diff --git a/.gitignore b/.gitignore
index eff15cc..e2486c5 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,17 @@
+# Python
 .venv/
-results/
 __pycache__/
 *.pyc
+*.egg-info/
+
+# Node/Frontend
+frontend/node_modules/
+frontend/dist/
+
+# Runtime
+artifacts/
+
+# IDE
+.idea/
+.vscode/
+*.swp
diff --git a/Dockerfile b/Dockerfile
deleted file mode 100644
index e64698e..0000000
--- a/Dockerfile
+++ /dev/null
@@ -1,29 +0,0 @@
-FROM python:3.13-slim
-
-# Install display and VNC deps
-RUN apt-get update -qq && apt-get install -y -qq --no-install-recommends \
-    xvfb x11vnc websockify novnc \
-    libnss3 libatk1.0-0 libatk-bridge2.0-0 libcups2 libdrm2 \
-    libxkbcommon0 libxcomposite1 libxdamage1 libxrandr2 libgbm1 \
-    libpango-1.0-0 libcairo2 libasound2 libxshmfence1 libgtk-3-0 \
-    fonts-liberation && \
-    rm -rf /var/lib/apt/lists/*
-
-# Install Python deps
-COPY pyproject.toml uv.lock /app/
-WORKDIR /app
-RUN pip install uv && uv sync --frozen
-
-# Install Playwright Chromium
-RUN uv run playwright install chromium
-
-# Copy source
-COPY . /app/
-
-# Entrypoint script
-COPY entrypoint.sh /entrypoint.sh
-RUN chmod +x /entrypoint.sh
-
-EXPOSE 6080 8080
-
-ENTRYPOINT ["/entrypoint.sh"]
diff --git a/app.py b/app.py
deleted file mode 100644
index 7134314..0000000
--- a/app.py
+++ /dev/null
@@ -1,534 +0,0 @@
-"""
-Car-help web app -- FastAPI backend with Anthropic-powered search + guide generation.
-
-Runs on port 8080 inside the Docker container.
-"""
-
-import asyncio
-import json
-import os
-import re
-from pathlib import Path
-
-import httpx
-from fastapi import FastAPI, Request
-from fastapi.middleware.cors import CORSMiddleware
-from fastapi.responses import HTMLResponse, JSONResponse, StreamingResponse
-from fastapi.staticfiles import StaticFiles
-
-app = FastAPI(title="car-help", version="0.2.0")
-
-app.add_middleware(
-    CORSMiddleware,
-    allow_origins=["*"],
-    allow_methods=["*"],
-    allow_headers=["*"],
-)
-
-RESULTS_DIR = Path("results")
-RESULTS_DIR.mkdir(exist_ok=True)
-NOVNC_UPSTREAM = "http://localhost:6080"
-
-ANTHROPIC_BASE_URL = os.environ.get("ANTHROPIC_BASE_URL", "https://api.anthropic.com")
-ANTHROPIC_API_KEY = os.environ.get("ANTHROPIC_API_KEY", "")
-ANTHROPIC_MODEL = "claude-sonnet-4-20250514"
-
-
-# ---------------------------------------------------------------------------
-# Anthropic API helper
-# ---------------------------------------------------------------------------
-
-
-async def call_anthropic(prompt: str, max_tokens: int = 2000, timeout: int = 60) -> str:
-    """Call the Anthropic Messages API and return the text response."""
-    async with httpx.AsyncClient() as client:
-        resp = await client.post(
-            f"{ANTHROPIC_BASE_URL}/v1/messages",
-            headers={
-                "x-api-key": ANTHROPIC_API_KEY,
-                "content-type": "application/json",
-                "anthropic-version": "2023-06-01",
-            },
-            json={
-                "model": ANTHROPIC_MODEL,
-                "max_tokens": max_tokens,
-                "messages": [{"role": "user", "content": prompt}],
-            },
-            timeout=timeout,
-        )
-    data = resp.json()
-    if "content" in data and data["content"]:
-        return data["content"][0].get("text", "")
-    return json.dumps(data)
-
-
-# ---------------------------------------------------------------------------
-# Parse user query into search parameters via LLM
-# ---------------------------------------------------------------------------
-
-
-async def parse_query(query: str, filters: list[str]) -> dict:
-    """Use the LLM to turn a natural language query + filters into search params."""
-    filter_str = ", ".join(filters) if filters else "none"
-    prompt = f"""You are a car search assistant. Parse this user query and active filters into concrete search parameters.
-
-User query: "{query}"
-Active filters: {filter_str}
-
-Return ONLY valid JSON (no markdown, no explanation) with these keys:
-- "makes": list of car makes to search (e.g. ["Toyota", "Honda"]). Empty list = any make.
-- "models": list of specific models (e.g. ["Prius", "Camry Hybrid"]). Empty list = any model.
-- "min_year": minimum year (integer, e.g. 2010). null if not specified.
-- "max_year": maximum year (integer). null if not specified.
-- "max_price": maximum price in dollars (integer). Default 10000.
-- "fuel_type": one of "hybrid", "electric", "any". Default based on filters.
-- "zip": ZIP code. Default "98077" (Woodinville WA).
-- "radius": search radius in miles (integer). Default 50.
-- "seller_type": one of "private", "dealer", "any". Default "any".
-- "max_miles": maximum mileage (integer). null if not specified.
-- "search_summary": one-line human-readable summary of what we're searching for.
-
-Example: {{"makes": ["Toyota"], "models": ["Prius"], "min_year": 2012, "max_year": 2015, "max_price": 8000, "fuel_type": "hybrid", "zip": "98077", "radius": 50, "seller_type": "any", "max_miles": 100000, "search_summary": "Toyota Prius 2012-2015 under $8K within 50mi"}}"""
-
-    text = await call_anthropic(prompt, max_tokens=500, timeout=30)
-    # Extract JSON from response
-    text = text.strip()
-    # Try to find JSON object in the response
-    match = re.search(r"\{.*\}", text, re.DOTALL)
-    if match:
-        try:
-            return json.loads(match.group())
-        except json.JSONDecodeError:
-            pass
-    # Fallback defaults
-    return {
-        "makes": [],
-        "models": [],
-        "min_year": None,
-        "max_year": None,
-        "max_price": 10000,
-        "fuel_type": "hybrid",
-        "zip": "98077",
-        "radius": 50,
-        "seller_type": "any",
-        "max_miles": None,
-        "search_summary": query,
-    }
-
-
-# ---------------------------------------------------------------------------
-# Build search URLs from parsed parameters
-# ---------------------------------------------------------------------------
-
-
-def build_craigslist_url(params: dict) -> str:
-    """Build Craigslist search URL from params."""
-    base = "https://seattle.craigslist.org/search/cta?"
-    parts = []
-    fuel_map = {"hybrid": "4", "electric": "6", "any": ""}
-    fuel = fuel_map.get(params.get("fuel_type", "hybrid"), "")
-    if fuel:
-        parts.append(f"auto_fuel_type={fuel}")
-    if params.get("max_price"):
-        parts.append(f"max_price={params['max_price']}")
-    parts.append(f"postal={params.get('zip', '98077')}")
-    parts.append(f"search_distance={params.get('radius', 50)}")
-    if params.get("min_year"):
-        parts.append(f"min_auto_year={params['min_year']}")
-    if params.get("max_year"):
-        parts.append(f"max_auto_year={params['max_year']}")
-    if params.get("max_miles"):
-        parts.append(f"max_auto_miles={params['max_miles']}")
-    if params.get("seller_type") == "private":
-        parts.append("purveyor=owner")
-    elif params.get("seller_type") == "dealer":
-        parts.append("purveyor=dealer")
-    # Add make/model as search query
-    query_parts = []
-    if params.get("makes"):
-        query_parts.extend(params["makes"])
-    if params.get("models"):
-        query_parts.extend(params["models"])
-    if query_parts:
-        parts.append(f"query={'+'.join(query_parts)}")
-    parts.append("sort=date")
-    return base + "&".join(parts)
-
-
-def build_cargurus_url(params: dict) -> str:
-    """Build CarGurus search URL from params."""
-    base = (
-        "https://www.cargurus.com/Cars/inventorylisting/"
-        "viewDetailsFilterViewInventoryListing.action?"
-    )
-    parts = []
-    parts.append(f"zip={params.get('zip', '98077')}")
-    if params.get("max_price"):
-        parts.append(f"maxPrice={params['max_price']}")
-    fuel_map = {"hybrid": "HYBRID", "electric": "ELECTRIC", "any": ""}
-    fuel = fuel_map.get(params.get("fuel_type", "hybrid"), "")
-    if fuel:
-        parts.append(f"fuelTypes={fuel}")
-    parts.append(f"distance={params.get('radius', 50)}")
-    if params.get("max_miles"):
-        parts.append(f"maxMileage={params['max_miles']}")
-    if params.get("min_year"):
-        parts.append(f"startYear={params['min_year']}")
-    if params.get("max_year"):
-        parts.append(f"endYear={params['max_year']}")
-    parts.append("sortDir=ASC&sortType=PRICE")
-    return base + "&".join(parts)
-
-
-def build_autotempest_url(params: dict) -> str:
-    """Build AutoTempest search URL from params."""
-    base = "https://www.autotempest.com/results?"
-    parts = []
-    parts.append(f"zip={params.get('zip', '98077')}")
-    if params.get("max_price"):
-        parts.append(f"maxprice={params['max_price']}")
-    fuel_map = {"hybrid": "hybrid", "electric": "electric", "any": ""}
-    fuel = fuel_map.get(params.get("fuel_type", "hybrid"), "")
-    if fuel:
-        parts.append(f"fuel={fuel}")
-    parts.append(f"radius={params.get('radius', 50)}")
-    if params.get("makes"):
-        parts.append(f"make={params['makes'][0].lower()}")
-    if params.get("models"):
-        parts.append(f"model={params['models'][0].lower()}")
-    if params.get("min_year"):
-        parts.append(f"minyear={params['min_year']}")
-    if params.get("max_year"):
-        parts.append(f"maxyear={params['max_year']}")
-    if params.get("max_miles"):
-        parts.append(f"maxmiles={params['max_miles']}")
-    return base + "&".join(parts)
-
-
-# ---------------------------------------------------------------------------
-# Scoring engine
-# ---------------------------------------------------------------------------
-
-
-def score_listing(listing: dict, params: dict) -> int:
-    """Score a single listing 0-100."""
-    s = 50
-    title = (listing.get("title", "") + " " + listing.get("url", "")).lower()
-
-    # Model bonuses
-    if "prius" in title:
-        s += 30
-    elif "camry hybrid" in title or "camry" in title:
-        s += 25
-    elif "insight" in title:
-        s += 20
-    elif "ioniq" in title:
-        s += 20
-    elif "civic hybrid" in title:
-        s += 15
-    elif "corolla" in title:
-        s += 18
-    elif "rav4" in title:
-        s += 15
-
-    # Brand bonuses
-    if "toyota" in title:
-        s += 10
-    elif "honda" in title:
-        s += 7
-    elif "hyundai" in title:
-        s += 5
-    elif "kia" in title:
-        s += 4
-
-    # Penalties
-    if "nissan" in title and "leaf" in title:
-        s -= 25
-    if "altima" in title:
-        s -= 20
-    if any(w in title for w in ["salvage", "rebuilt", "flood", "junk", "parts only"]):
-        s -= 20
-
-    # Price parsing
-    price_str = listing.get("price", "")
-    price_num = 0
-    m = re.search(r"\$?([\d,]+)", price_str)
-    if m:
-        price_num = int(m.group(1).replace(",", ""))
-    if 0 < price_num < 6000:
-        s += 10
-    elif 6000 <= price_num <= 8000:
-        s += 5
-    elif price_num > 15000:
-        s -= 10
-
-    # Positive signals
-    if "one owner" in title or "single owner" in title:
-        s += 8
-    if "clean title" in title:
-        s += 8
-    if "low miles" in title or "low mileage" in title:
-        s += 5
-
-    # If user searched for specific makes/models, boost matches
-    for make in params.get("makes", []):
-        if make.lower() in title:
-            s += 5
-    for model in params.get("models", []):
-        if model.lower() in title:
-            s += 5
-
-    return max(0, min(100, s))
-
-
-# ---------------------------------------------------------------------------
-# Generate guide via LLM
-# ---------------------------------------------------------------------------
-
-
-async def generate_guide(query: str, listings: list[dict], params: dict) -> dict:
-    """Call the Anthropic API to generate a custom buying guide."""
-    # Prepare top 20 listings summary
-    top_listings = listings[:20]
-    listings_text = "\n".join(
-        f"- {item.get('title', 'Unknown')} | {item.get('price', 'N/A')} | Score: {item.get('score', '?')} | {item.get('url', '')}"
-        for item in top_listings
-    )
-    if not listings_text:
-        listings_text = "(No listings found)"
-
-    prompt = f"""You are a car buying expert helping someone near Woodinville, WA (ZIP 98077).
-
-The user searched for: "{query}"
-Search parameters: {json.dumps(params, default=str)}
-
-Here are the top listings found:
-{listings_text}
-
-Generate a comprehensive buying guide tailored to this specific search. Return ONLY valid JSON (no markdown fences, no explanation before/after) with these keys:
-
-1. "top_picks": Analysis of the best listings found. Which ones look like the best deals and why? Reference specific listings by name/price. If no listings found, give general advice for this type of car. Use markdown formatting (bold, bullet points).
-
-2. "checklist": What to inspect when looking at THESE specific car models. Be specific to the makes/models found (e.g., if mostly Prius results, talk about hybrid battery health, catalytic converter theft, etc.). Use markdown formatting.
-
-3. "mechanics": Recommend 3-4 mechanics near Woodinville WA 98077 that would be good for pre-purchase inspections of these types of cars. Include name, approximate location, and why they're good. Use markdown formatting.
-
-4. "negotiation": Negotiation tips specific to this price range and car type. Include what to look up beforehand (KBB, etc.), how much below asking to start, WA-specific rules (doc fees, etc.). Use markdown formatting.
-
-5. "budget": Total budget breakdown including the car, registration, insurance, maintenance reserves. Be specific to the price range searched. Use markdown formatting.
-
-Each value should be a string with markdown formatting for rich display. Be practical, specific, and actionable."""
-
-    text = await call_anthropic(prompt, max_tokens=4000, timeout=90)
-    text = text.strip()
-
-    # Try to parse JSON from response
-    match = re.search(r"\{.*\}", text, re.DOTALL)
-    if match:
-        try:
-            guide = json.loads(match.group())
-            # Ensure all keys exist
-            for key in ["top_picks", "checklist", "mechanics", "negotiation", "budget"]:
-                if key not in guide:
-                    guide[key] = "No information available."
-            return guide
-        except json.JSONDecodeError:
-            pass
-
-    # Fallback: return the raw text in top_picks
-    return {
-        "top_picks": text or "Guide generation failed. Please try again.",
-        "checklist": "Run a search to generate a custom checklist.",
-        "mechanics": "Run a search to get mechanic recommendations.",
-        "negotiation": "Run a search to get negotiation tips.",
-        "budget": "Run a search to get a budget breakdown.",
-    }
-
-
-# ---------------------------------------------------------------------------
-# Static files + index
-# ---------------------------------------------------------------------------
-
-
-@app.get("/", response_class=HTMLResponse)
-async def index():
-    html = Path("static/index.html").read_text()
-    return HTMLResponse(html)
-
-
-app.mount("/static", StaticFiles(directory="static"), name="static")
-
-
-# ---------------------------------------------------------------------------
-# API routes
-# ---------------------------------------------------------------------------
-
-
-@app.post("/api/search")
-async def search(request: Request):
-    """Main search endpoint: parse query, crawl sites, score, generate guide."""
-    body = await request.json()
-    query = body.get("query", "").strip()
-    filters = body.get("filters", [])
-
-    if not query:
-        return JSONResponse({"error": "Please enter a search query"}, 400)
-
-    try:
-        # Step 1: Parse query into search parameters
-        params = await parse_query(query, filters)
-        search_summary = params.get("search_summary", query)
-
-        # Step 2: Build search URLs
-        cl_url = build_craigslist_url(params)
-        cg_url = build_cargurus_url(params)
-        at_url = build_autotempest_url(params)
-
-        # Step 3: Run Playwright crawl via search.py subprocess
-        search_args = json.dumps(
-            {
-                "craigslist_url": cl_url,
-                "cargurus_url": cg_url,
-                "autotempest_url": at_url,
-                "params": params,
-            }
-        )
-
-        proc = await asyncio.create_subprocess_exec(
-            "uv",
-            "run",
-            "python",
-            "search.py",
-            "--dynamic",
-            search_args,
-            stdout=asyncio.subprocess.PIPE,
-            stderr=asyncio.subprocess.PIPE,
-            env={
-                "PATH": "/usr/local/bin:/usr/bin:/bin",
-                "HOME": "/root",
-                "DISPLAY": ":99",
-            },
-        )
-        stdout, stderr = await asyncio.wait_for(proc.communicate(), timeout=180)
-
-        # Step 4: Load results
-        result_files = sorted(RESULTS_DIR.glob("search_*.json"))
-        all_listings = []
-        if result_files:
-            data = json.loads(result_files[-1].read_text())
-            all_listings = data.get("listings", [])
-
-        # Step 5: Score and rank
-        for listing in all_listings:
-            listing["score"] = score_listing(listing, params)
-        all_listings.sort(key=lambda x: x["score"], reverse=True)
-
-        # Step 6: Generate guide via LLM
-        guide = await generate_guide(query, all_listings, params)
-
-        return JSONResponse(
-            {
-                "status": "ok",
-                "search_summary": search_summary,
-                "total": len(all_listings),
-                "listings": all_listings,
-                "guide": guide,
-                "urls_searched": {
-                    "craigslist": cl_url,
-                    "cargurus": cg_url,
-                    "autotempest": at_url,
-                },
-            }
-        )
-
-    except asyncio.TimeoutError:
-        return JSONResponse({"error": "Search timed out after 3 minutes"}, 504)
-    except Exception as e:
-        import traceback
-
-        return JSONResponse(
-            {
-                "error": str(e),
-                "traceback": traceback.format_exc(),
-            },
-            500,
-        )
-
-
-# ---------------------------------------------------------------------------
-# Keep existing endpoints
-# ---------------------------------------------------------------------------
-
-
-@app.get("/api/results")
-async def list_results():
-    """List all saved search results."""
-    RESULTS_DIR.mkdir(exist_ok=True)
-    files = sorted(RESULTS_DIR.glob("search_*.json"), reverse=True)
-    results = []
-    for f in files[:20]:
-        try:
-            data = json.loads(f.read_text())
-            results.append(
-                {
-                    "filename": f.name,
-                    "date": data.get("search_date", ""),
-                    "total": data.get("total_listings", 0),
-                }
-            )
-        except Exception:
-            continue
-    return JSONResponse(results)
-
-
-@app.get("/api/results/{filename}")
-async def get_result(filename: str):
-    """Get a specific result file."""
-    path = RESULTS_DIR / filename
-    if not path.exists():
-        return JSONResponse({"error": "not found"}, 404)
-    return JSONResponse(json.loads(path.read_text()))
-
-
-# ---------------------------------------------------------------------------
-# noVNC proxy (LAST -- catch-all)
-# ---------------------------------------------------------------------------
-
-NOVNC_PROXY_PATHS = re.compile(
-    r"^/(vnc\.html|vnc_lite\.html|websockify|core/|vendor/|app/|include/|noVNC)"
-)
-
-
-@app.api_route(
-    "/{path:path}",
-    methods=["GET", "POST", "PUT", "DELETE", "PATCH", "HEAD", "OPTIONS"],
-    include_in_schema=False,
-)
-async def catch_all_novnc_proxy(request: Request, path: str):
-    """Proxy noVNC assets and websockify from port 6080."""
-    if not NOVNC_PROXY_PATHS.match(f"/{path}"):
-        return JSONResponse({"error": "not found"}, status_code=404)
-
-    url = f"{NOVNC_UPSTREAM}/{path}"
-    if request.url.query:
-        url += f"?{request.url.query}"
-
-    async with httpx.AsyncClient(timeout=30) as client:
-        resp = await client.request(
-            method=request.method,
-            url=url,
-            headers={
-                k: v
-                for k, v in request.headers.items()
-                if k.lower() not in ("host", "connection")
-            },
-            content=await request.body(),
-        )
-    headers = {}
-    if "content-type" in resp.headers:
-        headers["content-type"] = resp.headers["content-type"]
-    return StreamingResponse(
-        iter([resp.content]),
-        status_code=resp.status_code,
-        headers=headers,
-    )
diff --git a/artifacts/.gitkeep b/artifacts/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/backend/.gitkeep b/backend/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/bundle/agents/.gitkeep b/bundle/agents/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/bundle/behaviors/.gitkeep b/bundle/behaviors/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/bundle/context/.gitkeep b/bundle/context/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/entrypoint.sh b/entrypoint.sh
deleted file mode 100755
index 779acf2..0000000
--- a/entrypoint.sh
+++ /dev/null
@@ -1,29 +0,0 @@
-#!/bin/bash
-set -e
-
-export DISPLAY=:99
-Xvfb :99 -screen 0 1280x720x24 -ac &
-sleep 1
-
-x11vnc -display :99 -forever -nopw -listen 0.0.0.0 -rfbport 5900 -shared 2>/dev/null &
-sleep 1
-
-websockify --web=/usr/share/novnc/ 6080 localhost:5900 &
-sleep 1
-
-echo "noVNC ready on :6080"
-
-# Start FastAPI -- use uv run from /app
-cd /app
-uv run python -m uvicorn app:app --host 0.0.0.0 --port 8080 --log-level info &
-sleep 2
-
-echo "============================================="
-echo "  car-help UI: http://localhost:8080"
-echo "============================================="
-
-if [ $# -eq 0 ]; then
-    tail -f /dev/null
-else
-    exec "$@"
-fi
diff --git a/frontend/src/.gitkeep b/frontend/src/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/guide.py b/guide.py
deleted file mode 100644
index c70ce43..0000000
--- a/guide.py
+++ /dev/null
@@ -1,205 +0,0 @@
-"""
-Car buying guide for a 17-year-old in Woodinville WA.
-Budget: $8-10K for a reliable used hybrid.
-"""
-
-
-def get_guide() -> dict:
-    return {
-        "target_cars": [
-            {
-                "model": "Toyota Prius (2010-2015, 3rd gen)",
-                "why": "Most reliable hybrid ever made. 50+ MPG. Huge parts supply. Battery lasts 150-200K miles. Dead-simple to maintain.",
-                "mpg": "50+",
-                "budget": "$6,500-$9,000",
-                "score": 10,
-                "notes": "The boring answer is the right answer. A 2012 Prius with 120K miles will run another 100K with basic maintenance.",
-            },
-            {
-                "model": "Toyota Camry Hybrid (2012-2017)",
-                "why": "More comfortable than Prius, very reliable. Bigger car, feels more solid. Great for a new driver.",
-                "mpg": "38-40",
-                "budget": "$7,000-$10,000",
-                "score": 9,
-                "notes": "Slightly harder to find in budget but worth it. More trunk space than Prius.",
-            },
-            {
-                "model": "Honda Insight (2010-2014, 2nd gen)",
-                "why": "Compact, reliable, good fuel economy. Honda build quality.",
-                "mpg": "41-44",
-                "budget": "$5,000-$7,500",
-                "score": 8,
-                "notes": "Less common than Prius but solid choice. IMA system is simpler than Toyota's.",
-            },
-            {
-                "model": "Hyundai Ioniq (2017-2019)",
-                "why": "Newer tech, excellent MPG, modern safety features. Good value depreciation curve.",
-                "mpg": "55+",
-                "budget": "$8,000-$10,000",
-                "score": 8,
-                "notes": "Best MPG in class. Newer so fewer miles typically. May be tight on budget.",
-            },
-            {
-                "model": "Honda Civic Hybrid (2012-2015)",
-                "why": "Good daily driver, Honda reliability. Watch battery health closely.",
-                "mpg": "44",
-                "budget": "$5,000-$8,000",
-                "score": 7,
-                "notes": "Only consider 2012+. Earlier models had IMA battery failures. Always get battery tested.",
-            },
-        ],
-        "avoid": [
-            {
-                "model": "Nissan Leaf",
-                "reason": "Battery degrades badly in heat/cold. PNW winters + no active thermal management = range drops to 40-50 miles. Replacement battery costs $5,000+.",
-            },
-            {
-                "model": "Honda Civic Hybrid pre-2012",
-                "reason": "IMA battery failures are extremely common. Honda lost a class action over this. Replacement is $2,000-$3,000.",
-            },
-            {
-                "model": "Nissan Altima Hybrid",
-                "reason": "Rare, poor parts availability. Nissan's hybrid system was licensed from Toyota but support is minimal.",
-            },
-            {
-                "model": "Ford Escape Hybrid pre-2010",
-                "reason": "Aging hybrid system, expensive repairs. Brake actuator failures are common and cost $1,500+.",
-            },
-        ],
-        "pre_purchase_checklist": [
-            {
-                "item": "Bring an OBD2 scanner",
-                "detail": "$20 on Amazon (BAFX or ELM327). Plug in, check for stored codes. Any hybrid-related codes (P0A80, P3000) = walk away.",
-            },
-            {
-                "item": "Check hybrid battery health",
-                "detail": "Ask seller for a hybrid battery scan. Or bring the Dr. Prius app (Android) or HybridAssistant. Look for cell voltage imbalance.",
-            },
-            {
-                "item": "Look for rust underneath",
-                "detail": "PNW cars are generally good for this, but check wheel wells, rocker panels, and undercarriage. Any structural rust = walk away.",
-            },
-            {
-                "item": "Check all electronics",
-                "detail": "Lights, AC, heat, power windows, door locks, radio, backup camera. Electrical gremlins are expensive.",
-            },
-            {
-                "item": "Test drive thoroughly",
-                "detail": "Listen for unusual sounds. Test brakes hard. Feel for vibrations at highway speed. Test regenerative braking (should feel smooth). Drive at least 15 minutes.",
-            },
-            {
-                "item": "Check tire tread depth",
-                "detail": "Penny test: insert penny head-first into tread. If you see all of Lincoln's head, tires need replacing ($400-$600).",
-            },
-            {
-                "item": "Ask for maintenance records",
-                "detail": "Oil changes, brake pads, coolant flushes, transmission fluid. No records = assume nothing was done.",
-            },
-            {
-                "item": "Check VIN for recalls",
-                "detail": "Go to NHTSA.gov/recalls and enter VIN. Open recalls should be fixed for free at dealer.",
-            },
-            {
-                "item": "Run a vehicle history report",
-                "detail": "Carfax or AutoCheck ($40, or ask dealer for a free one). Check for accidents, title issues, odometer rollbacks.",
-            },
-            {
-                "item": "Check 12V battery age",
-                "detail": "Separate from the hybrid battery. Look for a date sticker on the battery. If 4+ years old, budget $150-$200 for replacement.",
-            },
-            {
-                "item": "Check for catalytic converter",
-                "detail": "Theft is extremely common on Prius (contains palladium). Look under the car -- if you see a fresh weld or aftermarket cat, ask questions.",
-            },
-        ],
-        "mechanics_nearby": [
-            {
-                "name": "Totem Lake Automotive",
-                "address": "12720 NE 124th St, Kirkland, WA",
-                "notes": "Good reviews, does hybrid inspections. Close to Woodinville.",
-                "distance": "~10 min",
-            },
-            {
-                "name": "Eastside Automotive",
-                "address": "12011 NE 12th St, Bellevue, WA",
-                "notes": "AAA approved shop. Thorough pre-purchase inspections.",
-                "distance": "~20 min",
-            },
-            {
-                "name": "Priusly Hybrid Service",
-                "address": "Seattle, WA",
-                "notes": "Prius and hybrid specialists. Worth the drive if buying a Prius. They know every failure mode.",
-                "distance": "~30 min",
-            },
-            {
-                "name": "Mastracci's Automotive",
-                "address": "14510 NE 91st St, Redmond, WA",
-                "notes": "Longstanding local shop with solid reputation.",
-                "distance": "~15 min",
-            },
-        ],
-        "mechanics_note": "Budget $100-$175 for a pre-purchase inspection. NEVER skip this. Even a $5,000 car can have $3,000 in hidden problems. The $150 you spend here is the best money in the entire process.",
-        "mechanic_red_flags": {
-            "good_signs": [
-                "ASE certified technicians",
-                "Will let you watch the inspection",
-                "Explains findings clearly, shows you the actual parts",
-                "Has hybrid-specific diagnostic tools",
-                "Gives you a written report",
-                "Doesn't push you to buy or not buy -- just gives facts",
-            ],
-            "red_flags": [
-                "Won't let you be present during inspection",
-                "Quotes repairs before finishing the inspection",
-                "Pressures you to buy the car (they might know the seller)",
-                "No hybrid experience or tools",
-                "Rushes through it in under 30 minutes",
-                "Only does a visual inspection (no scanner, no lift)",
-            ],
-            "key_question": 'Ask: "Do you have a hybrid battery health scanner?" If no, find a mechanic who does. This is the single most expensive component.',
-        },
-        "negotiation_tips": [
-            "Know the KBB private party value BEFORE you go (kbb.com). This is your anchor price.",
-            "Point out any issues found in the pre-purchase inspection to justify a lower offer.",
-            "Start 15-20% below asking price. Expect to meet somewhere in the middle.",
-            "Be willing to walk away. There are always more cars. The moment you fall in love with a specific car, you lose negotiating power.",
-            "Don't mention you're paying cash until the price is agreed. Cash removes the seller's uncertainty but also removes your leverage.",
-            'At a dealer: the "doc fee" is negotiable in WA. State law caps it at ~$200 but dealers routinely charge $500+. Push back.',
-            "Private party is usually $1,000-$2,000 cheaper than dealer for the same car, but no warranty.",
-            "For a 17-year-old's first car: reliable > pretty. A boring Prius with 120K miles beats a cool-looking car with problems. Every time.",
-            "Budget $500-$1,000 on top of purchase price for registration, insurance setup, and immediate maintenance.",
-        ],
-        "budget_breakdown": [
-            {
-                "item": "Car purchase",
-                "range": "$7,000-$9,000",
-                "note": "Leave room for the extras below",
-            },
-            {
-                "item": "Pre-purchase inspection",
-                "range": "$150",
-                "note": "Non-negotiable. Do this for every car you're serious about.",
-            },
-            {
-                "item": "Title transfer + registration (WA)",
-                "range": "$150-$300",
-                "note": "Depends on vehicle weight and county.",
-            },
-            {
-                "item": "Insurance (17-year-old, liability only)",
-                "range": "$150-$250/month",
-                "note": "On a used car, liability-only makes sense. Full coverage would be $300+/month.",
-            },
-            {
-                "item": "Immediate maintenance",
-                "range": "$100-$200",
-                "note": "Oil change, air filter, cabin filter, wipers. Do this day one regardless.",
-            },
-            {
-                "item": "Emergency fund",
-                "range": "$500",
-                "note": "Something will break or need attention in the first 3 months. Always does.",
-            },
-        ],
-        "budget_total": "$8,000-$10,500 total needed to be fully set up and driving",
-    }
diff --git a/pyproject.toml b/pyproject.toml
deleted file mode 100644
index d78e5f8..0000000
--- a/pyproject.toml
+++ /dev/null
@@ -1,11 +0,0 @@
-[project]
-name = "car-help"
-version = "0.1.0"
-description = "Add your description here"
-requires-python = ">=3.13"
-dependencies = [
-    "fastapi>=0.136.3",
-    "httpx>=0.28.1",
-    "playwright>=1.60.0",
-    "uvicorn>=0.48.0",
-]
diff --git a/search.py b/search.py
deleted file mode 100644
index 229352d..0000000
--- a/search.py
+++ /dev/null
@@ -1,297 +0,0 @@
-"""
-Car search crawler -- finds used cars based on dynamic parameters.
-Always runs headed on Xvfb. View live at research.ampbox.io.
-
-Usage:
-  python search.py                   # runs default hardcoded search
-  python search.py --dynamic '{...}' # runs with dynamic URLs/params from app.py
-"""
-
-import asyncio
-import json
-import re
-import sys
-from datetime import datetime, timezone
-from pathlib import Path
-
-from playwright.async_api import async_playwright
-
-RESULTS_DIR = Path("results")
-RESULTS_DIR.mkdir(exist_ok=True)
-
-
-def extract_title_from_url(url: str) -> str:
-    """Extract a readable title from a Craigslist URL slug."""
-    m = re.search(r"/d/([^/]+)/", url)
-    if m:
-        return m.group(1).replace("-", " ").title()
-    return ""
-
-
-async def search_craigslist(page, url: str) -> list[dict]:
-    """Craigslist -- simple HTML, most reliable to scrape."""
-    print(f"  Searching Craigslist: {url}")
-    await page.goto(url, wait_until="domcontentloaded", timeout=30000)
-    await page.wait_for_timeout(3000)
-
-    listings = []
-    cards = await page.query_selector_all(".cl-search-result")
-    print(f"  Found {len(cards)} result elements")
-
-    for card in cards[:50]:
-        try:
-            text = await card.inner_text()
-            lines = [
-                ln.strip()
-                for ln in text.split("\n")
-                if ln.strip() and ln.strip() != "\u2022"
-            ]
-
-            link_el = await card.query_selector(
-                "a.main, a.cl-app-anchor, a[href*='/d/']"
-            )
-            link = await link_el.get_attribute("href") if link_el else ""
-
-            title = ""
-            price = ""
-            for line in lines:
-                if line.startswith("$"):
-                    price = line
-                elif re.match(r"^\d+/\d+$", line):
-                    continue
-                elif re.match(r"^\d+k?\s*mi", line, re.I):
-                    continue
-                elif not title and len(line) > 5:
-                    title = line
-
-            if not title and link:
-                title = extract_title_from_url(link)
-
-            if not price:
-                price_el = await card.query_selector(".priceinfo")
-                if price_el:
-                    price = await price_el.inner_text()
-
-            img_el = await card.query_selector("img[src]")
-            img = await img_el.get_attribute("src") if img_el else ""
-
-            listings.append(
-                {
-                    "source": "craigslist",
-                    "title": title.strip(),
-                    "price": price.strip(),
-                    "url": link,
-                    "image": img,
-                }
-            )
-        except Exception:
-            continue
-
-    print(f"  Extracted {len(listings)} Craigslist listings")
-    return listings
-
-
-async def search_cargurus(page, url: str) -> list[dict]:
-    """CarGurus -- JS-heavy but good data."""
-    print(f"  Searching CarGurus: {url}")
-    await page.goto(url, wait_until="networkidle", timeout=60000)
-    await page.wait_for_timeout(3000)
-
-    listings = []
-    cards = await page.query_selector_all(
-        "article, [data-cg-ft='car-blade'], a[href*='/Cars/']"
-    )
-    for card in cards[:50]:
-        try:
-            text = await card.inner_text()
-            lines = [ln.strip() for ln in text.split("\n") if ln.strip()]
-
-            title = lines[0] if lines else "Unknown"
-            price = ""
-            for line in lines:
-                if "$" in line and any(c.isdigit() for c in line):
-                    price = line
-                    break
-
-            link_el = await card.query_selector("a[href*='/Cars/']")
-            if not link_el:
-                link_el = card if await card.get_attribute("href") else None
-            link = await link_el.get_attribute("href") if link_el else ""
-            if link and not link.startswith("http"):
-                link = f"https://www.cargurus.com{link}"
-
-            img_el = await card.query_selector("img[src*='cargurus']")
-            img = await img_el.get_attribute("src") if img_el else ""
-
-            listings.append(
-                {
-                    "source": "cargurus",
-                    "title": title[:100].strip(),
-                    "price": price.strip(),
-                    "url": link,
-                    "image": img,
-                }
-            )
-        except Exception:
-            continue
-
-    print(f"  Found {len(listings)} CarGurus listings")
-    return listings
-
-
-async def search_autotempest(page, url: str) -> list[dict]:
-    """AutoTempest -- meta-aggregator."""
-    print(f"  Searching AutoTempest: {url}")
-    await page.goto(url, wait_until="networkidle", timeout=60000)
-    await page.wait_for_timeout(5000)
-
-    listings = []
-    cards = await page.query_selector_all(
-        ".result-list-item, .listing, [class*='result']"
-    )
-    for card in cards[:50]:
-        try:
-            text = await card.inner_text()
-            if len(text.strip()) < 10:
-                continue
-
-            lines = [ln.strip() for ln in text.split("\n") if ln.strip()]
-            title = lines[0] if lines else "Unknown"
-            price = ""
-            for line in lines:
-                if "$" in line and any(c.isdigit() for c in line):
-                    price = line
-                    break
-
-            link_el = await card.query_selector("a[href]")
-            link = await link_el.get_attribute("href") if link_el else ""
-
-            img_el = await card.query_selector("img[src]")
-            img = await img_el.get_attribute("src") if img_el else ""
-
-            listings.append(
-                {
-                    "source": "autotempest",
-                    "title": title[:100].strip(),
-                    "price": price.strip(),
-                    "url": link,
-                    "image": img,
-                }
-            )
-        except Exception:
-            continue
-
-    print(f"  Found {len(listings)} AutoTempest listings")
-    return listings
-
-
-async def main():
-    print(f"Car Search -- {datetime.now(timezone.utc).strftime('%Y-%m-%d %H:%M UTC')}")
-
-    # Parse dynamic args if provided
-    dynamic_config = None
-    if len(sys.argv) >= 3 and sys.argv[1] == "--dynamic":
-        dynamic_config = json.loads(sys.argv[2])
-        params = dynamic_config.get("params", {})
-        search_summary = params.get("search_summary", "dynamic search")
-        print(f"Dynamic search: {search_summary}")
-    else:
-        print("Default search: Used hybrids under $10K within 50mi of 98077")
-
-    print("=" * 70)
-
-    all_listings: list[dict] = []
-
-    async with async_playwright() as p:
-        browser = await p.chromium.launch(headless=False)
-        context = await browser.new_context(
-            user_agent=(
-                "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 "
-                "(KHTML, like Gecko) Chrome/148.0.0.0 Safari/537.36"
-            ),
-            viewport={"width": 1280, "height": 720},
-        )
-        page = await context.new_page()
-
-        if dynamic_config:
-            # Dynamic search with provided URLs
-            searches = [
-                (search_craigslist, dynamic_config.get("craigslist_url", "")),
-                (search_cargurus, dynamic_config.get("cargurus_url", "")),
-                (search_autotempest, dynamic_config.get("autotempest_url", "")),
-            ]
-            for search_fn, url in searches:
-                if url:
-                    try:
-                        results = await search_fn(page, url)
-                        all_listings.extend(results)
-                    except Exception as e:
-                        print(f"  ERROR in {search_fn.__name__}: {e}")
-        else:
-            # Default hardcoded search
-            default_urls = {
-                "craigslist": (
-                    "https://seattle.craigslist.org/search/cta"
-                    "?auto_fuel_type=4&max_price=10000&postal=98077"
-                    "&search_distance=50&sort=date"
-                ),
-                "cargurus": (
-                    "https://www.cargurus.com/Cars/inventorylisting/"
-                    "viewDetailsFilterViewInventoryListing.action"
-                    "?zip=98077&maxPrice=10000&fuelTypes=HYBRID"
-                    "&distance=50&sortDir=ASC&sortType=PRICE"
-                ),
-                "autotempest": (
-                    "https://www.autotempest.com/results"
-                    "?zip=98077&maxprice=10000&fuel=hybrid&radius=50"
-                ),
-            }
-            for name, url in default_urls.items():
-                search_fn = {
-                    "craigslist": search_craigslist,
-                    "cargurus": search_cargurus,
-                    "autotempest": search_autotempest,
-                }[name]
-                try:
-                    results = await search_fn(page, url)
-                    all_listings.extend(results)
-                except Exception as e:
-                    print(f"  ERROR in {name}: {e}")
-
-        await browser.close()
-
-    # Save results
-    timestamp = datetime.now(timezone.utc).strftime("%Y%m%d_%H%M")
-    search_params = (
-        dynamic_config.get("params", {})
-        if dynamic_config
-        else {"zip": "98077", "max_price": 10000, "fuel": "hybrid", "radius_miles": 50}
-    )
-    output_file = RESULTS_DIR / f"search_{timestamp}.json"
-    with open(output_file, "w") as f:
-        json.dump(
-            {
-                "search_date": datetime.now(timezone.utc).isoformat(),
-                "params": search_params,
-                "total_listings": len(all_listings),
-                "listings": all_listings,
-            },
-            f,
-            indent=2,
-        )
-
-    print("=" * 70)
-    print(f"Total: {len(all_listings)} listings found")
-    print(f"Saved to: {output_file}")
-
-    for listing in all_listings[:10]:
-        print(
-            f"  [{listing['source']}] {listing['price']:>8s}  {listing['title'][:60]}"
-        )
-
-    if len(all_listings) > 10:
-        print(f"  ... and {len(all_listings) - 10} more")
-
-
-if __name__ == "__main__":
-    asyncio.run(main())
diff --git a/sites.yaml b/sites.yaml
deleted file mode 100644
index bfc9cae..0000000
--- a/sites.yaml
+++ /dev/null
@@ -1,95 +0,0 @@
-# Car search sites for used hybrids under $10K near Woodinville WA (98077)
-
-search:
-  zip: "98077"
-  radius_miles: 50
-  max_price: 10000
-  fuel_type: hybrid
-  target_models:
-    - Toyota Prius (2009-2015, 3rd gen) -- most reliable, huge supply, 50+ mpg
-    - Toyota Camry Hybrid (2007-2015) -- comfortable, very reliable
-    - Honda Civic Hybrid (2009-2014) -- decent, avoid pre-2009 (battery issues)
-    - Honda Insight (2009-2014) -- compact, reliable, good mpg
-    - Hyundai Ioniq (2017+) -- newer, good value if in budget
-    - Toyota Highlander Hybrid (2006-2015) -- more space, lower mpg
-  avoid:
-    - Honda Civic Hybrid pre-2009 (battery pack failures)
-    - Nissan Altima Hybrid (poor hybrid system reliability)
-
-aggregators:
-  - name: CarGurus
-    url: https://www.cargurus.com/Cars/inventorylisting/viewDetailsFilterViewInventoryListing.action
-    search_params: "zip=98077&maxPrice=10000&fuelTypes=HYBRID&distance=50"
-    notes: Best for price analysis (deals rated good/great/fair). JS-heavy, needs Playwright.
-
-  - name: Cars.com
-    url: https://www.cars.com/shopping/results/
-    search_params: "fuel_slugs[]=hybrid&maximum_price=10000&zip=98077&maximum_distance=50"
-    notes: Large inventory. JS-heavy.
-
-  - name: Autotrader
-    url: https://www.autotrader.com/cars-for-sale/all-cars
-    search_params: "zip=98077&maxPrice=10000&fuelTypeGroup=HYB&searchRadius=50"
-    notes: Good filters. Heavy JS, aggressive bot detection.
-
-  - name: Edmunds
-    url: https://www.edmunds.com/inventory/srp.html
-    search_params: "inventorytype=used&zip=98077&price=0-10000&fuel=hybrid&radius=50"
-    notes: Good reviews integration. JS-heavy.
-
-  - name: KBB
-    url: https://www.kbb.com/cars-for-sale/all/
-    search_params: "zip=98077&maxPrice=10000&fuelType=Hybrid&distance=50"
-    notes: Good for fair price estimates.
-
-  - name: TrueCar
-    url: https://www.truecar.com/used-cars-for-sale/listings/
-    search_params: "location=98077&price_high=10000&fuel_type=Hybrid&search_radius=50"
-    notes: Shows what others paid. JS-heavy.
-
-  - name: AutoTempest
-    url: https://www.autotempest.com/results
-    search_params: "zip=98077&maxprice=10000&fuel=hybrid&radius=50"
-    notes: Meta-aggregator -- searches all sites at once. Good starting point.
-
-dealers:
-  - name: CarMax
-    url: https://www.carmax.com/cars/hybrid
-    locations: [Renton WA, Lynnwood WA]
-    notes: No-haggle pricing. Good return policy.
-
-  - name: Carvana
-    url: https://www.carvana.com/cars
-    notes: Online-only, delivery to home. 7-day return policy.
-
-  - name: 405 Motors
-    url: https://www.405motors.com/
-    location: Woodinville WA 98072
-    notes: Local dealer, hybrid/budget focused. Very close to home.
-
-marketplace:
-  - name: Facebook Marketplace
-    url: https://www.facebook.com/marketplace/seattle/vehicles
-    notes: Large private party selection. Requires FB login.
-
-  - name: Craigslist Seattle
-    url: https://seattle.craigslist.org/search/cta
-    search_params: "auto_fuel_type=4&max_price=10000&postal=98077&search_distance=50"
-    notes: Good for private party deals. Simple HTML, easiest to scrape.
-
-  - name: OfferUp
-    url: https://offerup.com/explore/sck/wa/seattle/cars-trucks
-    notes: Mobile-first marketplace.
-
-auctions:
-  - name: Copart (North Seattle)
-    url: https://www.copart.com/locations/north-seattle-wa-48
-    notes: Salvage + run-and-drive. Free buyer account. Risk of hidden damage.
-
-  - name: IAAI (Seattle)
-    url: https://www.iaai.com/Locations/327
-    notes: Insurance auctions open to public.
-
-  - name: GovDeals
-    url: https://www.govdeals.com/
-    notes: Government surplus vehicles. Occasional gems.
diff --git a/static/index.html b/static/index.html
deleted file mode 100644
index 36fdc23..0000000
--- a/static/index.html
+++ /dev/null
@@ -1,784 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-<meta charset="UTF-8">
-<meta name="viewport" content="width=device-width, initial-scale=1.0">
-<title>car-help | AI Car Finder</title>
-<style>
-  :root {
-    --bg: #0d1117;
-    --panel: #161b22;
-    --border: #30363d;
-    --text: #e6edf3;
-    --text-dim: #8b949e;
-    --accent: #58a6ff;
-    --green: #3fb950;
-    --yellow: #d29922;
-    --red: #f85149;
-    --orange: #db6d28;
-    --card-bg: #1c2128;
-    --hover: #1f2937;
-    --pill-bg: #21262d;
-    --pill-active: #1f6feb;
-  }
-
-  * { margin: 0; padding: 0; box-sizing: border-box; }
-
-  body {
-    font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif;
-    background: var(--bg);
-    color: var(--text);
-    height: 100vh;
-    overflow: hidden;
-  }
-
-  .layout {
-    display: flex;
-    height: 100vh;
-  }
-
-  /* Left panel -- browser view */
-  .browser-panel {
-    width: 55%;
-    border-right: 1px solid var(--border);
-    display: flex;
-    flex-direction: column;
-  }
-
-  .browser-header {
-    padding: 8px 16px;
-    background: var(--panel);
-    border-bottom: 1px solid var(--border);
-    display: flex;
-    align-items: center;
-    gap: 10px;
-    font-size: 13px;
-    color: var(--text-dim);
-  }
-
-  .browser-header .dot {
-    width: 10px; height: 10px; border-radius: 50%;
-  }
-  .dot.green { background: var(--green); }
-  .dot.yellow { background: var(--yellow); }
-  .dot.red { background: var(--red); }
-
-  .browser-header span { margin-left: 8px; font-weight: 500; }
-
-  .browser-frame { flex: 1; }
-
-  .browser-frame iframe {
-    width: 100%;
-    height: 100%;
-    border: none;
-  }
-
-  /* Right panel -- app */
-  .app-panel {
-    width: 45%;
-    display: flex;
-    flex-direction: column;
-    background: var(--bg);
-    overflow: hidden;
-  }
-
-  .app-header {
-    padding: 14px 20px 10px;
-    background: var(--panel);
-    border-bottom: 1px solid var(--border);
-  }
-
-  .app-header h1 {
-    font-size: 18px;
-    font-weight: 600;
-    color: var(--text);
-  }
-
-  .app-header .subtitle {
-    font-size: 12px;
-    color: var(--text-dim);
-    margin-top: 2px;
-  }
-
-  /* Search box area */
-  .search-area {
-    padding: 16px 20px;
-    background: var(--panel);
-    border-bottom: 1px solid var(--border);
-  }
-
-  .search-input-row {
-    display: flex;
-    gap: 10px;
-    margin-bottom: 12px;
-  }
-
-  .search-input {
-    flex: 1;
-    padding: 10px 14px;
-    border: 1px solid var(--border);
-    border-radius: 8px;
-    background: var(--bg);
-    color: var(--text);
-    font-size: 14px;
-    outline: none;
-    transition: border-color 0.15s;
-  }
-
-  .search-input:focus {
-    border-color: var(--accent);
-  }
-
-  .search-input::placeholder {
-    color: var(--text-dim);
-  }
-
-  .btn {
-    padding: 10px 24px;
-    border: none;
-    border-radius: 8px;
-    font-size: 14px;
-    font-weight: 600;
-    cursor: pointer;
-    transition: all 0.15s;
-    white-space: nowrap;
-  }
-
-  .btn-search {
-    background: #238636;
-    color: #fff;
-  }
-  .btn-search:hover { background: #2ea043; }
-  .btn-search:disabled {
-    opacity: 0.5;
-    cursor: not-allowed;
-  }
-
-  /* Filter pills */
-  .filter-row {
-    display: flex;
-    flex-wrap: wrap;
-    gap: 6px;
-  }
-
-  .pill {
-    padding: 5px 12px;
-    border-radius: 20px;
-    font-size: 12px;
-    font-weight: 500;
-    cursor: pointer;
-    user-select: none;
-    border: 1px solid var(--border);
-    background: var(--pill-bg);
-    color: var(--text-dim);
-    transition: all 0.15s;
-  }
-
-  .pill:hover {
-    border-color: var(--accent);
-    color: var(--text);
-  }
-
-  .pill.active {
-    background: var(--pill-active);
-    border-color: var(--pill-active);
-    color: #fff;
-  }
-
-  /* Scrollable content area */
-  .content-area {
-    flex: 1;
-    overflow-y: auto;
-    padding: 0;
-  }
-
-  /* Status bar */
-  .status-bar {
-    padding: 10px 20px;
-    font-size: 12px;
-    color: var(--text-dim);
-    background: var(--bg);
-    border-bottom: 1px solid var(--border);
-    min-height: 36px;
-    display: flex;
-    align-items: center;
-    gap: 8px;
-  }
-
-  .spinner {
-    display: inline-block;
-    width: 14px;
-    height: 14px;
-    border: 2px solid var(--border);
-    border-top-color: var(--accent);
-    border-radius: 50%;
-    animation: spin 0.8s linear infinite;
-  }
-
-  @keyframes spin {
-    to { transform: rotate(360deg); }
-  }
-
-  /* Results section */
-  .results-section {
-    padding: 16px 20px;
-  }
-
-  .section-title {
-    font-size: 13px;
-    font-weight: 600;
-    color: var(--text-dim);
-    text-transform: uppercase;
-    letter-spacing: 0.5px;
-    margin-bottom: 12px;
-  }
-
-  /* Listing cards */
-  .listing-card {
-    background: var(--card-bg);
-    border: 1px solid var(--border);
-    border-radius: 10px;
-    margin-bottom: 10px;
-    transition: border-color 0.15s;
-    overflow: hidden;
-  }
-
-  .listing-card:hover { border-color: var(--accent); }
-
-  .card-body {
-    display: flex;
-    gap: 12px;
-    padding: 12px 14px;
-  }
-
-  .card-img {
-    width: 80px;
-    height: 60px;
-    border-radius: 6px;
-    object-fit: cover;
-    background: var(--pill-bg);
-    flex-shrink: 0;
-  }
-
-  .card-img-placeholder {
-    width: 80px;
-    height: 60px;
-    border-radius: 6px;
-    background: var(--pill-bg);
-    flex-shrink: 0;
-    display: flex;
-    align-items: center;
-    justify-content: center;
-    font-size: 24px;
-    color: var(--border);
-  }
-
-  .card-info {
-    flex: 1;
-    min-width: 0;
-  }
-
-  .card-title {
-    font-size: 13px;
-    font-weight: 500;
-    line-height: 1.3;
-    margin-bottom: 4px;
-  }
-
-  .card-title a {
-    color: var(--accent);
-    text-decoration: none;
-  }
-  .card-title a:hover { text-decoration: underline; }
-
-  .card-meta {
-    display: flex;
-    align-items: center;
-    gap: 8px;
-    flex-wrap: wrap;
-  }
-
-  .card-price {
-    font-size: 14px;
-    font-weight: 700;
-    color: var(--green);
-  }
-
-  .score-badge {
-    display: inline-block;
-    padding: 1px 8px;
-    border-radius: 10px;
-    font-size: 11px;
-    font-weight: 600;
-    color: #fff;
-  }
-  .score-high { background: #238636; }
-  .score-mid { background: #9e6a03; }
-  .score-low { background: #da3633; }
-
-  .source-badge {
-    display: inline-block;
-    padding: 1px 8px;
-    border-radius: 10px;
-    font-size: 11px;
-    font-weight: 500;
-    background: var(--pill-bg);
-    border: 1px solid var(--border);
-    color: var(--text-dim);
-  }
-
-  /* Guide section */
-  .guide-section {
-    padding: 16px 20px;
-    border-top: 1px solid var(--border);
-  }
-
-  .guide-accordion {
-    margin-bottom: 8px;
-  }
-
-  .guide-accordion-header {
-    display: flex;
-    align-items: center;
-    justify-content: space-between;
-    padding: 12px 14px;
-    background: var(--card-bg);
-    border: 1px solid var(--border);
-    border-radius: 8px;
-    cursor: pointer;
-    user-select: none;
-    transition: border-color 0.15s;
-  }
-
-  .guide-accordion-header:hover {
-    border-color: var(--accent);
-  }
-
-  .guide-accordion-header h3 {
-    font-size: 14px;
-    font-weight: 600;
-    color: var(--accent);
-  }
-
-  .guide-accordion-header .arrow {
-    font-size: 12px;
-    color: var(--text-dim);
-    transition: transform 0.2s;
-  }
-
-  .guide-accordion.open .arrow {
-    transform: rotate(180deg);
-  }
-
-  .guide-accordion-body {
-    display: none;
-    padding: 14px;
-    background: var(--card-bg);
-    border: 1px solid var(--border);
-    border-top: none;
-    border-radius: 0 0 8px 8px;
-    font-size: 13px;
-    line-height: 1.7;
-    color: var(--text-dim);
-  }
-
-  .guide-accordion.open .guide-accordion-header {
-    border-radius: 8px 8px 0 0;
-    border-color: var(--accent);
-  }
-
-  .guide-accordion.open .guide-accordion-body {
-    display: block;
-  }
-
-  .guide-accordion-body h1,
-  .guide-accordion-body h2,
-  .guide-accordion-body h3,
-  .guide-accordion-body h4 {
-    color: var(--text);
-    margin: 12px 0 6px;
-  }
-  .guide-accordion-body h1 { font-size: 16px; }
-  .guide-accordion-body h2 { font-size: 15px; }
-  .guide-accordion-body h3 { font-size: 14px; }
-  .guide-accordion-body h4 { font-size: 13px; }
-
-  .guide-accordion-body p {
-    margin: 6px 0;
-  }
-
-  .guide-accordion-body ul, .guide-accordion-body ol {
-    margin: 6px 0 6px 20px;
-  }
-
-  .guide-accordion-body li {
-    margin: 3px 0;
-  }
-
-  .guide-accordion-body strong {
-    color: var(--text);
-  }
-
-  .guide-accordion-body code {
-    background: var(--bg);
-    padding: 1px 5px;
-    border-radius: 3px;
-    font-size: 12px;
-  }
-
-  /* Empty state */
-  .empty-state {
-    text-align: center;
-    padding: 60px 20px;
-    color: var(--text-dim);
-  }
-
-  .empty-state .icon { font-size: 48px; margin-bottom: 12px; opacity: 0.5; }
-  .empty-state p { font-size: 14px; line-height: 1.6; }
-  .empty-state .hint { font-size: 12px; margin-top: 8px; color: var(--text-dim); }
-
-  /* Error state */
-  .error-box {
-    padding: 14px;
-    background: #2d1b1b;
-    border: 1px solid #5c2020;
-    border-radius: 8px;
-    color: var(--red);
-    font-size: 13px;
-    margin: 16px 20px;
-  }
-
-  /* Scrollbar */
-  ::-webkit-scrollbar { width: 8px; }
-  ::-webkit-scrollbar-track { background: var(--bg); }
-  ::-webkit-scrollbar-thumb { background: var(--border); border-radius: 4px; }
-  ::-webkit-scrollbar-thumb:hover { background: var(--text-dim); }
-</style>
-</head>
-<body>
-
-<div class="layout">
-  <!-- Left: Browser view -->
-  <div class="browser-panel">
-    <div class="browser-header">
-      <div class="dot red"></div>
-      <div class="dot yellow"></div>
-      <div class="dot green"></div>
-      <span>Live Browser</span>
-    </div>
-    <div class="browser-frame">
-      <iframe id="vnc-frame" src="about:blank" allow="clipboard-read; clipboard-write"></iframe>
-    </div>
-  </div>
-
-  <!-- Right: App panel -->
-  <div class="app-panel">
-    <div class="app-header">
-      <h1>car-help</h1>
-      <div class="subtitle">AI-powered car search -- Woodinville WA</div>
-    </div>
-
-    <!-- Search area -->
-    <div class="search-area">
-      <div class="search-input-row">
-        <input type="text" class="search-input" id="search-query"
-               placeholder="What are you looking for?"
-               onkeydown="if(event.key==='Enter') runSearch()">
-        <button class="btn btn-search" id="btn-search" onclick="runSearch()">Search</button>
-      </div>
-      <div class="filter-row" id="filter-row">
-        <!-- Filters rendered by JS -->
-      </div>
-    </div>
-
-    <!-- Status bar -->
-    <div class="status-bar" id="status-bar">
-      Type what you want and hit Search
-    </div>
-
-    <!-- Scrollable content -->
-    <div class="content-area" id="content-area">
-      <div class="empty-state" id="empty-state">
-        <div class="icon">&#128663;</div>
-        <p>Describe the car you want and I'll find it.</p>
-        <div class="hint">Try: "reliable hybrid under 8K for a teen" or "Toyota Prius 2012-2015 low miles"</div>
-      </div>
-      <div id="results-container" style="display:none"></div>
-      <div id="guide-container" style="display:none"></div>
-    </div>
-  </div>
-</div>
-
-<script>
-// --- Filter definitions ---
-const FILTERS = [
-  { id: "hybrid", label: "Hybrid", default: true },
-  { id: "electric", label: "Electric", default: false },
-  { id: "under_8k", label: "Under $8K", default: false },
-  { id: "under_10k", label: "Under $10K", default: true },
-  { id: "toyota_honda", label: "Toyota/Honda only", default: false },
-  { id: "low_miles", label: "Low miles (<100K)", default: false },
-  { id: "within_25mi", label: "Within 25mi", default: false },
-  { id: "within_50mi", label: "Within 50mi", default: true },
-  { id: "private_party", label: "Private party only", default: false },
-  { id: "dealer_only", label: "Dealer only", default: false },
-];
-
-let activeFilters = new Set(FILTERS.filter(f => f.default).map(f => f.id));
-
-function renderFilters() {
-  const row = document.getElementById('filter-row');
-  row.innerHTML = FILTERS.map(f => {
-    const active = activeFilters.has(f.id) ? 'active' : '';
-    return `<div class="pill ${active}" data-filter="${f.id}" onclick="toggleFilter('${f.id}', this)">${f.label}</div>`;
-  }).join('');
-}
-
-function toggleFilter(id, el) {
-  // Handle mutual exclusions
-  if (id === 'under_8k' && !activeFilters.has(id)) activeFilters.delete('under_10k');
-  if (id === 'under_10k' && !activeFilters.has(id)) activeFilters.delete('under_8k');
-  if (id === 'within_25mi' && !activeFilters.has(id)) activeFilters.delete('within_50mi');
-  if (id === 'within_50mi' && !activeFilters.has(id)) activeFilters.delete('within_25mi');
-  if (id === 'private_party' && !activeFilters.has(id)) activeFilters.delete('dealer_only');
-  if (id === 'dealer_only' && !activeFilters.has(id)) activeFilters.delete('private_party');
-  if (id === 'hybrid' && !activeFilters.has(id)) activeFilters.delete('electric');
-  if (id === 'electric' && !activeFilters.has(id)) activeFilters.delete('hybrid');
-
-  if (activeFilters.has(id)) {
-    activeFilters.delete(id);
-  } else {
-    activeFilters.add(id);
-  }
-  renderFilters();
-}
-
-// --- Search ---
-let searching = false;
-
-async function runSearch() {
-  if (searching) return;
-  const query = document.getElementById('search-query').value.trim();
-  if (!query) {
-    setStatus('Please enter what you\'re looking for');
-    return;
-  }
-
-  searching = true;
-  const btn = document.getElementById('btn-search');
-  btn.disabled = true;
-  btn.textContent = 'Searching...';
-
-  // Hide empty state, show containers
-  document.getElementById('empty-state').style.display = 'none';
-  document.getElementById('results-container').style.display = 'none';
-  document.getElementById('guide-container').style.display = 'none';
-
-  setStatus('<span class="spinner"></span> Researching... parsing your query, searching sites, ranking results. Watch the browser on the left.', true);
-
-  try {
-    const resp = await fetch('/api/search', {
-      method: 'POST',
-      headers: { 'Content-Type': 'application/json' },
-      body: JSON.stringify({
-        query: query,
-        filters: Array.from(activeFilters),
-      }),
-    });
-
-    const data = await resp.json();
-
-    if (data.error) {
-      setStatus('Error: ' + data.error);
-      document.getElementById('results-container').innerHTML =
-        `<div class="error-box">${escHtml(data.error)}</div>`;
-      document.getElementById('results-container').style.display = 'block';
-    } else {
-      const total = data.total || 0;
-      const summary = data.search_summary || query;
-      setStatus(`Found ${total} listings for "${summary}"`);
-      renderResults(data.listings || []);
-      renderGuide(data.guide || {});
-    }
-  } catch (e) {
-    setStatus('Search failed: ' + e.message);
-    document.getElementById('results-container').innerHTML =
-      `<div class="error-box">${escHtml(e.message)}</div>`;
-    document.getElementById('results-container').style.display = 'block';
-  }
-
-  searching = false;
-  btn.disabled = false;
-  btn.textContent = 'Search';
-}
-
-function setStatus(html, raw) {
-  const bar = document.getElementById('status-bar');
-  if (raw) {
-    bar.innerHTML = html;
-  } else {
-    bar.textContent = html;
-  }
-}
-
-// --- Render results ---
-function renderResults(listings) {
-  const container = document.getElementById('results-container');
-  if (!listings.length) {
-    container.innerHTML = `
-      <div class="results-section">
-        <div class="section-title">Results</div>
-        <div class="empty-state" style="padding:30px">
-          <p>No listings found. Try broadening your search.</p>
-        </div>
-      </div>`;
-    container.style.display = 'block';
-    return;
-  }
-
-  let html = `<div class="results-section">
-    <div class="section-title">Results (${listings.length})</div>`;
-
-  for (const l of listings) {
-    const score = l.score != null ? l.score : null;
-    let scoreBadge = '';
-    if (score !== null) {
-      const cls = score >= 70 ? 'score-high' : score >= 50 ? 'score-mid' : 'score-low';
-      scoreBadge = `<span class="score-badge ${cls}">${score}</span>`;
-    }
-
-    const title = l.title || 'Unknown listing';
-    const price = l.price || '';
-    const link = l.url
-      ? `<a href="${escHtml(l.url)}" target="_blank">${escHtml(title)}</a>`
-      : escHtml(title);
-
-    const imgHtml = l.image
-      ? `<img class="card-img" src="${escHtml(l.image)}" alt="" onerror="this.outerHTML='<div class=\\'card-img-placeholder\\'>&#128663;</div>'">`
-      : `<div class="card-img-placeholder">&#128663;</div>`;
-
-    html += `
-      <div class="listing-card">
-        <div class="card-body">
-          ${imgHtml}
-          <div class="card-info">
-            <div class="card-title">${link}</div>
-            <div class="card-meta">
-              ${price ? `<span class="card-price">${escHtml(price)}</span>` : ''}
-              <span class="source-badge">${escHtml(l.source || '?')}</span>
-              ${scoreBadge}
-            </div>
-          </div>
-        </div>
-      </div>`;
-  }
-
-  html += '</div>';
-  container.innerHTML = html;
-  container.style.display = 'block';
-}
-
-// --- Render guide ---
-function renderGuide(guide) {
-  const container = document.getElementById('guide-container');
-  if (!guide || Object.keys(guide).length === 0) {
-    container.style.display = 'none';
-    return;
-  }
-
-  const sections = [
-    { key: 'top_picks', title: 'Top Picks', defaultOpen: true },
-    { key: 'checklist', title: 'What to Check', defaultOpen: false },
-    { key: 'mechanics', title: 'Nearby Mechanics', defaultOpen: false },
-    { key: 'negotiation', title: 'Negotiation Tips', defaultOpen: false },
-    { key: 'budget', title: 'Budget Breakdown', defaultOpen: false },
-  ];
-
-  let html = `<div class="guide-section">
-    <div class="section-title">Your Custom Buying Guide</div>`;
-
-  for (const sec of sections) {
-    const content = guide[sec.key];
-    if (!content) continue;
-    const openClass = sec.defaultOpen ? 'open' : '';
-    html += `
-      <div class="guide-accordion ${openClass}">
-        <div class="guide-accordion-header" onclick="this.parentElement.classList.toggle('open')">
-          <h3>${sec.title}</h3>
-          <span class="arrow">&#9660;</span>
-        </div>
-        <div class="guide-accordion-body">
-          ${renderMarkdown(content)}
-        </div>
-      </div>`;
-  }
-
-  html += '</div>';
-  container.innerHTML = html;
-  container.style.display = 'block';
-}
-
-// --- Simple markdown renderer ---
-function renderMarkdown(text) {
-  if (!text) return '';
-  let html = escHtml(text);
-
-  // Bold
-  html = html.replace(/\*\*(.+?)\*\*/g, '<strong>$1</strong>');
-  // Italic
-  html = html.replace(/\*(.+?)\*/g, '<em>$1</em>');
-  // Inline code
-  html = html.replace(/`([^`]+)`/g, '<code>$1</code>');
-
-  // Headers (process before line breaks)
-  html = html.replace(/^#### (.+)$/gm, '<h4>$1</h4>');
-  html = html.replace(/^### (.+)$/gm, '<h3>$1</h3>');
-  html = html.replace(/^## (.+)$/gm, '<h2>$1</h2>');
-  html = html.replace(/^# (.+)$/gm, '<h1>$1</h1>');
-
-  // Unordered lists
-  html = html.replace(/^[-*] (.+)$/gm, '<li>$1</li>');
-  // Wrap consecutive <li> in <ul>
-  html = html.replace(/((?:<li>.*<\/li>\n?)+)/g, '<ul>$1</ul>');
-
-  // Numbered lists
-  html = html.replace(/^\d+\. (.+)$/gm, '<li>$1</li>');
-
-  // Paragraphs: double newlines
-  html = html.replace(/\n\n/g, '</p><p>');
-  // Single newlines that aren't inside tags
-  html = html.replace(/\n/g, '<br>');
-
-  // Wrap in paragraph if not starting with a tag
-  if (!html.startsWith('<')) {
-    html = '<p>' + html + '</p>';
-  }
-
-  return html;
-}
-
-// --- Util ---
-function escHtml(s) {
-  if (!s) return '';
-  const div = document.createElement('div');
-  div.textContent = String(s);
-  return div.innerHTML;
-}
-
-// --- Init ---
-renderFilters();
-
-// noVNC iframe setup
-(function() {
-  const vncFrame = document.getElementById('vnc-frame');
-  const host = window.location.hostname;
-  const proto = window.location.protocol;
-  if (host.endsWith('.ampbox.io')) {
-    vncFrame.src = proto + '//vnc.ampbox.io/vnc.html?autoconnect=true&resize=scale&reconnect=true&reconnect_delay=1000';
-  } else {
-    vncFrame.src = proto + '//' + host + ':6080/vnc.html?autoconnect=true&resize=scale&reconnect=true&reconnect_delay=1000';
-  }
-})();
-</script>
-</body>
-</html>
diff --git a/tests/test_structure.sh b/tests/test_structure.sh
new file mode 100755
index 0000000..87b65a7
--- /dev/null
+++ b/tests/test_structure.sh
@@ -0,0 +1,85 @@
+#!/bin/bash
+# test_structure.sh - Verify expected repo state after task-1-clean-old-files
+# RED: Run before changes (should fail)
+# GREEN: Run after changes (should pass)
+
+REPO=/home/ken/workspace/research-workbench
+PASS=0
+FAIL=0
+
+check_absent() {
+    if [ ! -e "$REPO/$1" ]; then
+        echo "PASS: '$1' is absent"
+        ((PASS++))
+    else
+        echo "FAIL: '$1' should be absent but exists"
+        ((FAIL++))
+    fi
+}
+
+check_dir() {
+    if [ -d "$REPO/$1" ]; then
+        echo "PASS: directory '$1' exists"
+        ((PASS++))
+    else
+        echo "FAIL: directory '$1' should exist but is missing"
+        ((FAIL++))
+    fi
+}
+
+check_gitignore_line() {
+    if grep -qF "$1" "$REPO/.gitignore"; then
+        echo "PASS: .gitignore contains '$1'"
+        ((PASS++))
+    else
+        echo "FAIL: .gitignore is missing '$1'"
+        ((FAIL++))
+    fi
+}
+
+echo "=== Checking old car-help files are removed ==="
+check_absent "search.py"
+check_absent "guide.py"
+check_absent "sites.yaml"
+check_absent "app.py"
+check_absent "static"
+check_absent "results"
+check_absent "Dockerfile"
+check_absent "entrypoint.sh"
+check_absent "pyproject.toml"
+check_absent "uv.lock"
+
+echo ""
+echo "=== Checking new directories exist ==="
+check_dir "backend"
+check_dir "tests"
+check_dir "bundle/behaviors"
+check_dir "bundle/agents"
+check_dir "bundle/context"
+check_dir "frontend/src"
+check_dir "artifacts"
+check_dir "docs/plans"
+
+echo ""
+echo "=== Checking .gitignore contents ==="
+# Python
+check_gitignore_line ".venv/"
+check_gitignore_line "__pycache__/"
+check_gitignore_line "*.pyc"
+check_gitignore_line "*.egg-info/"
+# Node/Frontend
+check_gitignore_line "frontend/node_modules/"
+check_gitignore_line "frontend/dist/"
+# Runtime
+check_gitignore_line "artifacts/"
+# IDE
+check_gitignore_line ".idea/"
+check_gitignore_line ".vscode/"
+check_gitignore_line "*.swp"
+
+echo ""
+echo "=============================="
+echo "Results: $PASS passed, $FAIL failed"
+echo "=============================="
+
+[ $FAIL -eq 0 ] && exit 0 || exit 1
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deleted file mode 100644
index 22980c1..0000000
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