
-### Files
-- `POST /api/files` - Upload file
-- `POST /api/files/import-demo?force=1` - Bulk import demo PDFs
-- `GET /api/files/list` - List all files with status
-- `GET /api/files/delete?id=<uuid>` - Delete file
-
-### Queries
-- `POST /api/query/create` - Create query
-- `GET /api/query/status?id=<uuid>` - Check status
-- `GET /api/query/result?id=<uuid>` - Get result
-- `GET /api/query/cancel?id=<uuid>` - Cancel query
-
-## Database Schema
-
-### files
-- `id` - UUID primary key
-- `filename` - Original filename
-- `path` - Storage path
-- `description` - Gemini Flash description
-- `pending_analysis` - FALSE when ready for search
-- `analysis_status` - Queued/InProgress/Completed/Failed
-
-### queries
-- `id` - UUID primary key
-- `status` - Queued/InProgress/Completed/Cancelled/Failed
-- `payload` - JSON query params `{"q": "...", "top_k": 5}`
-- `result` - JSON result `{"summary": "...", "related_files": [...], "relationships": "...", "final_answer": "..."}`
-
-## Environment Variables
-
-### Required
-- `GEMINI_API_KEY` - Gemini API key
-- `DATABASE_URL` - MySQL connection string
-- `QDRANT_URL` - Qdrant URL (default: http://qdrant:6333)
-
-### Optional
-- `ASTRA_STORAGE` - Storage directory (default: /app/storage)
-- `DEMO_DATA_DIR` - Demo data directory (default: /app/demo-data)
-- `GEMINI_MODEL` - Override Gemini model (default: gemini-1.5-pro)
-
-## Worker States
-
-### FileWorker
-1. **Queued** - File uploaded, awaiting processing
-2. **InProgress** - Currently being analyzed
-3. **Completed** - Ready for search (pending_analysis=FALSE)
-4. **Failed** - Error during processing
-
-### QueryWorker
-1. **Queued** - Query created, awaiting processing
-2. **InProgress** - Currently searching/analyzing
-3. **Completed** - Result available
-4. **Cancelled** - User cancelled
-5. **Failed** - Error during processing
-
-## Gemini Prompts
-
-### FileWorker Stage 1 (Flash)
-```
-Describe the file '{filename}' and extract all key components, keywords, 
-and details for later vectorization. Be comprehensive and factual.
-```
-
-### FileWorker Stage 2 (Pro)
-```
-Given the file '{filename}' and its description: {desc}
-Generate a set of vector graph data (keywords, use cases, relationships) 
-that can be used for broad and precise search. Only include what is 
-directly supported by the file.
-```
-
-### QueryWorker Stage 4 (Relationships)
-```
-You are an assistant analyzing relationships STRICTLY within the provided files.
-Query: {query}
-Files: {file_list}
-Tasks:
-1) Summarize key details from the files relevant to the query.
-2) Describe relationships and linkages strictly supported by these files.
-3) List important follow-up questions that could be answered only using the provided files.
-Rules: Do NOT guess or invent. If information is insufficient in the files, explicitly state that.
-```
-
-### QueryWorker Stage 5 (Final Answer)
-```
-You are to compose a final answer to the user query using only the information from the files.
-Query: {query}
-Files considered: {file_list}
-Relationship analysis: {relationships}
-Requirements:
-- Use only information present in the files and analysis above.
-- If the answer is uncertain or cannot be determined from the files, clearly state that limitation.
-- Avoid speculation or assumptions.
-Provide a concise, structured answer.
-```
-
-## Docker Architecture
-
-### Services
-- **rust-engine** - Warp API + workers (port 8000)
-- **web-app** - Express + React (port 3001)
-- **mysql** - MySQL 9.1 (port 3306)
-- **qdrant** - Qdrant vector DB (port 6333)
-- **phpmyadmin** - DB admin UI (port 8080)
-
-### Volumes (Production)
-- `rust-storage:/app/storage` - File storage (writable)
-- `/var/www/codered-astra/rust-engine/demo-data:/app/demo-data:ro` - Demo PDFs (read-only)
-- `~/astra-logs:/var/log` - Log files
-
-## Common Issues
-
-### 1. SQL Syntax Error
-**Problem**: `error near 'CREATE TABLE'`
-**Cause**: Multiple CREATE TABLE in one query
-**Fix**: Split into separate `sqlx::query()` calls
-
-### 2. Permission Denied
-**Problem**: `Permission denied (os error 13)`
-**Cause**: Container user can't write to storage
-**Fix**: Use Docker volume, ensure ownership matches container user
-
-### 3. Worker Not Processing
-**Problem**: Files/queries stuck in Queued
-**Cause**: Worker crashed or not started
-**Fix**: Check logs, ensure workers spawned in main.rs
-
-### 4. Qdrant Connection Failed
-**Problem**: `qdrant upsert/search failed`
-**Cause**: Qdrant not running or wrong URL
-**Fix**: Verify QDRANT_URL, check qdrant container health
-
-## Development Commands
-
-```bash
-# Build and run locally
-cd rust-engine
-cargo build
-cargo run
-
-# Check code
-cargo check
-
-# Run with logs
-RUST_LOG=info cargo run
-
-# Docker compose (dev)
-docker-compose up --build
-
-# Docker compose (production)
-docker-compose -f docker-compose.prod.yml up -d
-
-# View logs
-docker logs rust-engine -f
-
-# Rebuild single service
-docker-compose build rust-engine
-docker-compose up -d rust-engine
-```
-
-## Testing Flow
-
-1. Start services: `docker-compose up -d`
-2. Import demo data: `curl -X POST http://localhost:3001/api/files/import-demo`
-3. Wait for FileWorker to complete (~30 seconds for 20 files)
-4. Check file status: `curl http://localhost:3001/api/files/list`
-5. Create query: `curl -X POST http://localhost:3001/api/query/create -H "Content-Type: application/json" -d '{"q": "ISS main bus voltage", "top_k": 5}'`
-6. Check status: `curl http://localhost:3001/api/query/status?id=<id>`
-7. Get result: `curl http://localhost:3001/api/query/result?id=<id>`
-
-## Performance Notes
-
-- FileWorker: ~1-2 sec per file (demo embeddings)
-- QueryWorker: ~3-5 sec per query (search + 2 Gemini calls)
-- Qdrant search: <100ms for 1000s of vectors
-- MySQL queries: <10ms for simple selects
-
-## Security Considerations
-
-- Store GEMINI_API_KEY in GitHub Secrets (production)
-- Use environment variables for all credentials
-- Don't commit `.env` files
-- Restrict phpmyadmin to internal network only
-- Use HTTPS in production deployment
diff --git a/README.md b/README.md
deleted file mode 100644
index b0b6190..0000000
--- a/README.md
+++ /dev/null
@@ -1,75 +0,0 @@
-# CodeRED-Astra 🚀
-
-A hackathon-ready project with React frontend and Rust backend engine.
-
-## Quick Start
-
-```bash
-# 1. Setup environment
-cp .env.example .env
-# Edit .env with your credentials
-
-# 2. Start everything with Docker
-docker-compose up --build
-
-# 3. Access your app
-# Frontend: http://localhost
-# API: http://localhost:8000
-# Database Admin: http://127.0.0.1:8080
-```
-
-## Development
-
-**Frontend (React + Vite)**:
-```bash
-cd web-app
-npm install
-npm run dev  # http://localhost:5173
-```
-
-**Backend (Rust)**:
-```bash
-cd rust-engine  
-cargo run    # http://localhost:8000
-```
-
-## Architecture
-
-- **Frontend**: React 18 + Vite + Tailwind CSS
-- **Backend**: Rust + Warp + SQLx
-- **Database**: MySQL 8.0 + phpMyAdmin
-- **API**: RESTful endpoints with CORS enabled
-- **Docker**: Full containerization for easy deployment
-
-## Project Structure
-
-```
-├── web-app/           # React frontend
-│   ├── src/
-│   │   ├── App.jsx    # Main component
-│   │   └── main.jsx   # Entry point
-│   └── Dockerfile
-├── rust-engine/       # Rust backend
-│   ├── src/
-│   │   └── main.rs    # API server
-│   └── Dockerfile
-├── docker-compose.yml # Full stack orchestration
-└── .env.example      # Environment template
-```
-
-## Team Workflow
-
-- **Frontend devs**: Work in `web-app/src/`, use `/api/*` for backend calls
-- **Backend devs**: Work in `rust-engine/src/`, add endpoints to main.rs
-- **Database**: Access phpMyAdmin at http://127.0.0.1:8080
-
-## Features
-
-✅ Hot reload for both frontend and backend  
-✅ Automatic API proxying from React to Rust  
-✅ Database connection with graceful fallback  
-✅ CORS configured for cross-origin requests  
-✅ Production-ready Docker containers  
-✅ Health monitoring and status dashboard  
-
-Ready for your hackathon! See `DEVELOPMENT.md` for detailed setup instructions.
diff --git a/docker-compose.prod.yml b/docker-compose.prod.yml
deleted file mode 100644
index 8e4c091..0000000
--- a/docker-compose.prod.yml
+++ /dev/null
@@ -1,72 +0,0 @@
-services:
-  web-app:
-    image: ghcr.io/${REPO_NAME_LOWER}/web-app:${IMAGE_TAG}
-    restart: always
-    ports:
-      - "127.0.0.1:3033:3000"
-    environment:
-      - DATABASE_URL=mysql://${MYSQL_USER}:${MYSQL_PASSWORD}@mysql:3306/${MYSQL_DATABASE}
-      - RUST_ENGINE_URL=http://rust-engine:8000
-      - GEMINI_API_KEY=${GEMINI_API_KEY}
-    volumes:
-      - /home/github-actions/codered-astra/rust-engine/demo-data:/app/storage:ro
-    depends_on:
-      - mysql
-      - rust-engine
-
-  rust-engine:
-    image: ghcr.io/${REPO_NAME_LOWER}/rust-engine:${IMAGE_TAG}
-    restart: always
-    environment:
-      - DATABASE_URL=mysql://${MYSQL_USER}:${MYSQL_PASSWORD}@mysql:3306/${MYSQL_DATABASE}
-      - ASTRA_STORAGE=/app/storage
-      - DEMO_DATA_DIR=/app/demo-data
-      - QDRANT_URL=http://qdrant:6333
-      - GEMINI_API_KEY=${GEMINI_API_KEY}
-    depends_on:
-      - mysql
-      - qdrant
-    user: "1004"
-    volumes:
-      - ~/astra-logs:/var/log
-      - rust-storage:/app/storage
-      - /home/github-actions/codered-astra/rust-engine/demo-data:/app/demo-data:ro
-
-  mysql:
-    image: mysql:8.0
-    restart: always
-    ports:
-      - "45.43.2.25:3306:3306"
-    environment:
-      - MYSQL_ROOT_PASSWORD=${MYSQL_ROOT_PASSWORD}
-      - MYSQL_DATABASE=${MYSQL_DATABASE}
-      - MYSQL_USER=${MYSQL_USER}
-      - MYSQL_PASSWORD=${MYSQL_PASSWORD}
-    volumes:
-      - mysql-data:/var/lib/mysql
-
-  phpmyadmin:
-    image: phpmyadmin/phpmyadmin
-    restart: always
-    ports:
-      - "127.0.0.1:8080:80"
-    environment:
-      - PMA_HOST=mysql
-    depends_on:
-      - mysql
-
-  qdrant:
-    image: qdrant/qdrant:latest
-    restart: unless-stopped
-    ports:
-      - "127.0.0.1:6333:6333"
-    volumes:
-      - qdrant-data:/qdrant/storage
-    environment:
-      - QDRANT__SERVICE__GRPC_PORT=6334
-    # expose to rust-engine via service name 'qdrant'
-
-volumes:
-  mysql-data:
-  qdrant-data:
-  rust-storage:
diff --git a/web-app/Dockerfile b/frontend/Dockerfile
similarity index 100%
rename from web-app/Dockerfile
rename to frontend/Dockerfile
diff --git a/frontend/README.md b/frontend/README.md
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index 0000000..8b13789
--- /dev/null
+++ b/frontend/README.md
@@ -0,0 +1 @@
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similarity index 100%
rename from web-app/eslint.config.js
rename to frontend/eslint.config.js
diff --git a/web-app/index.html b/frontend/index.html
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rename from web-app/index.html
rename to frontend/index.html
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similarity index 100%
rename from web-app/package-lock.json
rename to frontend/package-lock.json
diff --git a/web-app/package.json b/frontend/package.json
similarity index 100%
rename from web-app/package.json
rename to frontend/package.json
diff --git a/web-app/src/app/index.jsx b/frontend/src/app/index.jsx
similarity index 100%
rename from web-app/src/app/index.jsx
rename to frontend/src/app/index.jsx
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similarity index 100%
rename from web-app/src/components/layouts/chat-layout.jsx
rename to frontend/src/components/layouts/chat-layout.jsx
diff --git a/web-app/src/components/ui/button/delete-button.jsx b/frontend/src/components/ui/button/delete-button.jsx
similarity index 100%
rename from web-app/src/components/ui/button/delete-button.jsx
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similarity index 100%
rename from web-app/src/components/ui/button/down-button.jsx
rename to frontend/src/components/ui/button/down-button.jsx
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similarity index 100%
rename from web-app/src/components/ui/button/schematic-button.jsx
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similarity index 100%
rename from web-app/src/components/ui/chat/chat-header.jsx
rename to frontend/src/components/ui/chat/chat-header.jsx
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similarity index 100%
rename from web-app/src/components/ui/chat/chat-window.jsx
rename to frontend/src/components/ui/chat/chat-window.jsx
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similarity index 100%
rename from web-app/src/components/ui/chat/message-input.jsx
rename to frontend/src/components/ui/chat/message-input.jsx
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similarity index 100%
rename from web-app/src/components/ui/file/file-list.jsx
rename to frontend/src/components/ui/file/file-list.jsx
diff --git a/web-app/src/config/markdown.jsx b/frontend/src/config/markdown.jsx
similarity index 100%
rename from web-app/src/config/markdown.jsx
rename to frontend/src/config/markdown.jsx
diff --git a/web-app/src/features/gemini/gemini.js b/frontend/src/features/gemini/gemini.js
similarity index 100%
rename from web-app/src/features/gemini/gemini.js
rename to frontend/src/features/gemini/gemini.js
diff --git a/web-app/src/index.css b/frontend/src/index.css
similarity index 100%
rename from web-app/src/index.css
rename to frontend/src/index.css
diff --git a/web-app/src/main.jsx b/frontend/src/main.jsx
similarity index 100%
rename from web-app/src/main.jsx
rename to frontend/src/main.jsx
diff --git a/web-app/tailwind.config.ts b/frontend/tailwind.config.ts
similarity index 100%
rename from web-app/tailwind.config.ts
rename to frontend/tailwind.config.ts
diff --git a/web-app/vite.config.js b/frontend/vite.config.js
similarity index 95%
rename from web-app/vite.config.js
rename to frontend/vite.config.js
index a0cbe7b..8e11c92 100644
--- a/web-app/vite.config.js
+++ b/frontend/vite.config.js
@@ -9,7 +9,6 @@ try {
 	console.log("Env file not found!\n" + error)
 }
 
-// https://vite.dev/config/
 export default defineConfig({
   plugins: [tailwindcss(), react(), jsconfigPaths()],
   resolve: {
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diff --git a/rust-engine/Cargo.toml b/rust-engine/Cargo.toml
deleted file mode 100644
index 816cab3..0000000
--- a/rust-engine/Cargo.toml
+++ /dev/null
@@ -1,27 +0,0 @@
-# rust-engine/Cargo.toml
-
-[package]
-name = "rust-engine"
-version = "0.1.0"
-edition = "2021"
-
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-dotenvy = "0.15.7" # Switched from unmaintained 'dotenv'
-anyhow = "1.0"
-uuid = { version = "1", features = ["serde", "v4"] }
-reqwest = { version = "0.12.24", features = ["json", "rustls-tls"] }
-async-trait = "0.1"
-tokio-util = "0.7"
-futures-util = "0.3"
-lazy_static = "1.4"
-bytes = "1.4"
-pdf-extract = "0.6"
-base64 = "0.22"
diff --git a/rust-engine/DEMODETAILS.md b/rust-engine/DEMODETAILS.md
deleted file mode 100644
index a8a2572..0000000
--- a/rust-engine/DEMODETAILS.md
+++ /dev/null
@@ -1,48 +0,0 @@
-## Demo Runbook: ISS Systems (3-minute showcase)
-
-This demo uses ~20 public NASA PDFs covering ISS Electrical Power, ECLSS, Avionics, and Structures. They live in `rust-engine/demo-data` and are automatically ingested via the server.
-
-### 1) Seed demo data (one-click)
-
-- Trigger ingestion (cloud): POST `/api/files/import-demo` (UI button available when `?debug=1` is present)
-- The backend copies PDFs into storage, inserts DB rows with `pending_analysis = true`, and the FileWorker processes them.
-- Processing pipeline per file:
-  - Gemini Flash → comprehensive description (facts/keywords/components)
-  - Gemini Pro → deep vector graph data (keywords/use cases/relationships)
-  - Embed + upsert to Qdrant, mark file ready (`pending_analysis = false`)
-
-Tip: You can list files at `GET /api/files/list`. Ready files will start to appear as analysis completes.
-
-### 2) Showcase flow (suggested script)
-
-1. “We ingested real ISS technical PDFs. The worker analyzes each file with Gemini and builds vector graph data for robust retrieval.”
-2. Show the files list. Point out a couple of recognizable titles.
-3. Run two queries (examples below) and open their results (the app calls `POST /api/query/create` then polls `/api/query/result`).
-4. Highlight the grounded answer: ‘related_files’, ‘relationships’, and ‘final_answer’ fields.
-5. Call out that if info isn’t present in the PDFs, the system explicitly states uncertainty (no guessing).
-
-### 3) Demo queries (pick 2–3)
-
-- Electrical Power System (EPS)
-  - “Trace the power path from the P6 solar array to the BCDU. Where are likely ground fault points?”
-  - “What is the role of the DC Switching Unit in array power management?”
-- ECLSS
-  - “Which modules are part of water recovery, and how does the Oxygen Generator Assembly interface?”
-  - “Summarize the CDRA cycle and downstream subsystems it impacts.”
-- C&DH / Avionics
-  - “In the US Lab, a blue/white wire connects to MDM ‘LAB1’. What are possible data pathways?”
-  - “Describe the onboard LAN segments and links to MDMs.”
-- Structures / Robotics
-  - “Where does the Latching End Effector connect on S1 truss?”
-  - “What is the Mobile Transporter’s role in SSRMS operations?”
-
-### 4) Reset/refresh (optional)
-
-- POST `/api/files/import-demo?force=1` to overwrite by filename and re-queue analysis.
-
-### Appendix: Example sources
-
-- EPS: 20110014867, 20040171627, 19900007297, 20120002931, 20100029672
-- ECLSS: 20170008316, 20070019910, 20080039691, 20100029191, 20070019929
-- C&DH: 20000012543, 20100029690, 19950014639, 20010023477, 19980227289
-- Structures/Robotics: 20020054238, 20010035542, 20140001008, Destiny fact sheet, 20020088289
\ No newline at end of file
diff --git a/rust-engine/Dockerfile b/rust-engine/Dockerfile
deleted file mode 100644
index cf22a44..0000000
--- a/rust-engine/Dockerfile
+++ /dev/null
@@ -1,75 +0,0 @@
-# syntax=docker/dockerfile:1.7
-# rust-engine/Dockerfile
-
-# --- Stage 1: Builder ---
-# (No changes needed in this stage)
-FROM rust:slim AS builder
-WORKDIR /usr/src/app
-
-RUN apt-get update && apt-get install -y --no-install-recommends \
-    pkg-config \
-    libssl-dev \
-    curl \
-    build-essential \
-    ca-certificates \
-    && rm -rf /var/lib/apt/lists/*
-
-ARG RUSTUP_TOOLCHAIN=
-ENV PATH="/usr/local/cargo/bin:${PATH}"
-
-COPY Cargo.toml Cargo.lock rust-toolchain.toml ./
-
-RUN set -eux; \
-    if [ -n "${RUSTUP_TOOLCHAIN}" ]; then \
-        if ! rustup toolchain list | grep -q "^${RUSTUP_TOOLCHAIN}"; then \
-            rustup toolchain install "${RUSTUP_TOOLCHAIN}"; \
-        fi; \
-        rustup default "${RUSTUP_TOOLCHAIN}"; \
-    else \
-        if [ -f rust-toolchain.toml ]; then \
-            TOOLCHAIN=$(sed -n 's/^channel *= *"\(.*\)"/\1/p' rust-toolchain.toml | head -n1); \
-            if [ -n "$TOOLCHAIN" ]; then \
-                if ! rustup toolchain list | grep -q "^$TOOLCHAIN"; then \
-                    rustup toolchain install "$TOOLCHAIN"; \
-                fi; \
-                rustup default "$TOOLCHAIN"; \
-            fi; \
-        fi; \
-    fi; \
-    rustup show active-toolchain || true
-
-RUN mkdir -p src && echo "fn main() { println!(\"cargo cache build\"); }" > src/main.rs
-
-RUN --mount=type=cache,target=/usr/local/cargo/registry,sharing=locked \
-    --mount=type=cache,target=/usr/local/cargo/git,sharing=locked \
-    cargo fetch
-
-RUN rm -f src/main.rs
-COPY src ./src
-RUN cargo build --release --locked
-
-# --- Stage 2: Final, small image ---
-
-FROM debian:bookworm-slim
-RUN apt-get update && apt-get install -y --no-install-recommends ca-certificates && rm -rf /var/lib/apt/lists/*
-
-RUN useradd --system --uid 1004 --no-create-home --shell /usr/sbin/nologin appuser
-
-# Copy the compiled binary from the builder stage
-COPY --from=builder /usr/src/app/target/release/rust-engine /usr/local/bin/rust-engine
-
-# --- THIS IS THE FIX ---
-# **1. Copy the demo data files from your local machine into the image.**
-COPY demo-data /app/demo-data
-
-# **2. Create other directories and set permissions on everything.**
-RUN chown appuser:appuser /usr/local/bin/rust-engine \
-    && mkdir -p /var/log /app/storage \
-    && touch /var/log/astra-errors.log \
-    && chown -R appuser:appuser /var/log /app
-
-WORKDIR /app
-USER appuser
-
-EXPOSE 8000
-ENTRYPOINT ["/bin/sh", "-c", "/usr/local/bin/rust-engine >> /var/log/astra-errors.log 2>&1"]
\ No newline at end of file
diff --git a/rust-engine/README.md b/rust-engine/README.md
deleted file mode 100644
index 35e0edc..0000000
--- a/rust-engine/README.md
+++ /dev/null
@@ -1,89 +0,0 @@
-# Rust Engine API and Worker
-
-## Overview
-
-- HTTP API (warp) under /api for file management and query lifecycle
-- MySQL for metadata, Qdrant for vector similarity
-- Background worker resumes queued work and re-queues stale InProgress jobs at startup
-
-## Environment variables
-
-- DATABASE_URL: mysql://USER:PASS@HOST:3306/DB
-- QDRANT_URL: default <http://qdrant:6333>
-- GEMINI_API_KEY: used for Gemini content generation (optional in demo)
-- DEMO_DATA_DIR: path to the folder containing PDF demo data (default resolves to `demo-data` under the repo or `/app/demo-data` in containers)
-- ASTRA_STORAGE: directory for uploaded file blobs (default `/app/storage`)
-- AUTO_IMPORT_DEMO: set to `false`, `0`, `off`, or `no` to disable automatic demo import at startup (defaults to `true`)
-
-## Endpoints (JSON)
-
-- POST /api/files (multipart)
-  - Form: file=@path
-  - Response: {"success": true}
-
-- GET /api/files/list
-  - Response: {"files": [{"id","filename","path","storage_url","description"}]}
-
-- POST /api/files/import-demo[?force=1]
-  - Copies PDFs from the demo directory into storage and queues them for analysis.
-  - Response: {"imported": N, "skipped": M, "files_found": K, "source_dir": "...", "attempted_paths": [...], "force": bool}
-  - `force=1` deletes prior records with the same filename before re-importing.
-
-- GET /api/files/delete?id=<file_id>
-  - Response: {"deleted": true|false}
-
-- POST /api/query/create
-  - Body: {"q": "text", "top_k": 5}
-  - Response: {"id": "uuid"}
-
-- GET /api/query/status?id=<query_id>
-  - Response: {"status": "Queued"|"InProgress"|"Completed"|"Cancelled"|"Failed"|"not_found"}
-
-- GET /api/query/result?id=<query_id>
-  - Response (Completed):
-    {
-      "result": {
-        "summary": "Found N related files",
-        "related_files": [
-          {"id","filename","path","description","score"}
-        ],
-        "relationships": "...",
-        "final_answer": "..."
-      }
-    }
-
-- GET /api/query/cancel?id=<query_id>
-  - Response: {"cancelled": true}
-
-## Worker behavior
-
-- Ensures Qdrant collection exists (dim 64, cosine)
-- Re-queues InProgress older than 10 minutes
-- Processing stages:
-  1) Set InProgress
-  2) Embed query text (demo now; pluggable Gemini later)
-  3) Search Qdrant top_k (default 5)
-  4) Join file metadata (MySQL)
-  5) Gemini step: relationship analysis (strictly from provided files)
-  6) Gemini step: final answer (no speculation; say unknown if insufficient)
-  7) Persist result (JSON) and set Completed
-  - Checks for cancellation between stages
-
-## Local quickstart
-
-1. docker compose up -d mysql qdrant
-2. set env DATABASE_URL and QDRANT_URL
-3. cargo run
-4. (optional) import demo PDFs
-  - Populate a folder with PDFs under `rust-engine/demo-data` (or point `DEMO_DATA_DIR` to a custom path). The server auto-resolves common locations such as the repo root, `/app/demo-data`, and the working directory when running in Docker. When the engine boots it automatically attempts this import (can be disabled by setting `AUTO_IMPORT_DEMO=false`).
-   - Call the endpoint:
-     - POST <http://localhost:8000/api/files/import-demo>
-  - Optional query `?force=1` to overwrite existing by filename. The JSON response also echoes where the engine looked (`source_dir`, `attempted_paths`) and how many PDFs were detected (`files_found`) so misconfigurations are easy to spot. Imported files are written to the shared `/app/storage` volume; the web-app container mounts this volume read-only and serves the contents at `/storage/<filename>`.
-   - Or run the PowerShell helper:
-     - `./scripts/import_demo.ps1` (adds all PDFs in demo-data)
-     - `./scripts/import_demo.ps1 -Force` (overwrite existing)
-
-## Notes
-
-- Replace demo embeddings with real Gemini calls for production
-- Add auth to endpoints if needed (API key/JWT)
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diff --git a/rust-engine/rust-toolchain.toml b/rust-engine/rust-toolchain.toml
deleted file mode 100644
index 4386630..0000000
--- a/rust-engine/rust-toolchain.toml
+++ /dev/null
@@ -1,4 +0,0 @@
-[toolchain]
-channel = "1.88.0"
-# components = ["rustfmt", "clippy"]
-# targets = ["x86_64-unknown-linux-gnu"]
diff --git a/rust-engine/src/api.rs b/rust-engine/src/api.rs
deleted file mode 100644
index 585ad40..0000000
--- a/rust-engine/src/api.rs
+++ /dev/null
@@ -1,455 +0,0 @@
-use crate::storage;
-use crate::vector_db::QdrantClient;
-use anyhow::Result;
-use bytes::Buf;
-use futures_util::TryStreamExt;
-use serde::{Deserialize, Serialize};
-use sqlx::{MySqlPool, Row};
-use tracing::{debug, info, warn};
-use warp::{multipart::FormData, Filter, Rejection, Reply};
-
-#[derive(Debug, Deserialize)]
-struct DeleteQuery {
-    id: String,
-}
-
-#[derive(Debug, Serialize)]
-pub struct DemoImportSummary {
-    pub imported: usize,
-    pub skipped: usize,
-    pub files_found: usize,
-    #[serde(skip_serializing_if = "Option::is_none")]
-    pub source_dir: Option<String>,
-    pub attempted_paths: Vec<String>,
-    pub force: bool,
-    #[serde(skip_serializing_if = "Option::is_none")]
-    pub error: Option<String>,
-}
-
-pub async fn perform_demo_import(force: bool, pool: &MySqlPool) -> Result<DemoImportSummary> {
-    use anyhow::Context;
-    use std::fs;
-    use std::path::PathBuf;
-
-    let demo_dir_setting =
-        std::env::var("DEMO_DATA_DIR").unwrap_or_else(|_| "demo-data".to_string());
-    info!(force, requested_dir = %demo_dir_setting, "demo import requested");
-
-    let base = std::env::current_dir().unwrap_or_else(|_| PathBuf::from("."));
-
-    // Build a list of plausible demo-data locations so local runs and containers both work.
-    let mut candidates: Vec<PathBuf> = Vec::new();
-    let configured = PathBuf::from(&demo_dir_setting);
-    let mut push_candidate = |path: PathBuf| {
-        if !candidates.iter().any(|existing| existing == &path) {
-            candidates.push(path);
-        }
-    };
-
-    push_candidate(base.join(&configured));
-    push_candidate(PathBuf::from(&demo_dir_setting));
-    push_candidate(base.join("rust-engine").join(&configured));
-    push_candidate(base.join("rust-engine").join("demo-data"));
-    push_candidate(base.join("demo-data"));
-    if let Ok(exe_path) = std::env::current_exe() {
-        if let Some(exe_dir) = exe_path.parent() {
-            push_candidate(exe_dir.join(&configured));
-            push_candidate(exe_dir.join("demo-data"));
-            push_candidate(exe_dir.join("rust-engine").join(&configured));
-        }
-    }
-
-    let mut attempted: Vec<PathBuf> = Vec::new();
-    let mut resolved_dir: Option<PathBuf> = None;
-    for candidate in candidates {
-        debug!(candidate = %candidate.display(), "evaluating demo import path candidate");
-        if candidate.exists() && candidate.is_dir() {
-            resolved_dir = Some(candidate.clone());
-            break;
-        }
-        attempted.push(candidate);
-    }
-
-    let attempted_paths: Vec<String> = attempted.iter().map(|p| p.display().to_string()).collect();
-    let mut summary = DemoImportSummary {
-        imported: 0,
-        skipped: 0,
-        files_found: 0,
-        source_dir: resolved_dir.as_ref().map(|p| p.display().to_string()),
-        attempted_paths,
-        force,
-        error: None,
-    };
-
-    let src_dir = match resolved_dir {
-        Some(path) => path,
-        None => {
-            summary.error =
-                Some("demo dir not found; set DEMO_DATA_DIR or bind mount demo PDFs".to_string());
-            warn!(
-                attempted_paths = ?summary.attempted_paths,
-                "demo import skipped; source directory not found"
-            );
-            return Ok(summary);
-        }
-    };
-
-    summary.source_dir = Some(src_dir.display().to_string());
-    info!(
-        source = %summary.source_dir.as_deref().unwrap_or_default(),
-        attempted_paths = ?summary.attempted_paths,
-        "demo import source resolved"
-    );
-
-    for entry in fs::read_dir(&src_dir).with_context(|| format!("reading {:?}", src_dir))? {
-        let entry = entry.with_context(|| format!("reading entry in {:?}", src_dir))?;
-        let path = entry.path();
-        if path
-            .extension()
-            .and_then(|e| e.to_str())
-            .map(|e| e.eq_ignore_ascii_case("pdf"))
-            .unwrap_or(false)
-        {
-            summary.files_found += 1;
-            let filename = path
-                .file_name()
-                .and_then(|n| n.to_str())
-                .unwrap_or("unknown.pdf")
-                .to_string();
-
-            if !force {
-                if let Some(_) = sqlx::query("SELECT id FROM files WHERE filename = ?")
-                    .bind(&filename)
-                    .fetch_optional(pool)
-                    .await?
-                {
-                    summary.skipped += 1;
-                    info!(%filename, "skipping demo import; already present");
-                    continue;
-                }
-            }
-
-            let data = fs::read(&path).with_context(|| format!("reading {:?}", path))?;
-            let stored_path = storage::save_file(&filename, &data)?;
-            info!(%filename, dest = %stored_path.to_string_lossy(), "demo file copied to storage");
-
-            let id = uuid::Uuid::new_v4().to_string();
-
-            if force {
-                sqlx::query("DELETE FROM files WHERE filename = ?")
-                    .bind(&filename)
-                    .execute(pool)
-                    .await?;
-                info!(%filename, "existing file records removed due to force import");
-            }
-
-            sqlx::query("INSERT INTO files (id, filename, path, description, pending_analysis, analysis_status) VALUES (?, ?, ?, ?, ?, 'Queued')")
-                .bind(&id)
-                .bind(&filename)
-                .bind(stored_path.to_string_lossy().to_string())
-                .bind(Option::<String>::None)
-                .bind(true)
-                .execute(pool)
-                .await?;
-            info!(%filename, file_id = %id, "demo file inserted into database");
-
-            info!(%filename, file_id = %id, "demo file queued for analysis by worker");
-
-            summary.imported += 1;
-        } else {
-            debug!(path = %path.display(), "skipping non-PDF entry during demo import");
-        }
-    }
-
-    let source_label = summary.source_dir.as_deref().unwrap_or("unknown");
-
-    if summary.files_found == 0 {
-        warn!(source = %source_label, "demo import located zero PDFs");
-    }
-
-    info!(
-        source = %source_label,
-        files_found = summary.files_found,
-        attempted_paths = ?summary.attempted_paths,
-        imported = summary.imported,
-        skipped = summary.skipped,
-        force,
-        "demo import completed"
-    );
-
-    Ok(summary)
-}
-
-pub fn routes(pool: MySqlPool) -> impl Filter<Extract = impl Reply, Error = Rejection> + Clone {
-    let pool_filter = warp::any().map(move || pool.clone());
-
-    // Import demo files from demo-data directory
-    let import_demo = warp::path!("files" / "import-demo")
-        .and(warp::post())
-        .and(
-            warp::query::<std::collections::HashMap<String, String>>()
-                .or(warp::any().map(|| std::collections::HashMap::new()))
-                .unify(),
-        )
-        .and(pool_filter.clone())
-        .and_then(handle_import_demo);
-
-    // Upload file
-    let upload = warp::path("files")
-        .and(warp::post())
-        .and(warp::multipart::form().max_length(50_000_000)) // 50MB per part default; storage is filesystem-backed
-        .and(pool_filter.clone())
-        .and_then(handle_upload);
-
-    // Delete file
-    let delete = warp::path!("files" / "delete")
-        .and(warp::get())
-        .and(warp::query::<DeleteQuery>())
-        .and(pool_filter.clone())
-        .and_then(handle_delete);
-
-    // List files
-    let list = warp::path!("files" / "list")
-        .and(warp::get())
-        .and(pool_filter.clone())
-        .and_then(handle_list);
-
-    // Create query
-    let create_q = warp::path!("query" / "create")
-        .and(warp::post())
-        .and(warp::body::json())
-        .and(pool_filter.clone())
-        .and_then(handle_create_query);
-
-    // Query status
-    let status = warp::path!("query" / "status")
-        .and(warp::get())
-        .and(warp::query::<DeleteQuery>())
-        .and(pool_filter.clone())
-        .and_then(handle_query_status);
-
-    // Query result
-    let result = warp::path!("query" / "result")
-        .and(warp::get())
-        .and(warp::query::<DeleteQuery>())
-        .and(pool_filter.clone())
-        .and_then(handle_query_result);
-
-    // Cancel
-    let cancel = warp::path!("query" / "cancel")
-        .and(warp::get())
-        .and(warp::query::<DeleteQuery>())
-        .and(pool_filter.clone())
-        .and_then(handle_cancel_query);
-
-    let api = upload
-        .or(import_demo)
-        .or(delete)
-        .or(list)
-        .or(create_q)
-        .or(status)
-        .or(result)
-        .or(cancel);
-    warp::path("api").and(api)
-}
-
-async fn handle_upload(mut form: FormData, pool: MySqlPool) -> Result<impl Reply, Rejection> {
-    let mut created_files = Vec::new();
-    while let Some(field) = form.try_next().await.map_err(|_| warp::reject())? {
-        let _name = field.name().to_string();
-        let filename = field
-            .filename()
-            .map(|s| s.to_string())
-            .unwrap_or_else(|| format!("upload-{}", uuid::Uuid::new_v4()));
-
-        // Read stream of Buf into a Vec<u8>
-        let data = field
-            .stream()
-            .map_ok(|mut buf| {
-                let mut v = Vec::new();
-                while buf.has_remaining() {
-                    let chunk = buf.chunk();
-                    v.extend_from_slice(chunk);
-                    let n = chunk.len();
-                    buf.advance(n);
-                }
-                v
-            })
-            .try_fold(Vec::new(), |mut acc, chunk_vec| async move {
-                acc.extend_from_slice(&chunk_vec);
-                Ok(acc)
-            })
-            .await
-            .map_err(|_| warp::reject())?;
-
-        // Save file
-        let path = storage::save_file(&filename, &data).map_err(|_| warp::reject())?;
-
-        // Insert file record with pending_analysis = true, description = NULL
-        let id = uuid::Uuid::new_v4().to_string();
-        sqlx::query("INSERT INTO files (id, filename, path, description, pending_analysis, analysis_status) VALUES (?, ?, ?, ?, ?, 'Queued')")
-            .bind(&id)
-            .bind(&filename)
-            .bind(path.to_str().unwrap())
-            .bind(Option::<String>::None)
-            .bind(true)
-            .execute(&pool)
-            .await
-            .map_err(|e| {
-                tracing::error!("DB insert error: {}", e);
-                warp::reject()
-            })?;
-        created_files.push(serde_json::json!({
-            "id": id,
-            "filename": filename,
-            "pending_analysis": true,
-            "analysis_status": "Queued"
-        }));
-    }
-
-    Ok(warp::reply::json(&serde_json::json!({
-        "uploaded": created_files.len(),
-        "files": created_files
-    })))
-}
-
-async fn handle_import_demo(
-    params: std::collections::HashMap<String, String>,
-    pool: MySqlPool,
-) -> Result<impl Reply, Rejection> {
-    let force = params
-        .get("force")
-        .map(|v| v == "1" || v.eq_ignore_ascii_case("true"))
-        .unwrap_or(false);
-
-    match perform_demo_import(force, &pool).await {
-        Ok(summary) => Ok(warp::reply::json(&summary)),
-        Err(err) => {
-            tracing::error!(error = %err, "demo import failed");
-            let fallback = DemoImportSummary {
-                imported: 0,
-                skipped: 0,
-                files_found: 0,
-                source_dir: None,
-                attempted_paths: Vec::new(),
-                force,
-                error: Some(err.to_string()),
-            };
-            Ok(warp::reply::json(&fallback))
-        }
-    }
-}
-
-async fn handle_delete(q: DeleteQuery, pool: MySqlPool) -> Result<impl Reply, Rejection> {
-    if let Some(row) = sqlx::query("SELECT path FROM files WHERE id = ?")
-        .bind(&q.id)
-        .fetch_optional(&pool)
-        .await
-        .map_err(|_| warp::reject())?
-    {
-        let path: String = row.get("path");
-        let _ = storage::delete_file(std::path::Path::new(&path));
-        // Remove from Qdrant
-        let qdrant_url =
-            std::env::var("QDRANT_URL").unwrap_or_else(|_| "http://qdrant:6333".to_string());
-        let qdrant = QdrantClient::new(&qdrant_url);
-        let _ = qdrant.delete_point(&q.id).await;
-        let _ = sqlx::query("DELETE FROM files WHERE id = ?")
-            .bind(&q.id)
-            .execute(&pool)
-            .await;
-        return Ok(warp::reply::json(&serde_json::json!({"deleted": true})));
-    }
-    Ok(warp::reply::json(&serde_json::json!({"deleted": false})))
-}
-
-async fn handle_list(pool: MySqlPool) -> Result<impl Reply, Rejection> {
-    let rows = sqlx::query("SELECT id, filename, path, description, pending_analysis, analysis_status FROM files ORDER BY created_at DESC LIMIT 500")
-        .fetch_all(&pool)
-        .await
-        .map_err(|e| {
-            tracing::error!("DB list error: {}", e);
-            warp::reject()
-        })?;
-    let files: Vec<serde_json::Value> = rows
-        .into_iter()
-        .map(|r| {
-            let id: String = r.get("id");
-            let filename: String = r.get("filename");
-            let path: String = r.get("path");
-            let description: Option<String> = r.get("description");
-            let pending: bool = r.get("pending_analysis");
-            let status: Option<String> = r.try_get("analysis_status").ok();
-            let storage_url = format!("/storage/{}", filename);
-            serde_json::json!({
-                "id": id,
-                "filename": filename,
-                "path": path,
-                "storage_url": storage_url,
-                "description": description,
-                "pending_analysis": pending,
-                "analysis_status": status
-            })
-        })
-        .collect();
-
-    Ok(warp::reply::json(&serde_json::json!({"files": files})))
-}
-
-async fn handle_create_query(
-    body: serde_json::Value,
-    pool: MySqlPool,
-) -> Result<impl Reply, Rejection> {
-    // Insert query as queued, worker will pick it up
-    let id = uuid::Uuid::new_v4().to_string();
-    let payload = body;
-    sqlx::query("INSERT INTO queries (id, status, payload) VALUES (?, 'Queued', ?)")
-        .bind(&id)
-        .bind(payload)
-        .execute(&pool)
-        .await
-        .map_err(|e| {
-            tracing::error!("DB insert query error: {}", e);
-            warp::reject()
-        })?;
-
-    Ok(warp::reply::json(&serde_json::json!({"id": id})))
-}
-
-async fn handle_query_status(q: DeleteQuery, pool: MySqlPool) -> Result<impl Reply, Rejection> {
-    if let Some(row) = sqlx::query("SELECT status FROM queries WHERE id = ?")
-        .bind(&q.id)
-        .fetch_optional(&pool)
-        .await
-        .map_err(|_| warp::reject())?
-    {
-        let status: String = row.get("status");
-        return Ok(warp::reply::json(&serde_json::json!({"status": status})));
-    }
-    Ok(warp::reply::json(
-        &serde_json::json!({"status": "not_found"}),
-    ))
-}
-
-async fn handle_query_result(q: DeleteQuery, pool: MySqlPool) -> Result<impl Reply, Rejection> {
-    if let Some(row) = sqlx::query("SELECT result FROM queries WHERE id = ?")
-        .bind(&q.id)
-        .fetch_optional(&pool)
-        .await
-        .map_err(|_| warp::reject())?
-    {
-        let result: Option<serde_json::Value> = row.get("result");
-        return Ok(warp::reply::json(&serde_json::json!({"result": result})));
-    }
-    Ok(warp::reply::json(&serde_json::json!({"result": null})))
-}
-
-async fn handle_cancel_query(q: DeleteQuery, pool: MySqlPool) -> Result<impl Reply, Rejection> {
-    // Mark as cancelled; worker must check status before heavy steps
-    sqlx::query("UPDATE queries SET status = 'Cancelled' WHERE id = ?")
-        .bind(&q.id)
-        .execute(&pool)
-        .await
-        .map_err(|_| warp::reject())?;
-    Ok(warp::reply::json(&serde_json::json!({"cancelled": true})))
-}
diff --git a/rust-engine/src/db.rs b/rust-engine/src/db.rs
deleted file mode 100644
index 3245814..0000000
--- a/rust-engine/src/db.rs
+++ /dev/null
@@ -1,42 +0,0 @@
-use sqlx::MySqlPool;
-use tracing::info;
-
-pub async fn init_db(database_url: &str) -> Result<MySqlPool, sqlx::Error> {
-    let pool = MySqlPool::connect(database_url).await?;
-
-    // Create tables if they don't exist. Simple schema for demo/hackathon use.
-    // Note: MySQL requires separate statements for each CREATE TABLE
-    sqlx::query(
-        r#"
-        CREATE TABLE IF NOT EXISTS files (
-            id VARCHAR(36) PRIMARY KEY,
-            filename TEXT NOT NULL,
-            path TEXT NOT NULL,
-            description TEXT,
-            created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
-            pending_analysis BOOLEAN DEFAULT TRUE,
-            analysis_status VARCHAR(32) DEFAULT 'Queued'
-        )
-        "#,
-    )
-    .execute(&pool)
-    .await?;
-
-    sqlx::query(
-        r#"
-        CREATE TABLE IF NOT EXISTS queries (
-            id VARCHAR(36) PRIMARY KEY,
-            status VARCHAR(32) NOT NULL,
-            payload JSON,
-            result JSON,
-            created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
-            updated_at DATETIME DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP
-        )
-        "#,
-    )
-    .execute(&pool)
-    .await?;
-
-    info!("Database initialized");
-    Ok(pool)
-}
diff --git a/rust-engine/src/file_worker.rs b/rust-engine/src/file_worker.rs
deleted file mode 100644
index 339edc0..0000000
--- a/rust-engine/src/file_worker.rs
+++ /dev/null
@@ -1,269 +0,0 @@
-use crate::gemini_client::{demo_text_embedding, generate_text_with_model, DEMO_EMBED_DIM};
-use crate::vector;
-use crate::vector_db::QdrantClient;
-use anyhow::{anyhow, Context, Result};
-use base64::{engine::general_purpose::STANDARD as BASE64_STANDARD, Engine as _};
-use pdf_extract::extract_text;
-use sqlx::MySqlPool;
-use std::path::PathBuf;
-use tracing::{error, info, warn};
-
-pub struct FileWorker {
-    pool: MySqlPool,
-    qdrant: QdrantClient,
-}
-
-impl FileWorker {
-    pub fn new(pool: MySqlPool) -> Self {
-        let qdrant_url =
-            std::env::var("QDRANT_URL").unwrap_or_else(|_| "http://qdrant:6333".to_string());
-        let qdrant = QdrantClient::new(&qdrant_url);
-        Self { pool, qdrant }
-    }
-
-    pub async fn run(&self) {
-        info!("FileWorker starting");
-        if let Err(e) = self.qdrant.ensure_files_collection(DEMO_EMBED_DIM).await {
-            error!("Failed to ensure Qdrant collection: {}", e);
-        }
-        loop {
-            match self.fetch_and_claim().await {
-                Ok(Some(fid)) => {
-                    info!("Processing file {}", fid);
-                    if let Err(e) = self.process_file(&fid).await {
-                        error!("Error processing file {}: {}", fid, e);
-                        if let Err(mark_err) = self.mark_failed(&fid, &format!("{}", e)).await {
-                            error!("Failed to mark file {} as failed: {}", fid, mark_err);
-                        }
-                    }
-                }
-                Ok(None) => {
-                    tokio::time::sleep(std::time::Duration::from_secs(2)).await;
-                }
-                Err(e) => {
-                    error!("FileWorker fetch error: {}", e);
-                    tokio::time::sleep(std::time::Duration::from_secs(5)).await;
-                }
-            }
-        }
-    }
-
-    async fn fetch_and_claim(&self) -> Result<Option<String>> {
-        // Claim files that are queued or stuck in progress for >10min
-        if let Some(row) = sqlx::query(
-            "SELECT id FROM files WHERE (analysis_status = 'Queued' OR (analysis_status = 'InProgress' AND created_at < (NOW() - INTERVAL 10 MINUTE))) AND pending_analysis = TRUE LIMIT 1"
-        )
-        .fetch_optional(&self.pool)
-        .await? {
-            use sqlx::Row;
-            let id: String = row.get("id");
-            // Mark as in-progress
-            let _ = sqlx::query("UPDATE files SET analysis_status = 'InProgress' WHERE id = ?")
-                .bind(&id)
-                .execute(&self.pool)
-                .await?;
-            Ok(Some(id))
-        } else {
-            Ok(None)
-        }
-    }
-
-    async fn process_file(&self, file_id: &str) -> Result<()> {
-        use sqlx::Row;
-        let row = sqlx::query("SELECT filename, path FROM files WHERE id = ?")
-            .bind(file_id)
-            .fetch_one(&self.pool)
-            .await?;
-        let filename: String = row.get("filename");
-        let path: String = row.get("path");
-
-        let (file_excerpt, truncated) = match extract_file_excerpt(&path).await {
-            Ok(res) => res,
-            Err(err) => {
-                error!(file_id, %filename, %path, error = ?err, "failed to extract text from file; continuing with filename only");
-                (String::new(), false)
-            }
-        };
-        if file_excerpt.is_empty() {
-            warn!(file_id, %filename, %path, "extracted excerpt is empty; prompts may lack context");
-        }
-
-        let (raw_base64, raw_truncated) = match read_file_base64(&path).await {
-            Ok(tuple) => tuple,
-            Err(err) => {
-                warn!(file_id, %filename, %path, error = ?err, "failed to read raw file bytes for prompt");
-                (String::new(), false)
-            }
-        };
-
-        let excerpt_note = if truncated {
-            "(excerpt truncated for prompt size)"
-        } else {
-            ""
-        };
-
-        let raw_note = if raw_truncated {
-            "(base64 truncated to first 512KB)"
-        } else {
-            "(base64)"
-        };
-
-        // Stage 1: Gemini 2.5 Flash for description
-        let mut desc_prompt = format!(
-            "You are reviewing the PDF file '{filename}'. Use the following extracted text {excerpt_note} to produce a concise, factual description and key highlights that will help downstream search and reasoning.\n\n--- BEGIN EXCERPT ---\n{}\n--- END EXCERPT ---",
-            file_excerpt
-        );
-        if !raw_base64.is_empty() {
-            desc_prompt.push_str(&format!(
-                "\n\n--- BEGIN RAW FILE {raw_note} ---\n{}\n--- END RAW FILE ---",
-                raw_base64
-            ));
-        }
-        let desc = generate_text_with_model("gemini-2.5-flash", &desc_prompt)
-            .await
-            .unwrap_or_else(|e| format!("[desc error: {}]", e));
-        sqlx::query(
-            "UPDATE files SET description = ?, analysis_status = 'InProgress' WHERE id = ?",
-        )
-        .bind(&desc)
-        .bind(file_id)
-        .execute(&self.pool)
-        .await?;
-
-        // Stage 2: Gemini 2.5 Pro for deep vector graph data
-        let mut vector_prompt = format!(
-            "You are constructing vector search metadata for the PDF file '{filename}'.\nCurrent description: {desc}\nUse the extracted text {excerpt_note} below to derive precise keywords, thematic clusters, and relationships that are explicitly supported by the content. Provide richly structured bullet points grouped by themes.\n\n--- BEGIN EXCERPT ---\n{}\n--- END EXCERPT ---",
-            file_excerpt
-        );
-        if !raw_base64.is_empty() {
-            vector_prompt.push_str(&format!(
-                "\n\n--- BEGIN RAW FILE {raw_note} ---\n{}\n--- END RAW FILE ---",
-                raw_base64
-            ));
-        }
-        let vector_graph = generate_text_with_model("gemini-2.5-pro", &vector_prompt)
-            .await
-            .unwrap_or_else(|e| format!("[vector error: {}]", e));
-
-        // Stage 3: Embed and upsert to Qdrant
-        let emb = demo_text_embedding(&vector_graph).await?;
-        match self.qdrant.upsert_point(file_id, emb.clone()).await {
-            Ok(_) => {
-                let _ = vector::store_embedding(file_id, emb.clone());
-            }
-            Err(err) => {
-                error!("Qdrant upsert failed for {}: {}", file_id, err);
-                let _ = vector::store_embedding(file_id, emb);
-            }
-        }
-
-        // Mark file as ready
-        sqlx::query(
-            "UPDATE files SET pending_analysis = FALSE, analysis_status = 'Completed' WHERE id = ?",
-        )
-        .bind(file_id)
-        .execute(&self.pool)
-        .await?;
-        Ok(())
-    }
-
-    async fn mark_failed(&self, file_id: &str, reason: &str) -> Result<()> {
-        sqlx::query(
-            "UPDATE files SET analysis_status = 'Failed', pending_analysis = TRUE WHERE id = ?",
-        )
-        .bind(file_id)
-        .execute(&self.pool)
-        .await?;
-        sqlx::query("UPDATE files SET description = COALESCE(description, ?) WHERE id = ?")
-            .bind(format!("[analysis failed: {}]", reason))
-            .bind(file_id)
-            .execute(&self.pool)
-            .await?;
-        Ok(())
-    }
-}
-
-// Maximum number of characters from the extracted text to include in prompts.
-const MAX_EXCERPT_CHARS: usize = 4000;
-const MAX_RAW_BYTES: usize = 512 * 1024; // limit base64 payload fed into prompts
-
-async fn extract_file_excerpt(path: &str) -> Result<(String, bool)> {
-    let path_buf = PathBuf::from(path);
-    let extension = path_buf
-        .extension()
-        .and_then(|e| e.to_str())
-        .map(|s| s.to_ascii_lowercase())
-        .unwrap_or_default();
-
-    let raw_text = if extension == "pdf" {
-        let pdf_path = path_buf.clone();
-        tokio::task::spawn_blocking(move || extract_text(&pdf_path))
-            .await
-            .map_err(|e| anyhow!("pdf text extraction task panicked: {e}"))??
-    } else {
-        let bytes = tokio::fs::read(&path_buf)
-            .await
-            .with_context(|| format!("reading file bytes from {path}"))?;
-        String::from_utf8_lossy(&bytes).into_owned()
-    };
-
-    let cleaned = raw_text.replace('\r', "");
-    let condensed = collapse_whitespace(&cleaned);
-    let (excerpt, truncated) = truncate_to_chars(&condensed, MAX_EXCERPT_CHARS);
-
-    Ok((excerpt, truncated))
-}
-
-fn truncate_to_chars(text: &str, max_chars: usize) -> (String, bool) {
-    if max_chars == 0 {
-        return (String::new(), !text.is_empty());
-    }
-
-    let mut result = String::new();
-    let mut chars = text.chars();
-    for _ in 0..max_chars {
-        match chars.next() {
-            Some(ch) => result.push(ch),
-            None => return (result, false),
-        }
-    }
-
-    if chars.next().is_some() {
-        result.push('…');
-        (result, true)
-    } else {
-        (result, false)
-    }
-}
-
-fn collapse_whitespace(input: &str) -> String {
-    let mut output = String::with_capacity(input.len());
-    let mut prev_was_ws = false;
-    for ch in input.chars() {
-        if ch.is_whitespace() {
-            if !prev_was_ws {
-                output.push(' ');
-            }
-            prev_was_ws = true;
-        } else {
-            prev_was_ws = false;
-            output.push(ch);
-        }
-    }
-    output.trim().to_string()
-}
-
-async fn read_file_base64(path: &str) -> Result<(String, bool)> {
-    let bytes = tokio::fs::read(path).await?;
-    if bytes.is_empty() {
-        return Ok((String::new(), false));
-    }
-    let truncated = bytes.len() > MAX_RAW_BYTES;
-    let slice = if truncated {
-        &bytes[..MAX_RAW_BYTES]
-    } else {
-        &bytes[..]
-    };
-    let encoded = BASE64_STANDARD.encode(slice);
-    Ok((encoded, truncated))
-}
diff --git a/rust-engine/src/gemini_client.rs b/rust-engine/src/gemini_client.rs
deleted file mode 100644
index a74a1a1..0000000
--- a/rust-engine/src/gemini_client.rs
+++ /dev/null
@@ -1,97 +0,0 @@
-use anyhow::Result;
-use reqwest::Client;
-use serde::Deserialize;
-use serde_json::json;
-
-// NOTE: This file provides lightweight helpers around the Gemini API. For the
-// hackathon demo we fall back to deterministic strings when the API key is not
-// configured so the flows still work end-to-end.
-
-pub const DEMO_EMBED_DIM: usize = 64;
-
-/// Demo text embedding (replace with real Gemini text embedding API)
-pub async fn demo_text_embedding(text: &str) -> Result<Vec<f32>> {
-    let mut v = vec![0f32; DEMO_EMBED_DIM];
-    for (i, b) in text.as_bytes().iter().enumerate() {
-        let idx = i % v.len();
-        v[idx] += (*b as f32) / 255.0;
-    }
-    Ok(v)
-}
-
-/// Generate text using the default model (GEMINI_MODEL or gemini-2.5-pro).
-#[allow(dead_code)]
-pub async fn generate_text(prompt: &str) -> Result<String> {
-    let model = std::env::var("GEMINI_MODEL").unwrap_or_else(|_| "gemini-2.5-pro".to_string());
-    generate_text_with_model(&model, prompt).await
-}
-
-/// Generate text with an explicit Gemini model. Falls back to a deterministic
-/// response when the API key is not set so the demo still runs.
-pub async fn generate_text_with_model(model: &str, prompt: &str) -> Result<String> {
-    let api_key = match std::env::var("GEMINI_API_KEY") {
-        Ok(k) if !k.is_empty() => k,
-        _ => {
-            return Ok(format!(
-                "[demo] Gemini ({}) not configured. Prompt preview: {}",
-                model,
-                truncate(prompt, 240)
-            ));
-        }
-    };
-
-    let url = format!(
-        "https://generativelanguage.googleapis.com/v1beta/models/{}:generateContent?key={}",
-        model, api_key
-    );
-
-    let body = json!({
-        "contents": [ { "parts": [ { "text": prompt } ] } ]
-    });
-
-    let client = Client::new();
-    let resp = client.post(&url).json(&body).send().await?;
-    let status = resp.status();
-    let txt = resp.text().await?;
-    if !status.is_success() {
-        return Ok(format!(
-            "[demo] Gemini ({}) error {}: {}",
-            model,
-            status,
-            truncate(&txt, 240)
-        ));
-    }
-
-    #[derive(Deserialize)]
-    struct Part {
-        text: Option<String>,
-    }
-    #[derive(Deserialize)]
-    struct Content {
-        parts: Vec<Part>,
-    }
-    #[derive(Deserialize)]
-    struct Candidate {
-        content: Content,
-    }
-    #[derive(Deserialize)]
-    struct Response {
-        candidates: Option<Vec<Candidate>>,
-    }
-
-    let data: Response = serde_json::from_str(&txt).unwrap_or(Response { candidates: None });
-    let out = data
-        .candidates
-        .and_then(|mut v| v.pop())
-        .and_then(|c| c.content.parts.into_iter().find_map(|p| p.text))
-        .unwrap_or_else(|| "[demo] Gemini returned empty response".to_string());
-    Ok(out)
-}
-
-fn truncate(s: &str, max: usize) -> String {
-    if s.len() <= max {
-        s.to_string()
-    } else {
-        format!("{}…", &s[..max])
-    }
-}
diff --git a/rust-engine/src/main.rs b/rust-engine/src/main.rs
deleted file mode 100644
index 006e4ce..0000000
--- a/rust-engine/src/main.rs
+++ /dev/null
@@ -1,87 +0,0 @@
-mod api;
-mod db;
-mod file_worker;
-mod gemini_client;
-mod models;
-mod storage;
-mod vector;
-mod vector_db;
-mod worker;
-
-use std::env;
-use std::error::Error;
-use tracing::{error, info, warn};
-use warp::Filter;
-
-#[tokio::main]
-async fn main() -> Result<(), Box<dyn std::error::Error>> {
-    // Initialize tracing
-    tracing_subscriber::fmt::init();
-
-    // Load environment variables
-    dotenvy::dotenv().ok();
-
-    let database_url = env::var("DATABASE_URL")
-        .unwrap_or_else(|_| "mysql://astraadmin:password@mysql:3306/astra".to_string());
-
-    info!("Starting Rust Engine...");
-
-    // Ensure storage dir
-    storage::ensure_storage_dir().expect("storage dir");
-
-    // Initialize DB
-    let pool = db::init_db(&database_url)
-        .await
-        .map_err(|e| -> Box<dyn Error> { Box::new(e) })?;
-
-    let auto_import_setting = env::var("AUTO_IMPORT_DEMO").unwrap_or_else(|_| "true".to_string());
-    let auto_import = !matches!(
-        auto_import_setting.trim().to_ascii_lowercase().as_str(),
-        "0" | "false" | "off" | "no"
-    );
-    if auto_import {
-        match api::perform_demo_import(false, &pool).await {
-            Ok(summary) => {
-                if let Some(err_msg) = summary.error.as_ref() {
-                    warn!(error = %err_msg, "startup demo import completed with warnings");
-                }
-                info!(
-                    imported = summary.imported,
-                    skipped = summary.skipped,
-                    files_found = summary.files_found,
-                    source = summary.source_dir.as_deref().unwrap_or("unknown"),
-                    "startup demo import completed"
-                );
-            }
-            Err(err) => {
-                error!(error = %err, "startup demo import failed");
-            }
-        }
-    } else {
-        info!("AUTO_IMPORT_DEMO disabled; skipping startup demo import");
-    }
-
-    // Spawn query worker
-    let worker = worker::Worker::new(pool.clone());
-    tokio::spawn(async move { worker.run().await });
-
-    // Spawn file analysis worker
-    let file_worker = file_worker::FileWorker::new(pool.clone());
-    tokio::spawn(async move { file_worker.run().await });
-
-    // API routes
-    let api_routes = api::routes(pool.clone())
-        .with(
-            warp::cors()
-                .allow_any_origin()
-                .allow_headers(vec!["content-type", "authorization"])
-                .allow_methods(vec!["GET", "POST", "PUT", "DELETE", "OPTIONS"]),
-        )
-        .with(warp::log("rust_engine"));
-
-    info!("Rust Engine started on http://0.0.0.0:8000");
-
-    warp::serve(api_routes).run(([0, 0, 0, 0], 8000)).await;
-
-    Ok(())
-}
diff --git a/rust-engine/src/models.rs b/rust-engine/src/models.rs
deleted file mode 100644
index 401e883..0000000
--- a/rust-engine/src/models.rs
+++ /dev/null
@@ -1,67 +0,0 @@
-use chrono::{DateTime, Utc};
-use serde::{Deserialize, Serialize};
-use uuid::Uuid;
-
-#[derive(Debug, Serialize, Deserialize, Clone)]
-pub struct FileRecord {
-    pub id: String,
-    pub filename: String,
-    pub path: String,
-    pub description: Option<String>,
-    pub created_at: Option<DateTime<Utc>>,
-    pub pending_analysis: bool, // true if file is not yet ready for search
-    pub analysis_status: String, // 'Queued', 'InProgress', 'Completed', 'Failed'
-    pub raw_url: Option<String>,
-}
-
-impl FileRecord {
-    #[allow(dead_code)]
-    pub fn new(
-        filename: impl Into<String>,
-        path: impl Into<String>,
-        description: Option<String>,
-    ) -> Self {
-        Self {
-            id: Uuid::new_v4().to_string(),
-            filename: filename.into(),
-            path: path.into(),
-            description,
-            created_at: None,
-            pending_analysis: true,
-            analysis_status: "Queued".to_string(),
-            raw_url: None,
-        }
-    }
-}
-
-#[derive(Debug, Serialize, Deserialize, Clone)]
-pub enum QueryStatus {
-    Queued,
-    InProgress,
-    Completed,
-    Cancelled,
-    Failed,
-}
-
-#[derive(Debug, Serialize, Deserialize, Clone)]
-pub struct QueryRecord {
-    pub id: String,
-    pub status: QueryStatus,
-    pub payload: serde_json::Value,
-    pub result: Option<serde_json::Value>,
-    pub created_at: Option<DateTime<Utc>>,
-    pub updated_at: Option<DateTime<Utc>>,
-}
-
-impl QueryRecord {
-    pub fn new(payload: serde_json::Value) -> Self {
-        Self {
-            id: Uuid::new_v4().to_string(),
-            status: QueryStatus::Queued,
-            payload,
-            result: None,
-            created_at: None,
-            updated_at: None,
-        }
-    }
-}
diff --git a/rust-engine/src/storage.rs b/rust-engine/src/storage.rs
deleted file mode 100644
index c9e9ea4..0000000
--- a/rust-engine/src/storage.rs
+++ /dev/null
@@ -1,38 +0,0 @@
-use anyhow::Result;
-use std::fs;
-use std::io::Write;
-use std::path::{Path, PathBuf};
-
-pub fn storage_dir() -> PathBuf {
-    std::env::var("ASTRA_STORAGE")
-        .map(PathBuf::from)
-        .unwrap_or_else(|_| PathBuf::from("/app/storage"))
-}
-
-pub fn ensure_storage_dir() -> Result<()> {
-    let dir = storage_dir();
-    if !dir.exists() {
-        fs::create_dir_all(&dir)?;
-    }
-    Ok(())
-}
-
-pub fn save_file(filename: &str, contents: &[u8]) -> Result<PathBuf> {
-    ensure_storage_dir()?;
-    let mut path = storage_dir();
-    path.push(filename);
-    let mut f = fs::File::create(&path)?;
-    f.write_all(contents)?;
-    Ok(path)
-}
-
-pub fn delete_file(path: &Path) -> Result<()> {
-    if path.exists() {
-        fs::remove_file(path)?;
-    }
-    Ok(())
-}
-
-pub fn public_url_for(filename: &str) -> String {
-    format!("/storage/{}", filename)
-}
diff --git a/rust-engine/src/vector.rs b/rust-engine/src/vector.rs
deleted file mode 100644
index c34b0a3..0000000
--- a/rust-engine/src/vector.rs
+++ /dev/null
@@ -1,24 +0,0 @@
-use anyhow::Result;
-use lazy_static::lazy_static;
-use std::collections::HashMap;
-use std::sync::Mutex;
-
-lazy_static! {
-    static ref VECTOR_STORE: Mutex<HashMap<String, Vec<f32>>> = Mutex::new(HashMap::new());
-}
-
-pub fn store_embedding(id: &str, emb: Vec<f32>) -> Result<()> {
-    let mut s = VECTOR_STORE.lock().unwrap();
-    s.insert(id.to_string(), emb);
-    Ok(())
-}
-
-pub fn query_top_k(_query_emb: &[f32], k: usize) -> Result<Vec<String>> {
-    // Very naive: return up to k ids from the store.
-    let s = VECTOR_STORE.lock().unwrap();
-    let mut out = Vec::new();
-    for key in s.keys().take(k) {
-        out.push(key.clone());
-    }
-    Ok(out)
-}
diff --git a/rust-engine/src/vector_db.rs b/rust-engine/src/vector_db.rs
deleted file mode 100644
index b8142a5..0000000
--- a/rust-engine/src/vector_db.rs
+++ /dev/null
@@ -1,111 +0,0 @@
-use anyhow::Result;
-use reqwest::Client;
-use serde::Deserialize;
-use serde_json::json;
-
-#[derive(Clone)]
-pub struct QdrantClient {
-    base: String,
-    client: Client,
-}
-
-impl QdrantClient {
-    /// Delete a point from collection 'files' by id
-    pub async fn delete_point(&self, id: &str) -> Result<()> {
-        let url = format!("{}/collections/files/points/delete", self.base);
-        let body = json!({
-            "points": [id]
-        });
-        let resp = self.client.post(&url).json(&body).send().await?;
-        let status = resp.status();
-        if status.is_success() {
-            Ok(())
-        } else {
-            let t = resp.text().await.unwrap_or_default();
-            Err(anyhow::anyhow!("qdrant delete failed: {} - {}", status, t))
-        }
-    }
-    pub fn new(base: &str) -> Self {
-        Self {
-            base: base.trim_end_matches('/').to_string(),
-            client: Client::new(),
-        }
-    }
-
-    /// Upsert a point into collection `files` with id and vector
-    pub async fn upsert_point(&self, id: &str, vector: Vec<f32>) -> Result<()> {
-        let url = format!("{}/collections/files/points", self.base);
-        let body = json!({
-            "points": [{
-                "id": id,
-                "vector": vector,
-                "payload": {"type": "file"}
-            }]
-        });
-
-        let resp = self.client.post(&url).json(&body).send().await?;
-        let status = resp.status();
-        if status.is_success() {
-            Ok(())
-        } else {
-            let t = resp.text().await.unwrap_or_default();
-            Err(anyhow::anyhow!("qdrant upsert failed: {} - {}", status, t))
-        }
-    }
-
-    /// Ensure the 'files' collection exists with the given dimension and distance metric
-    pub async fn ensure_files_collection(&self, dim: usize) -> Result<()> {
-        let url = format!("{}/collections/files", self.base);
-        let body = json!({
-            "vectors": {"size": dim, "distance": "Cosine"}
-        });
-        let resp = self.client.put(&url).json(&body).send().await?;
-        // 200 OK or 201 Created means ready; 409 Conflict means already exists
-        if resp.status().is_success() || resp.status().as_u16() == 409 {
-            Ok(())
-        } else {
-            let status = resp.status();
-            let t = resp.text().await.unwrap_or_default();
-            Err(anyhow::anyhow!(
-                "qdrant ensure collection failed: {} - {}",
-                status,
-                t
-            ))
-        }
-    }
-
-    /// Search top-k nearest points from 'files', return (id, score)
-    pub async fn search_top_k(&self, vector: Vec<f32>, k: usize) -> Result<Vec<(String, f32)>> {
-        let url = format!("{}/collections/files/points/search", self.base);
-        let body = json!({
-            "vector": vector,
-            "limit": k
-        });
-        let resp = self.client.post(&url).json(&body).send().await?;
-        let status = resp.status();
-        if !status.is_success() {
-            let t = resp.text().await.unwrap_or_default();
-            return Err(anyhow::anyhow!("qdrant search failed: {} - {}", status, t));
-        }
-        #[derive(Deserialize)]
-        struct Hit {
-            id: serde_json::Value,
-            score: f32,
-        }
-        #[derive(Deserialize)]
-        struct Data {
-            result: Vec<Hit>,
-        }
-        let data: Data = resp.json().await?;
-        let mut out = Vec::new();
-        for h in data.result {
-            // id can be string or number; handle string
-            if let Some(s) = h.id.as_str() {
-                out.push((s.to_string(), h.score));
-            } else {
-                out.push((h.id.to_string(), h.score));
-            }
-        }
-        Ok(out)
-    }
-}
diff --git a/rust-engine/src/worker.rs b/rust-engine/src/worker.rs
deleted file mode 100644
index 79b02d8..0000000
--- a/rust-engine/src/worker.rs
+++ /dev/null
@@ -1,343 +0,0 @@
-use crate::gemini_client::{demo_text_embedding, generate_text_with_model, DEMO_EMBED_DIM};
-use crate::models::{QueryRecord, QueryStatus};
-use crate::storage;
-use crate::vector;
-use crate::vector_db::QdrantClient;
-use anyhow::Result;
-use sqlx::MySqlPool;
-use std::time::Duration;
-use tracing::{error, info};
-
-pub struct Worker {
-    pool: MySqlPool,
-    qdrant: QdrantClient,
-}
-
-impl Worker {
-    pub fn new(pool: MySqlPool) -> Self {
-        let qdrant_url =
-            std::env::var("QDRANT_URL").unwrap_or_else(|_| "http://qdrant:6333".to_string());
-        let qdrant = QdrantClient::new(&qdrant_url);
-        Self { pool, qdrant }
-    }
-
-    pub async fn run(&self) {
-        info!("Worker starting");
-
-        // Ensure qdrant collection exists
-        if let Err(e) = self.qdrant.ensure_files_collection(DEMO_EMBED_DIM).await {
-            error!("Failed to ensure Qdrant collection: {}", e);
-        }
-
-        // Requeue stale InProgress jobs older than cutoff (e.g., 10 minutes)
-        if let Err(e) = self.requeue_stale_inprogress(10 * 60).await {
-            error!("Failed to requeue stale jobs: {}", e);
-        }
-
-        loop {
-            // Claim next queued query
-            match self.fetch_and_claim().await {
-                Ok(Some(mut q)) => {
-                    info!("Processing query {}", q.id);
-                    if let Err(e) = self.process_query(&mut q).await {
-                        error!("Error processing {}: {}", q.id, e);
-                        let _ = self.mark_failed(&q.id, &format!("{}", e)).await;
-                    }
-                }
-                Ok(None) => {
-                    tokio::time::sleep(Duration::from_secs(2)).await;
-                }
-                Err(e) => {
-                    error!("Worker fetch error: {}", e);
-                    tokio::time::sleep(Duration::from_secs(5)).await;
-                }
-            }
-        }
-    }
-
-    async fn fetch_and_claim(&self) -> Result<Option<QueryRecord>> {
-        // Note: MySQL transactional SELECT FOR UPDATE handling is more complex; for this hackathon scaffold
-        // we do a simple two-step: select one queued id, then update it to InProgress if it is still queued.
-        if let Some(row) = sqlx::query(
-            "SELECT id, payload FROM queries WHERE status = 'Queued' ORDER BY created_at LIMIT 1",
-        )
-        .fetch_optional(&self.pool)
-        .await?
-        {
-            use sqlx::Row;
-            let id: String = row.get("id");
-            let payload: serde_json::Value = row.get("payload");
-
-            let updated = sqlx::query(
-                "UPDATE queries SET status = 'InProgress' WHERE id = ? AND status = 'Queued'",
-            )
-            .bind(&id)
-            .execute(&self.pool)
-            .await?;
-
-            if updated.rows_affected() == 1 {
-                let mut q = QueryRecord::new(payload);
-                q.id = id;
-                q.status = QueryStatus::InProgress;
-                return Ok(Some(q));
-            }
-        }
-        Ok(None)
-    }
-
-    async fn process_query(&self, q: &mut QueryRecord) -> Result<()> {
-        // Stage 1: set InProgress (idempotent)
-        self.update_status(&q.id, QueryStatus::InProgress).await?;
-
-        // Stage 2: embed query text
-        let text = q.payload.get("q").and_then(|v| v.as_str()).unwrap_or("");
-        let emb = demo_text_embedding(text).await?;
-        let top_k = q.payload.get("top_k").and_then(|v| v.as_u64()).unwrap_or(5) as usize;
-        let top_k = top_k.max(1).min(20);
-
-        // Check cancellation
-        if self.is_cancelled(&q.id).await? {
-            return Ok(());
-        }
-
-        // Stage 3: search top-K in Qdrant
-        let hits = match self.qdrant.search_top_k(emb.clone(), top_k).await {
-            Ok(list) if !list.is_empty() => list,
-            Ok(_) => Vec::new(),
-            Err(err) => {
-                error!("Qdrant search failed for query {}: {}", q.id, err);
-                Vec::new()
-            }
-        };
-
-        let hits = if hits.is_empty() {
-            match vector::query_top_k(&emb, top_k) {
-                Ok(fallback_ids) if !fallback_ids.is_empty() => {
-                    info!("Using in-memory fallback for query {}", q.id);
-                    fallback_ids.into_iter().map(|id| (id, 0.0)).collect()
-                }
-                _ => Vec::new(),
-            }
-        } else {
-            hits
-        };
-
-        // Check cancellation
-        if self.is_cancelled(&q.id).await? {
-            return Ok(());
-        }
-
-        // Stage 4: fetch file metadata for IDs and fall back to recent ready files when empty
-        let mut files_json = self.load_files_by_hits(&hits).await?;
-
-        if files_json.is_empty() {
-            files_json = self.load_recent_ready_files(top_k).await?;
-        }
-
-        // Stage 5: call Gemini to analyze relationships and propose follow-up details strictly from provided files
-        let relationships_prompt = build_relationships_prompt(text, &files_json);
-        let (relationships, final_answer) = if files_json.is_empty() {
-            (
-                "No analyzed files are ready yet. Try seeding demo data or wait for processing to finish.".to_string(),
-                "I could not find any relevant documents yet. Once files finish analysis I will be able to answer.".to_string(),
-            )
-        } else {
-            let relationships = generate_text_with_model("gemini-2.5-pro", &relationships_prompt)
-                .await
-                .unwrap_or_else(|e| format!("[demo] relationships error: {}", e));
-
-            // Stage 6: final answer synthesis with strict constraints (no speculation; say unknown when insufficient)
-            let final_prompt = build_final_answer_prompt(text, &files_json, &relationships);
-            let final_answer = generate_text_with_model("gemini-2.5-pro", &final_prompt)
-                .await
-                .unwrap_or_else(|e| format!("[demo] final answer error: {}", e));
-            (relationships, final_answer)
-        };
-
-        // Stage 7: persist results
-        let result = serde_json::json!({
-            "summary": format!("Found {} related files", files_json.len()),
-            "related_files": files_json,
-            "relationships": relationships,
-            "final_answer": final_answer,
-        });
-        sqlx::query("UPDATE queries SET status = 'Completed', result = ? WHERE id = ?")
-            .bind(result)
-            .bind(&q.id)
-            .execute(&self.pool)
-            .await?;
-        Ok(())
-    }
-
-    async fn load_files_by_hits(&self, hits: &[(String, f32)]) -> Result<Vec<serde_json::Value>> {
-        let mut files_json = Vec::new();
-        for (fid, score) in hits {
-            if let Some(row) = sqlx::query(
-                "SELECT id, filename, path, description, analysis_status FROM files WHERE id = ? AND pending_analysis = FALSE",
-            )
-            .bind(fid)
-            .fetch_optional(&self.pool)
-            .await?
-            {
-                use sqlx::Row;
-                let id: String = row.get("id");
-                let filename: String = row.get("filename");
-                let path: String = row.get("path");
-                let description: Option<String> = row.get("description");
-                let analysis_status: Option<String> = row.try_get("analysis_status").ok();
-                let storage_url = storage::public_url_for(&filename);
-                files_json.push(serde_json::json!({
-                    "id": id,
-                    "filename": filename,
-                    "path": path,
-                    "storage_url": storage_url,
-                    "raw_url": storage_url,
-                    "description": description,
-                    "analysis_status": analysis_status,
-                    "score": score
-                }));
-            }
-        }
-        Ok(files_json)
-    }
-
-    async fn load_recent_ready_files(&self, top_k: usize) -> Result<Vec<serde_json::Value>> {
-        let limit = top_k.max(1) as i64;
-        let rows = sqlx::query(
-            "SELECT id, filename, path, description, analysis_status FROM files WHERE pending_analysis = FALSE ORDER BY created_at DESC LIMIT ?",
-        )
-        .bind(limit)
-        .fetch_all(&self.pool)
-        .await?;
-
-        let mut files_json = Vec::new();
-        for row in rows {
-            use sqlx::Row;
-            let id: String = row.get("id");
-            let filename: String = row.get("filename");
-            let path: String = row.get("path");
-            let description: Option<String> = row.get("description");
-            let analysis_status: Option<String> = row.try_get("analysis_status").ok();
-            let storage_url = storage::public_url_for(&filename);
-            files_json.push(serde_json::json!({
-                "id": id,
-                "filename": filename,
-                "path": path,
-                "storage_url": storage_url,
-                "raw_url": storage_url,
-                "description": description,
-                "analysis_status": analysis_status,
-                "score": serde_json::Value::Null
-            }));
-        }
-        Ok(files_json)
-    }
-
-    async fn update_status(&self, id: &str, status: QueryStatus) -> Result<()> {
-        let s = match status {
-            QueryStatus::Queued => "Queued",
-            QueryStatus::InProgress => "InProgress",
-            QueryStatus::Completed => "Completed",
-            QueryStatus::Cancelled => "Cancelled",
-            QueryStatus::Failed => "Failed",
-        };
-        sqlx::query("UPDATE queries SET status = ? WHERE id = ?")
-            .bind(s)
-            .bind(id)
-            .execute(&self.pool)
-            .await?;
-        Ok(())
-    }
-
-    async fn mark_failed(&self, id: &str, message: &str) -> Result<()> {
-        let result = serde_json::json!({"error": message});
-        sqlx::query("UPDATE queries SET status = 'Failed', result = ? WHERE id = ?")
-            .bind(result)
-            .bind(id)
-            .execute(&self.pool)
-            .await?;
-        Ok(())
-    }
-
-    async fn requeue_stale_inprogress(&self, age_secs: i64) -> Result<()> {
-        // MySQL: requeue items updated_at < now()-age and status = InProgress
-        sqlx::query(
-            "UPDATE queries SET status = 'Queued' WHERE status = 'InProgress' AND updated_at < (NOW() - INTERVAL ? SECOND)"
-        )
-        .bind(age_secs)
-        .execute(&self.pool)
-        .await?;
-        Ok(())
-    }
-
-    async fn is_cancelled(&self, id: &str) -> Result<bool> {
-        if let Some(row) = sqlx::query("SELECT status FROM queries WHERE id = ?")
-            .bind(id)
-            .fetch_optional(&self.pool)
-            .await?
-        {
-            use sqlx::Row;
-            let s: String = row.get("status");
-            return Ok(s == "Cancelled");
-        }
-        Ok(false)
-    }
-}
-
-fn build_relationships_prompt(query: &str, files: &Vec<serde_json::Value>) -> String {
-    let files_snippets: Vec<String> = files
-        .iter()
-        .map(|f| {
-            format!(
-                "- id: {id}, filename: {name}, path: {path}, desc: {desc}",
-                id = f.get("id").and_then(|v| v.as_str()).unwrap_or(""),
-                name = f.get("filename").and_then(|v| v.as_str()).unwrap_or(""),
-                path = f.get("path").and_then(|v| v.as_str()).unwrap_or(""),
-                desc = f.get("description").and_then(|v| v.as_str()).unwrap_or("")
-            )
-        })
-        .collect();
-    format!(
-        "You are an assistant analyzing relationships STRICTLY within the provided files.\n\
-        Query: {query}\n\
-        Files:\n{files}\n\
-        Tasks:\n\
-        1) Summarize key details from the files relevant to the query.\n\
-        2) Describe relationships and linkages strictly supported by these files.\n\
-        3) List important follow-up questions that could be answered only using the provided files.\n\
-        Rules: Do NOT guess or invent. If information is insufficient in the files, explicitly state that.",
-        query=query,
-        files=files_snippets.join("\n")
-    )
-}
-
-fn build_final_answer_prompt(
-    query: &str,
-    files: &Vec<serde_json::Value>,
-    relationships: &str,
-) -> String {
-    let files_short: Vec<String> = files
-        .iter()
-        .map(|f| {
-            format!(
-                "- {name} ({id})",
-                id = f.get("id").and_then(|v| v.as_str()).unwrap_or(""),
-                name = f.get("filename").and_then(|v| v.as_str()).unwrap_or("")
-            )
-        })
-        .collect();
-    format!(
-        "You are to compose a final answer to the user query using only the information from the files.\n\
-        Query: {query}\n\
-        Files considered:\n{files}\n\
-        Relationship analysis:\n{rels}\n\
-        Requirements:\n\
-        - Use only information present in the files and analysis above.\n\
-        - If the answer is uncertain or cannot be determined from the files, clearly state that limitation.\n\
-        - Avoid speculation or assumptions.\n\
-        Provide a concise, structured answer.",
-        query=query,
-        files=files_short.join("\n"),
-        rels=relationships
-    )
-}
diff --git a/src/features/gemini/gemini.js b/src/features/gemini/gemini.js
deleted file mode 100644
index 60ab8c1..0000000
--- a/src/features/gemini/gemini.js
+++ /dev/null
@@ -1,4 +0,0 @@
-import { createPartFromUri, GoogleGenAI } from "@google/genai"
-import 'dotenv/config'
-
-const ai = new GoogleGenAI({ apiKey: ${} })
\ No newline at end of file
diff --git a/web-app/README.md b/web-app/README.md
deleted file mode 100644
index 18bc70e..0000000
--- a/web-app/README.md
+++ /dev/null
@@ -1,16 +0,0 @@
-# React + Vite
-
-This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules.
-
-Currently, two official plugins are available:
-
-- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react) uses [Babel](https://babeljs.io/) (or [oxc](https://oxc.rs) when used in [rolldown-vite](https://vite.dev/guide/rolldown)) for Fast Refresh
-- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh
-
-## React Compiler
-
-The React Compiler is not enabled on this template because of its impact on dev & build performances. To add it, see [this documentation](https://react.dev/learn/react-compiler/installation).
-
-## Expanding the ESLint configuration
-
-If you are developing a production application, we recommend using TypeScript with type-aware lint rules enabled. Check out the [TS template](https://github.com/vitejs/vite/tree/main/packages/create-vite/template-react-ts) for information on how to integrate TypeScript and [`typescript-eslint`](https://typescript-eslint.io) in your project.
diff --git a/web-app/components.json b/web-app/components.json
deleted file mode 100644
index 7a2e4d8..0000000
--- a/web-app/components.json
+++ /dev/null
@@ -1,15 +0,0 @@
-{
-  "style": "default",
-  "tailwind": {
-    "config": "tailwind.config.js",
-    "css": "src/app/globals.css",
-    "baseColor": "zinc",
-    "cssVariables": true
-  },
-  "rsc": false,
-  "tsx": false,
-  "aliases": {
-    "utils": "~/lib/utils",
-    "components": "~/components"
-  }
-}
diff --git a/web-app/jsconfig.json b/web-app/jsconfig.json
deleted file mode 100644
index 604c23f..0000000
--- a/web-app/jsconfig.json
+++ /dev/null
@@ -1,7 +0,0 @@
-{
-  "compilerOptions": {
-    "baseUrl": "./",
-    "lib": ["es2015", "dom"]
-  },
-  "include": ["src"]
-}
diff --git a/web-app/public/pdfs/SRHB.pdf b/web-app/public/pdfs/SRHB.pdf
deleted file mode 100644
index 5bb4f78..0000000
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diff --git a/web-app/public/pdfs/falcon-users-guide-2025-05-09.pdf b/web-app/public/pdfs/falcon-users-guide-2025-05-09.pdf
deleted file mode 100644
index 4d835a6..0000000
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diff --git a/web-app/public/pdfs/spacex-falcon-9-data-sheet.pdf b/web-app/public/pdfs/spacex-falcon-9-data-sheet.pdf
deleted file mode 100644
index d6ce2ae..0000000
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diff --git a/web-app/public/pdfs/system-safety-handbook.pdf b/web-app/public/pdfs/system-safety-handbook.pdf
deleted file mode 100644
index 7d076f2..0000000
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diff --git a/web-app/server.mjs b/web-app/server.mjs
deleted file mode 100644
index 913667b..0000000
--- a/web-app/server.mjs
+++ /dev/null
@@ -1,76 +0,0 @@
-import express from 'express';
-import path from 'node:path';
-import helmet from 'helmet';
-import cors from 'cors';
-import http from 'node:http';
-import https from 'node:https';
-import { URL, fileURLToPath } from 'node:url';
-
-const __filename = fileURLToPath(import.meta.url);
-const __dirname = path.dirname(__filename);
-
-const app = express();
-const PORT = Number(process.env.PORT) || 3000;
-const HOST = process.env.HOST || '0.0.0.0';
-const RUST_ENGINE_BASE =
-  process.env.RUST_ENGINE_BASE ||
-  process.env.RUST_ENGINE_URL ||
-  'http://rust-engine:8000';
-
-app.set('trust proxy', true);
-app.use(helmet({ contentSecurityPolicy: false }));
-app.use(cors());
-
-app.get('/api/healthz', (_req, res) => {
-  res.json({ status: 'ok', upstream: RUST_ENGINE_BASE });
-});
-
-// Stream all /api requests directly to the rust engine (supports JSON, multipart, SSE, etc.)
-app.use('/api', (req, res) => {
-  const targetUrl = new URL(req.originalUrl, RUST_ENGINE_BASE);
-  const client = targetUrl.protocol === 'https:' ? https : http;
-
-  const headers = { ...req.headers, host: targetUrl.host };
-
-  const proxyReq = client.request(
-    targetUrl,
-    {
-      method: req.method,
-      headers,
-    },
-    (upstream) => {
-      res.status(upstream.statusCode || 502);
-      for (const [key, value] of Object.entries(upstream.headers)) {
-        if (typeof value !== 'undefined') {
-          res.setHeader(key, value);
-        }
-      }
-      upstream.pipe(res);
-    }
-  );
-
-  proxyReq.on('error', (err) => {
-    console.error('API proxy error:', err);
-    if (!res.headersSent) {
-      res.status(502).json({ error: 'proxy_failed' });
-    } else {
-      res.end();
-    }
-  });
-
-  req.pipe(proxyReq);
-});
-
-// Serve static frontend
-const distDir = path.resolve(__dirname, 'dist');
-app.use(express.static(distDir));
-
-// SPA fallback (Express 5 requires middleware instead of bare '*')
-app.use((req, res) => {
-  res.sendFile(path.join(distDir, 'index.html'));
-});
-
-app.listen(PORT, HOST, () => {
-  console.log(`Web app server listening on http://${HOST}:${PORT}`);
-  console.log(`Proxying to rust engine at ${RUST_ENGINE_BASE}`);
-});
diff --git a/web-app/src/index.js b/web-app/src/index.js
deleted file mode 100644
index 259ced7..0000000
--- a/web-app/src/index.js
+++ /dev/null
@@ -1,60 +0,0 @@
-import express from "express";
-import bodyParser from "body-parser";
-import axios from "axios";
-import multer from "multer";
-import path from "path";
-import { fileURLToPath } from 'url';
-import fs from "fs";
-
-const app = new express();
-const port = 3000;
-
-const __filename = fileURLToPath(import.meta.url);
-const __dirname = path.dirname(__filename);
-
-app.use(express.static('public'));
-app.use('/uploads', express.static('uploads'));
-app.use(bodyParser.urlencoded({extended: true}));
-app.use(bodyParser.json());
-
-const storage = multer.diskStorage({
-  destination: function (req, file, cb) {
-    cb(null, path.join(__dirname,'/uploads'));
-  },
-  filename: function (req, file, cb) {
-    cb(null, file.originalname);
-  }
-})
-const upload = multer({ storage: storage })
-
-
-
-//Render the main page
-app.get("/", async (req, res) => {
-    try{
-        const response = await axios.get(`${API_URL}/all`);
-        res.render("file", { data: response.data });
-    }catch(error){
-        console.error(error);
-        res.status(500).json("Error fetching items");
-    }
-})
-
-app.post("/upload", upload.single('image'), async (req, res) => {
-    const data = {
-        ...req.body,
-        fileName: req.file.originalname,
-        path: req.file.path
-    }
-    try{
-        await axios.post(`${API_URL}/add`, data);
-        res.redirect("/");
-    }catch(error){
-        console.error(error);
-        res.status(500).json("Error uploading item");
-    }
-})
-
-app.listen(port, () => {
-    console.log("API is listening on port " + port);
-})
\ No newline at end of file
diff --git a/web-app/src/lib/api.js b/web-app/src/lib/api.js
deleted file mode 100644
index 76dce1e..0000000
--- a/web-app/src/lib/api.js
+++ /dev/null
@@ -1,75 +0,0 @@
-const JSON_HEADERS = {
-  Accept: "application/json",
-};
-
-async function parseJsonResponse(response) {
-  const text = await response.text();
-  const hasBody = text !== "";
-  let data;
-  if (hasBody) {
-    try {
-      data = JSON.parse(text);
-    } catch (error) {
-      data = { raw: text };
-    }
-  }
-
-  if (!response.ok) {
-    const message = data?.error || response.statusText || "Request failed";
-    const err = new Error(message);
-    err.status = response.status;
-    err.body = data;
-    throw err;
-  }
-
-  return data ?? {};
-}
-
-export async function listFiles() {
-  const response = await fetch("/api/files/list", {
-    method: "GET",
-    headers: JSON_HEADERS,
-  });
-  const data = await parseJsonResponse(response);
-  return Array.isArray(data.files) ? data.files : [];
-}
-
-export async function createQuery(payload) {
-  const response = await fetch("/api/query/create", {
-    method: "POST",
-    headers: {
-      ...JSON_HEADERS,
-      "Content-Type": "application/json",
-    },
-    body: JSON.stringify(payload),
-  });
-  const data = await parseJsonResponse(response);
-  if (!data.id) {
-    throw new Error("Query creation did not return an id");
-  }
-  return data;
-}
-
-export async function getQueryStatus(id) {
-  const response = await fetch(`/api/query/status?id=${encodeURIComponent(id)}`, {
-    method: "GET",
-    headers: JSON_HEADERS,
-  });
-  return parseJsonResponse(response);
-}
-
-export async function getQueryResult(id) {
-  const response = await fetch(`/api/query/result?id=${encodeURIComponent(id)}`, {
-    method: "GET",
-    headers: JSON_HEADERS,
-  });
-  return parseJsonResponse(response);
-}
-
-export async function cancelQuery(id) {
-  const response = await fetch(`/api/query/cancel?id=${encodeURIComponent(id)}`, {
-    method: "GET",
-    headers: JSON_HEADERS,
-  });
-  return parseJsonResponse(response);
-}