Added conversation history

2025-10-23 22:28:41 -04:00
73 changed files with 1898 additions and 9023 deletions
--- a/services/raggr/.dockerignore
+++ b/services/raggr/.dockerignore
--- a/.env.example
+++ b/.env.example
@@ -1,44 +0,0 @@
-# Database Configuration
-# PostgreSQL is recommended (required for OIDC features)
-DATABASE_URL=postgres://raggr:changeme@postgres:5432/raggr
-
-# PostgreSQL credentials (if using docker-compose postgres service)
-POSTGRES_USER=raggr
-POSTGRES_PASSWORD=changeme
-POSTGRES_DB=raggr
-
-# JWT Configuration
-JWT_SECRET_KEY=your-secret-key-here
-
-# Paperless Configuration
-PAPERLESS_TOKEN=your-paperless-token
-BASE_URL=192.168.1.5:8000
-
-# Ollama Configuration
-OLLAMA_URL=http://192.168.1.14:11434
-OLLAMA_HOST=http://192.168.1.14:11434
-
-# ChromaDB Configuration
-CHROMADB_PATH=/path/to/chromadb
-
-# OpenAI Configuration
-OPENAI_API_KEY=your-openai-api-key
-
-# Immich Configuration
-IMMICH_URL=http://192.168.1.5:2283
-IMMICH_API_KEY=your-immich-api-key
-SEARCH_QUERY=simba cat
-DOWNLOAD_DIR=./simba_photos
-
-# OIDC Configuration (Authelia)
-OIDC_ISSUER=https://auth.example.com
-OIDC_CLIENT_ID=simbarag
-OIDC_CLIENT_SECRET=your-client-secret-here
-OIDC_REDIRECT_URI=http://localhost:8080/
-OIDC_USE_DISCOVERY=true
-
-# Optional: Manual OIDC endpoints (if discovery is disabled)
-# OIDC_AUTHORIZATION_ENDPOINT=https://auth.example.com/api/oidc/authorization
-# OIDC_TOKEN_ENDPOINT=https://auth.example.com/api/oidc/token
-# OIDC_USERINFO_ENDPOINT=https://auth.example.com/api/oidc/userinfo
-# OIDC_JWKS_URI=https://auth.example.com/api/oidc/jwks
--- a/.gitignore
+++ b/.gitignore
@@ -9,10 +9,5 @@ wheels/
 # Virtual environments
 .venv

-# Environment files
-.env

-# Database files
-chromadb/
-database/
-*.db
+.env
--- a/services/raggr/.python-version
+++ b/services/raggr/.python-version
--- a/DEV-README.md
+++ b/DEV-README.md
@@ -1,110 +0,0 @@
-# Development Environment Setup
-
-This guide explains how to run the application in development mode with hot reload enabled.
-
-## Quick Start
-
-### Development Mode (Hot Reload)
-
-```bash
-# Start all services in development mode
-docker-compose -f docker-compose.dev.yml up --build
-
-# Or run in detached mode
-docker-compose -f docker-compose.dev.yml up -d --build
-```
-
-### Production Mode
-
-```bash
-# Start production services
-docker-compose up --build
-```
-
-## What's Different in Dev Mode?
-
-### Backend (Quart/Flask)
- **Hot Reload**: Python code changes are automatically detected and the server restarts
- **Source Mounted**: Your local `services/raggr` directory is mounted as a volume
- **Debug Mode**: Flask runs with `debug=True` for better error messages
- **Environment**: `FLASK_ENV=development` and `PYTHONUNBUFFERED=1` for immediate log output
-
-### Frontend (React + rsbuild)
- **Auto Rebuild**: Frontend automatically rebuilds when files change
- **Watch Mode**: rsbuild runs in watch mode, rebuilding to `dist/` on save
- **Source Mounted**: Your local `services/raggr/raggr-frontend` directory is mounted as a volume
- **Served by Backend**: Built files are served by the backend, no separate dev server
-
-## Ports
-
- **Application**: 8080 (accessible at `http://localhost:8080` or `http://YOUR_IP:8080`)
-
-The backend serves both the API and the auto-rebuilt frontend, making it accessible from other machines on your network.
-
-## Useful Commands
-
-```bash
-# View logs
-docker-compose -f docker-compose.dev.yml logs -f
-
-# View logs for specific service
-docker-compose -f docker-compose.dev.yml logs -f raggr-backend
-docker-compose -f docker-compose.dev.yml logs -f raggr-frontend
-
-# Rebuild after dependency changes
-docker-compose -f docker-compose.dev.yml up --build
-
-# Stop all services
-docker-compose -f docker-compose.dev.yml down
-
-# Stop and remove volumes (fresh start)
-docker-compose -f docker-compose.dev.yml down -v
-```
-
-## Making Changes
-
-### Backend Changes
-1. Edit any Python file in `services/raggr/`
-2. Save the file
-3. The Quart server will automatically restart
-4. Check logs to confirm reload
-
-### Frontend Changes
-1. Edit any file in `services/raggr/raggr-frontend/src/`
-2. Save the file
-3. The browser will automatically refresh (Hot Module Replacement)
-4. No need to rebuild
-
-### Dependency Changes
-
-**Backend** (pyproject.toml):
-```bash
-# Rebuild the backend service
-docker-compose -f docker-compose.dev.yml up --build raggr-backend
-```
-
-**Frontend** (package.json):
-```bash
-# Rebuild the frontend service
-docker-compose -f docker-compose.dev.yml up --build raggr-frontend
-```
-
-## Troubleshooting
-
-### Port Already in Use
-If you see port binding errors, make sure no other services are running on ports 8080 or 3000.
-
-### Changes Not Reflected
-1. Check if the file is properly mounted (check docker-compose.dev.yml volumes)
-2. Verify the file isn't in an excluded directory (node_modules, __pycache__)
-3. Check container logs for errors
-
-### Frontend Not Connecting to Backend
-Make sure your frontend API calls point to the correct backend URL. If accessing from the same machine, use `http://localhost:8080`. If accessing from another device on the network, use `http://YOUR_IP:8080`.
-
-## Notes
-
- Both services bind to `0.0.0.0` and expose ports, making them accessible on your network
- Node modules and Python cache are excluded from volume mounts to use container versions
- Database and ChromaDB data persist in Docker volumes across restarts
- Access the app from any device on your network using your host machine's IP address
--- a/services/raggr/Dockerfile
+++ b/services/raggr/Dockerfile
@@ -23,8 +23,6 @@ RUN uv pip install --system -e .

 # Copy application code
 COPY *.py ./
-COPY blueprints ./blueprints
-COPY migrations ./migrations
 COPY startup.sh ./
 RUN chmod +x startup.sh

@@ -34,8 +32,8 @@ WORKDIR /app/raggr-frontend
 RUN yarn install && yarn build
 WORKDIR /app

-# Create ChromaDB and database directories
-RUN mkdir -p /app/chromadb /app/database
+# Create ChromaDB directory
+RUN mkdir -p /app/chromadb

 # Expose port
 EXPOSE 8080
@@ -45,4 +43,4 @@ ENV PYTHONPATH=/app
 ENV CHROMADB_PATH=/app/chromadb

 # Run the startup script
-CMD ["./startup.sh"]
+CMD ["./startup.sh"]
--- a/app.py
+++ b/app.py
@@ -0,0 +1,102 @@
+import os
+
+from quart import Quart, request, jsonify, render_template, send_from_directory
+from tortoise.contrib.quart import register_tortoise
+
+from quart_jwt_extended import JWTManager
+
+from main import consult_simba_oracle
+from blueprints.conversation.logic import (
+    get_the_only_conversation,
+    add_message_to_conversation,
+)
+
+app = Quart(
+    __name__,
+    static_folder="raggr-frontend/dist/static",
+    template_folder="raggr-frontend/dist",
+)
+
+app.config["JWT_SECRET_KEY"] = os.getenv("JWT_SECRET_KEY", "SECRET_KEY")
+jwt = JWTManager(app)
+
+# Initialize Tortoise ORM
+register_tortoise(
+    app,
+    db_url=os.getenv("DATABASE_URL", "sqlite://raggr.db"),
+    modules={"models": ["blueprints.conversation.models"]},
+    generate_schemas=True,
+)
+
+
+# Serve React static files
+@app.route("/static/<path:filename>")
+async def static_files(filename):
+    return await send_from_directory(app.static_folder, filename)
+
+
+# Serve the React app for all routes (catch-all)
+@app.route("/", defaults={"path": ""})
+@app.route("/<path:path>")
+async def serve_react_app(path):
+    if path and os.path.exists(os.path.join(app.template_folder, path)):
+        return await send_from_directory(app.template_folder, path)
+    return await render_template("index.html")
+
+
+@app.route("/api/query", methods=["POST"])
+async def query():
+    data = await request.get_json()
+    query = data.get("query")
+    # add message to database
+    conversation = await get_the_only_conversation()
+    print(conversation)
+    await add_message_to_conversation(
+        conversation=conversation, message=query, speaker="user"
+    )
+
+    response = consult_simba_oracle(query)
+    await add_message_to_conversation(
+        conversation=conversation, message=response, speaker="simba"
+    )
+    return jsonify({"response": response})
+
+
+@app.route("/api/messages", methods=["GET"])
+async def get_messages():
+    conversation = await get_the_only_conversation()
+    # Prefetch related messages
+    await conversation.fetch_related("messages")
+
+    # Manually serialize the conversation with messages
+    messages = []
+    for msg in conversation.messages:
+        messages.append(
+            {
+                "id": str(msg.id),
+                "text": msg.text,
+                "speaker": msg.speaker.value,
+                "created_at": msg.created_at.isoformat(),
+            }
+        )
+
+    return jsonify(
+        {
+            "id": str(conversation.id),
+            "name": conversation.name,
+            "messages": messages,
+            "created_at": conversation.created_at.isoformat(),
+            "updated_at": conversation.updated_at.isoformat(),
+        }
+    )
+
+
+# @app.route("/api/ingest", methods=["POST"])
+# def webhook():
+# data = request.get_json()
+# print(data)
+# return jsonify({"status": "received"})
+
+
+if __name__ == "__main__":
+    app.run(host="0.0.0.0", port=8080, debug=True)
--- a/blueprints/conversation/init.py
+++ b/blueprints/conversation/init.py
@@ -0,0 +1,17 @@
+from quart import Blueprint, jsonify
+from .models import (
+    Conversation,
+    PydConversation,
+)
+
+conversation_blueprint = Blueprint(
+    "conversation_api", __name__, url_prefix="/api/conversation"
+)
+
+
+@conversation_blueprint.route("/<conversation_id>")
+async def get_conversation(conversation_id: str):
+    conversation = await Conversation.get(id=conversation_id)
+    serialized_conversation = await PydConversation.from_tortoise_orm(conversation)
+
+    return jsonify(serialized_conversation.model_dump_json())
--- a/blueprints/conversation/logic.py
+++ b/blueprints/conversation/logic.py
@@ -0,0 +1,32 @@
+from .models import Conversation, ConversationMessage
+
+
+async def create_conversation(name: str = "") -> Conversation:
+    conversation = await Conversation.create(name=name)
+    return conversation
+
+
+async def add_message_to_conversation(
+    conversation: Conversation,
+    message: str,
+    speaker: str,
+) -> ConversationMessage:
+    print(conversation, message, speaker)
+    message = await ConversationMessage.create(
+        text=message,
+        speaker=speaker,
+        conversation=conversation,
+    )
+
+    return message
+
+
+async def get_the_only_conversation() -> Conversation:
+    try:
+        conversation = await Conversation.all().first()
+        if conversation is None:
+            conversation = await Conversation.create(name="simba_chat")
+    except Exception as _e:
+        conversation = await Conversation.create(name="simba_chat")
+
+    return conversation
--- a/services/raggr/blueprints/conversation/models.py
+++ b/services/raggr/blueprints/conversation/models.py
@@ -1,18 +1,11 @@
 import enum
-from dataclasses import dataclass

+from tortoise.models import Model
 from tortoise import fields
 from tortoise.contrib.pydantic import (
-    pydantic_model_creator,
    pydantic_queryset_creator,
+    pydantic_model_creator,
 )
-from tortoise.models import Model
-
-
-@dataclass
-class RenameConversationOutputSchema:
-    title: str
-    justification: str


 class Speaker(enum.Enum):
@@ -25,9 +18,6 @@ class Conversation(Model):
    name = fields.CharField(max_length=255)
    created_at = fields.DatetimeField(auto_now_add=True)
    updated_at = fields.DatetimeField(auto_now=True)
-    user: fields.ForeignKeyRelation = fields.ForeignKeyField(
-        "models.User", related_name="conversations", null=True
-    )

    class Meta:
        table = "conversations"
@@ -47,15 +37,5 @@ class ConversationMessage(Model):


 PydConversationMessage = pydantic_model_creator(ConversationMessage)
-PydConversation = pydantic_model_creator(
-    Conversation, name="Conversation", allow_cycles=True, exclude=("user",)
-)
-PydConversationWithMessages = pydantic_model_creator(
-    Conversation,
-    name="ConversationWithMessages",
-    allow_cycles=True,
-    exclude=("user",),
-    include=("messages",),
-)
-PydListConversation = pydantic_queryset_creator(Conversation)
+PydConversation = pydantic_model_creator(Conversation, name="Conversation")
 PydListConversationMessage = pydantic_queryset_creator(ConversationMessage)
--- a/services/raggr/chunker.py
+++ b/services/raggr/chunker.py
@@ -14,7 +14,7 @@ from llm import LLMClient
 load_dotenv()

 ollama_client = Client(
-    host=os.getenv("OLLAMA_HOST", "http://localhost:11434"), timeout=1.0
+    host=os.getenv("OLLAMA_HOST", "http://localhost:11434"), timeout=10.0
 )


--- a/services/raggr/cleaner.py
+++ b/services/raggr/cleaner.py
--- a/docker-compose.dev.yml
+++ b/docker-compose.dev.yml
@@ -1,102 +0,0 @@
-services:
-  postgres:
-    image: postgres:16-alpine
-    environment:
-      - POSTGRES_USER=raggr
-      - POSTGRES_PASSWORD=raggr_dev_password
-      - POSTGRES_DB=raggr
-    ports:
-      - "5432:5432"
-    volumes:
-      - postgres_data:/var/lib/postgresql/data
-    healthcheck:
-      test: ["CMD-SHELL", "pg_isready -U raggr"]
-      interval: 5s
-      timeout: 5s
-      retries: 5
-
-  raggr-backend:
-    build:
-      context: ./services/raggr
-      dockerfile: Dockerfile.dev
-    image: torrtle/simbarag:dev
-    ports:
-      - "8080:8080"
-    env_file:
-      - .env
-    environment:
-      - PAPERLESS_TOKEN=${PAPERLESS_TOKEN}
-      - BASE_URL=${BASE_URL}
-      - OLLAMA_URL=${OLLAMA_URL:-http://localhost:11434}
-      - CHROMADB_PATH=/app/chromadb
-      - OPENAI_API_KEY=${OPENAI_API_KEY}
-      - JWT_SECRET_KEY=${JWT_SECRET_KEY}
-      - OIDC_ISSUER=${OIDC_ISSUER}
-      - OIDC_CLIENT_ID=${OIDC_CLIENT_ID}
-      - OIDC_CLIENT_SECRET=${OIDC_CLIENT_SECRET}
-      - OIDC_REDIRECT_URI=${OIDC_REDIRECT_URI}
-      - OIDC_USE_DISCOVERY=${OIDC_USE_DISCOVERY:-true}
-      - DATABASE_URL=postgres://raggr:raggr_dev_password@postgres:5432/raggr
-      - FLASK_ENV=development
-      - PYTHONUNBUFFERED=1
-    depends_on:
-      postgres:
-        condition: service_healthy
-    volumes:
-      # Persist data only
-      - chromadb_data:/app/chromadb
-      # Share frontend dist with frontend container
-      - frontend_dist:/app/raggr-frontend/dist
-    develop:
-      watch:
-        # Sync Python source files
-        - action: sync
-          path: ./services/raggr
-          target: /app
-          ignore:
-            - raggr-frontend/
-            - __pycache__/
-            - "*.pyc"
-            - "*.pyo"
-            - "*.pyd"
-            - .git/
-            - chromadb/
-        # Sync+restart on frontend dist changes
-        - action: sync+restart
-          path: ./services/raggr/raggr-frontend/dist
-          target: /app/raggr-frontend/dist
-        # Restart on dependency changes
-        - action: rebuild
-          path: ./services/raggr/pyproject.toml
-        - action: rebuild
-          path: ./services/raggr/uv.lock
-
-  raggr-frontend:
-    build:
-      context: ./services/raggr/raggr-frontend
-      dockerfile: Dockerfile.dev
-    environment:
-      - NODE_ENV=development
-    volumes:
-      # Share dist folder with backend
-      - frontend_dist:/app/dist
-    develop:
-      watch:
-        # Sync frontend source files
-        - action: sync
-          path: ./services/raggr/raggr-frontend
-          target: /app
-          ignore:
-            - node_modules/
-            - dist/
-            - .git/
-        # Rebuild on dependency changes
-        - action: rebuild
-          path: ./services/raggr/raggr-frontend/package.json
-        - action: rebuild
-          path: ./services/raggr/raggr-frontend/yarn.lock
-
-volumes:
-  chromadb_data:
-  postgres_data:
-  frontend_dist:
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -1,25 +1,7 @@
 version: "3.8"

 services:
-  postgres:
-    image: postgres:16-alpine
-    environment:
-      - POSTGRES_USER=${POSTGRES_USER:-raggr}
-      - POSTGRES_PASSWORD=${POSTGRES_PASSWORD:-changeme}
-      - POSTGRES_DB=${POSTGRES_DB:-raggr}
-    volumes:
-      - postgres_data:/var/lib/postgresql/data
-    healthcheck:
-      test: ["CMD-SHELL", "pg_isready -U ${POSTGRES_USER:-raggr}"]
-      interval: 10s
-      timeout: 5s
-      retries: 5
-    restart: unless-stopped
-
  raggr:
-    build:
-      context: ./services/raggr
-      dockerfile: Dockerfile
    image: torrtle/simbarag:latest
    network_mode: host
    environment:
@@ -28,20 +10,8 @@ services:
      - OLLAMA_URL=${OLLAMA_URL:-http://localhost:11434}
      - CHROMADB_PATH=/app/chromadb
      - OPENAI_API_KEY=${OPENAI_API_KEY}
-      - JWT_SECRET_KEY=${JWT_SECRET_KEY}
-      - OIDC_ISSUER=${OIDC_ISSUER}
-      - OIDC_CLIENT_ID=${OIDC_CLIENT_ID}
-      - OIDC_CLIENT_SECRET=${OIDC_CLIENT_SECRET}
-      - OIDC_REDIRECT_URI=${OIDC_REDIRECT_URI}
-      - OIDC_USE_DISCOVERY=${OIDC_USE_DISCOVERY:-true}
-      - DATABASE_URL=${DATABASE_URL:-postgres://raggr:changeme@postgres:5432/raggr}
-    depends_on:
-      postgres:
-        condition: service_healthy
    volumes:
      - chromadb_data:/app/chromadb
-    restart: unless-stopped

 volumes:
  chromadb_data:
-  postgres_data:
--- a/services/raggr/image_process.py
+++ b/services/raggr/image_process.py
--- a/services/raggr/index_immich.py
+++ b/services/raggr/index_immich.py
@@ -27,7 +27,7 @@ headers = {"x-api-key": API_KEY, "Content-Type": "application/json"}
 VISITED = {}

 if __name__ == "__main__":
-    conn = sqlite3.connect("./database/visited.db")
+    conn = sqlite3.connect("./visited.db")
    c = conn.cursor()
    c.execute("select immich_id from visited")
    rows = c.fetchall()
--- a/llm.py
+++ b/llm.py
@@ -0,0 +1,64 @@
+import os
+
+from ollama import Client
+from openai import OpenAI
+
+import logging
+
+logging.basicConfig(level=logging.INFO)
+
+
+class LLMClient:
+    def __init__(self):
+        try:
+            self.ollama_client = Client(
+                host=os.getenv("OLLAMA_URL", "http://localhost:11434"), timeout=10.0
+            )
+            self.ollama_client.chat(
+                model="gemma3:4b", messages=[{"role": "system", "content": "test"}]
+            )
+            self.PROVIDER = "ollama"
+            logging.info("Using Ollama as LLM backend")
+        except Exception as e:
+            print(e)
+            self.openai_client = OpenAI()
+            self.PROVIDER = "openai"
+            logging.info("Using OpenAI as LLM backend")
+
+    def chat(
+        self,
+        prompt: str,
+        system_prompt: str,
+    ):
+        if self.PROVIDER == "ollama":
+            response = self.ollama_client.chat(
+                model="gemma3:4b",
+                messages=[
+                    {
+                        "role": "system",
+                        "content": system_prompt,
+                    },
+                    {"role": "user", "content": prompt},
+                ],
+            )
+            print(response)
+            output = response.message.content
+        elif self.PROVIDER == "openai":
+            response = self.openai_client.responses.create(
+                model="gpt-4o-mini",
+                input=[
+                    {
+                        "role": "system",
+                        "content": system_prompt,
+                    },
+                    {"role": "user", "content": prompt},
+                ],
+            )
+            output = response.output_text
+
+        return output
+
+
+if __name__ == "__main__":
+    client = Client()
+    client.chat(model="gemma3:4b", messages=[{"role": "system", "promp": "hack"}])
--- a/services/raggr/main.py
+++ b/services/raggr/main.py
@@ -7,8 +7,6 @@ import argparse
 import chromadb
 import ollama

-import time
-

 from request import PaperlessNGXService
 from chunker import Chunker
@@ -38,7 +36,6 @@ parser.add_argument("query", type=str, help="questions about simba's health")
 parser.add_argument(
    "--reindex", action="store_true", help="re-index the simba documents"
 )
-parser.add_argument("--classify", action="store_true", help="test classification")
 parser.add_argument("--index", help="index a file")

 ppngx = PaperlessNGXService()
@@ -80,7 +77,7 @@ def chunk_data(docs, collection, doctypes):

    logging.info(f"chunking {len(docs)} documents")
    texts: list[str] = [doc["content"] for doc in docs]
-    with sqlite3.connect("database/visited.db") as conn:
+    with sqlite3.connect("visited.db") as conn:
        to_insert = []
        c = conn.cursor()
        for index, text in enumerate(texts):
@@ -116,22 +113,9 @@ def chunk_text(texts: list[str], collection):
        )


-def classify_query(query: str, transcript: str) -> bool:
-    logging.info("Starting query generation")
-    qg_start = time.time()
-    qg = QueryGenerator()
-    query_type = qg.get_query_type(input=query, transcript=transcript)
-    logging.info(query_type)
-    qg_end = time.time()
-    logging.info(f"Query generation took {qg_end - qg_start:.2f} seconds")
-    return query_type == "Simba"
+def consult_oracle(input: str, collection):
+    import time

-
-def consult_oracle(
-    input: str,
-    collection,
-    transcript: str = "",
-):
    chunker = Chunker(collection)

    start_time = time.time()
@@ -169,10 +153,7 @@ def consult_oracle(
    logging.info("Starting LLM generation")
    llm_start = time.time()
    system_prompt = "You are a helpful assistant that understands veterinary terms."
-    transcript_prompt = f"Here is the message transcript thus far {transcript}."
-    prompt = f"""Using the following data, help answer the user's query by providing as many details as possible.
-    Using this data: {results}. {transcript_prompt if len(transcript) > 0 else ""}
-    Respond to this prompt: {input}"""
+    prompt = f"Using the following data, help answer the user's query by providing as many details as possible. Using this data: {results}. Respond to this prompt: {input}"
    output = llm_client.chat(prompt=prompt, system_prompt=system_prompt)
    llm_end = time.time()
    logging.info(f"LLM generation took {llm_end - llm_start:.2f} seconds")
@@ -183,16 +164,6 @@ def consult_oracle(
    return output


-def llm_chat(input: str, transcript: str = "") -> str:
-    system_prompt = "You are a helpful assistant that understands veterinary terms."
-    transcript_prompt = f"Here is the message transcript thus far {transcript}."
-    prompt = f"""Answer the user in  as if you were a cat named Simba. Don't act too catlike. Be assertive.
-    {transcript_prompt if len(transcript) > 0 else ""}
-    Respond to this prompt: {input}"""
-    output = llm_client.chat(prompt=prompt, system_prompt=system_prompt)
-    return output
-
-
 def paperless_workflow(input):
    # Step 1: Get the text
    ppngx = PaperlessNGXService()
@@ -202,24 +173,15 @@ def paperless_workflow(input):
    consult_oracle(input, simba_docs)


-def consult_simba_oracle(input: str, transcript: str = ""):
-    is_simba_related = classify_query(query=input, transcript=transcript)
-
-    if is_simba_related:
-        logging.info("Query is related to simba")
-        return consult_oracle(
-            input=input,
-            collection=simba_docs,
-            transcript=transcript,
-        )
-
-    logging.info("Query is NOT related to simba")
-
-    return llm_chat(input=input, transcript=transcript)
+def consult_simba_oracle(input: str):
+    return consult_oracle(
+        input=input,
+        collection=simba_docs,
+    )


 def filter_indexed_files(docs):
-    with sqlite3.connect("database/visited.db") as conn:
+    with sqlite3.connect("visited.db") as conn:
        c = conn.cursor()
        c.execute(
            "CREATE TABLE IF NOT EXISTS indexed_documents (id INTEGER PRIMARY KEY AUTOINCREMENT, paperless_id INTEGER)"
@@ -232,45 +194,42 @@ def filter_indexed_files(docs):
    return [doc for doc in docs if doc["id"] not in visited]


-def reindex():
-    with sqlite3.connect("database/visited.db") as conn:
-        c = conn.cursor()
-        c.execute("DELETE FROM indexed_documents")
-        conn.commit()
-
-    # Delete all documents from the collection
-    all_docs = simba_docs.get()
-    if all_docs["ids"]:
-        simba_docs.delete(ids=all_docs["ids"])
-
-    logging.info("Fetching documents from Paperless-NGX")
-    ppngx = PaperlessNGXService()
-    docs = ppngx.get_data()
-    docs = filter_indexed_files(docs)
-    logging.info(f"Fetched {len(docs)} documents")
-
-    # Delete all chromadb data
-    ids = simba_docs.get(ids=None, limit=None, offset=0)
-    all_ids = ids["ids"]
-    if len(all_ids) > 0:
-        simba_docs.delete(ids=all_ids)
-
-    # Chunk documents
-    logging.info("Chunking documents now ...")
-    doctype_lookup = ppngx.get_doctypes()
-    chunk_data(docs, collection=simba_docs, doctypes=doctype_lookup)
-    logging.info("Done chunking documents")
-
-
 if __name__ == "__main__":
    args = parser.parse_args()
    if args.reindex:
-        reindex()
+        with sqlite3.connect("./visited.db") as conn:
+            c = conn.cursor()
+            c.execute("DELETE FROM indexed_documents")

-    if args.classify:
-        consult_simba_oracle(input="yohohoho testing")
-        consult_simba_oracle(input="write an email")
-        consult_simba_oracle(input="how much does simba weigh")
+        logging.info("Fetching documents from Paperless-NGX")
+        ppngx = PaperlessNGXService()
+        docs = ppngx.get_data()
+        docs = filter_indexed_files(docs)
+        logging.info(f"Fetched {len(docs)} documents")
+
+        # Delete all chromadb data
+        ids = simba_docs.get(ids=None, limit=None, offset=0)
+        all_ids = ids["ids"]
+        if len(all_ids) > 0:
+            simba_docs.delete(ids=all_ids)
+
+        # Chunk documents
+        logging.info("Chunking documents now ...")
+        tag_lookup = ppngx.get_tags()
+        doctype_lookup = ppngx.get_doctypes()
+        chunk_data(docs, collection=simba_docs, doctypes=doctype_lookup)
+        logging.info("Done chunking documents")
+
+    # if args.index:
+    # with open(args.index) as file:
+    #     extension = args.index.split(".")[-1]
+    #     if extension == "pdf":
+    #         pdf_path = ppngx.download_pdf_from_id(id=document_id)
+    #         image_paths = pdf_to_image(filepath=pdf_path)
+    #         print(f"summarizing {file}")
+    #         generated_summary = summarize_pdf_image(filepaths=image_paths)
+    #     elif extension in [".md", ".txt"]:
+    #         chunk_text(texts=[file.readall()], collection=simba_docs)

    if args.query:
        logging.info("Consulting oracle ...")
--- a/services/raggr/petmd_scrape_index.py
+++ b/services/raggr/petmd_scrape_index.py
--- a/services/raggr/pyproject.toml
+++ b/services/raggr/pyproject.toml
@@ -24,16 +24,4 @@ dependencies = [
    "tortoise-orm>=0.25.1",
    "quart-jwt-extended>=0.1.0",
    "pre-commit>=4.3.0",
-    "tortoise-orm-stubs>=1.0.2",
-    "aerich>=0.8.0",
-    "tomlkit>=0.13.3",
-    "authlib>=1.3.0",
-    "asyncpg>=0.30.0",
-    "langchain-openai>=1.1.6",
-    "langchain>=1.2.0",
 ]
-
-[tool.aerich]
-tortoise_orm = "app.TORTOISE_CONFIG"
-location = "./migrations"
-src_folder = "./."
--- a/services/raggr/query.py
+++ b/services/raggr/query.py
@@ -49,20 +49,11 @@ DOCTYPE_OPTIONS = [
    "Letter",
 ]

-QUERY_TYPE_OPTIONS = [
-    "Simba",
-    "Other",
-]
-

 class DocumentType(BaseModel):
    type: list[str] = Field(description="type of document", enum=DOCTYPE_OPTIONS)


-class QueryType(BaseModel):
-    type: str = Field(desciption="type of query", enum=QUERY_TYPE_OPTIONS)
-
-
 PROMPT = """
 You are an information specialist that processes user queries. The current year is 2025. The user queries are all about
 a cat, Simba, and its records. The types of records are listed below. Using the query, extract the
@@ -120,27 +111,6 @@ Query: "Who does Simba know?"
 Tags: ["Letter", "Documentation"]
 """

-QUERY_TYPE_PROMPT = f"""You are an information specialist that processes user queries.
-A query can have one tag attached from the following options. Based on the query and the transcript which is listed below, determine
- which of the following options is most appropriate: {",".join(QUERY_TYPE_OPTIONS)}
-
-### Example 1
-Query: "Who is Simba's current vet?"
-Tags: ["Simba"]
-
-
-### Example 2
-Query: "What is the capital of Tokyo?"
-Tags: ["Other"]
-
-
-### Example 3
-Query: "Can you help me write an email?"
-Tags: ["Other"]
-
-TRANSCRIPT:
-"""
-

 class QueryGenerator:
    def __init__(self) -> None:
@@ -184,33 +154,6 @@ class QueryGenerator:
        metadata_query = {"document_type": {"$in": type_data["type"]}}
        return metadata_query

-    def get_query_type(self, input: str, transcript: str):
-        client = OpenAI()
-        response = client.chat.completions.create(
-            messages=[
-                {
-                    "role": "system",
-                    "content": "You are an information specialist that is really good at deciding what tags a query should have",
-                },
-                {
-                    "role": "user",
-                    "content": f"{QUERY_TYPE_PROMPT}\nTRANSCRIPT:\n{transcript}\nQUERY:{input}",
-                },
-            ],
-            model="gpt-4o",
-            response_format={
-                "type": "json_schema",
-                "json_schema": {
-                    "name": "query_type",
-                    "schema": QueryType.model_json_schema(),
-                },
-            },
-        )
-
-        response_json_str = response.choices[0].message.content
-        type_data = json.loads(response_json_str)
-        return type_data["type"]
-
    def get_query(self, input: str):
        client = OpenAI()
        response = client.responses.parse(
--- a/services/raggr/raggr-frontend/.gitignore
+++ b/services/raggr/raggr-frontend/.gitignore
@@ -6,7 +6,6 @@
 # Dist
 node_modules
 dist/
-.yarn

 # Profile
 .rspack-profile-*/
--- a/services/raggr/raggr-frontend/README.md
+++ b/services/raggr/raggr-frontend/README.md
--- a/services/raggr/raggr-frontend/package.json
+++ b/services/raggr/raggr-frontend/package.json
@@ -6,37 +6,21 @@
  "scripts": {
    "build": "rsbuild build",
    "dev": "rsbuild dev --open",
-    "preview": "rsbuild preview",
-    "watch": "npm-watch build",
-    "watch:build": "rsbuild build --watch"
+    "preview": "rsbuild preview"
  },
  "dependencies": {
    "axios": "^1.12.2",
    "marked": "^16.3.0",
-    "npm-watch": "^0.13.0",
    "react": "^19.1.1",
    "react-dom": "^19.1.1",
-    "react-markdown": "^10.1.0",
-    "watch": "^1.0.2"
+    "react-markdown": "^10.1.0"
  },
  "devDependencies": {
-    "@biomejs/biome": "2.3.10",
    "@rsbuild/core": "^1.5.6",
    "@rsbuild/plugin-react": "^1.4.0",
    "@tailwindcss/postcss": "^4.0.0",
    "@types/react": "^19.1.13",
    "@types/react-dom": "^19.1.9",
    "typescript": "^5.9.2"
-  },
-  "watch": {
-    "build": {
-      "patterns": [
-        "src"
-      ],
-      "extensions": "ts,tsx,css,js,jsx",
-      "delay": 1000,
-      "quiet": false,
-      "inherit": true
-    }
  }
 }
--- a/services/raggr/raggr-frontend/postcss.config.mjs
+++ b/services/raggr/raggr-frontend/postcss.config.mjs
--- a/services/raggr/raggr-frontend/rsbuild.config.ts
+++ b/services/raggr/raggr-frontend/rsbuild.config.ts
@@ -3,8 +3,4 @@ import { pluginReact } from '@rsbuild/plugin-react';

 export default defineConfig({
  plugins: [pluginReact()],
-  html: {
-    title: 'Raggr',
-    favicon: './src/assets/favicon.svg',
-  },
 });
--- a/raggr-frontend/src/.App.tsx.swp
+++ b/raggr-frontend/src/.App.tsx.swp
--- a/services/raggr/raggr-frontend/src/App.css
+++ b/services/raggr/raggr-frontend/src/App.css
@@ -3,5 +3,4 @@
 body {
 	margin: 0;
 	font-family: Inter, Avenir, Helvetica, Arial, sans-serif;
-	background-color: #F9F5EB;
 }
--- a/raggr-frontend/src/App.tsx
+++ b/raggr-frontend/src/App.tsx
@@ -0,0 +1,204 @@
+import { useEffect, useState } from "react";
+import axios from "axios";
+import ReactMarkdown from "react-markdown";
+
+import "./App.css";
+
+type QuestionAnswer = {
+  question: string;
+  answer: string;
+};
+
+type QuestionBubbleProps = {
+  text: string;
+};
+
+type AnswerBubbleProps = {
+  text: string;
+  loading: string;
+};
+
+type QuestionAnswerPairProps = {
+  question: string;
+  answer: string;
+  loading: boolean;
+};
+
+type Conversation = {
+  title: string;
+  id: string;
+};
+
+type Message = {
+  text: string;
+  speaker: "simba" | "user";
+};
+
+type ConversationMenuProps = {
+  conversations: Conversation[];
+};
+
+const ConversationMenu = ({ conversations }: ConversationMenuProps) => {
+  return (
+    <div className="absolute bg-white w-md rounded-md shadow-xl m-4 p-4">
+      <p className="py-2 px-4 rounded-md w-full text-xl font-bold">askSimba!</p>
+      {conversations.map((conversation) => (
+        <p className="py-2 px-4 rounded-md hover:bg-stone-200 w-full text-xl font-bold cursor-pointer">
+          {conversation.title}
+        </p>
+      ))}
+    </div>
+  );
+};
+
+const QuestionBubble = ({ text }: QuestionBubbleProps) => {
+  return <div className="rounded-md bg-stone-200 p-3">🤦: {text}</div>;
+};
+
+const AnswerBubble = ({ text, loading }: AnswerBubbleProps) => {
+  return (
+    <div className="rounded-md bg-orange-100 p-3">
+      {loading ? (
+        <div className="flex flex-col w-full animate-pulse gap-2">
+          <div className="flex flex-row gap-2 w-full">
+            <div className="bg-gray-400 w-1/2 p-3 rounded-lg" />
+            <div className="bg-gray-400 w-1/2 p-3 rounded-lg" />
+          </div>
+          <div className="flex flex-row gap-2 w-full">
+            <div className="bg-gray-400 w-1/3 p-3 rounded-lg" />
+            <div className="bg-gray-400 w-2/3 p-3 rounded-lg" />
+          </div>
+        </div>
+      ) : (
+        <div className="flex flex-col">
+          <ReactMarkdown>{"🐈: " + text}</ReactMarkdown>
+        </div>
+      )}
+    </div>
+  );
+};
+
+const QuestionAnswerPair = ({
+  question,
+  answer,
+  loading,
+}: QuestionAnswerPairProps) => {
+  return (
+    <div className="flex flex-col gap-4">
+      <QuestionBubble text={question} />
+      <AnswerBubble text={answer} loading={loading} />
+    </div>
+  );
+};
+
+const App = () => {
+  const [query, setQuery] = useState<string>("");
+  const [answer, setAnswer] = useState<string>("");
+  const [simbaMode, setSimbaMode] = useState<boolean>(false);
+  const [questionsAnswers, setQuestionsAnswers] = useState<QuestionAnswer[]>(
+    [],
+  );
+  const [messages, setMessages] = useState<Message[]>([]);
+  const [conversations, setConversations] = useState<Conversation[]>([
+    { title: "simba meow meow", id: "uuid" },
+  ]);
+
+  const simbaAnswers = ["meow.", "hiss...", "purrrrrr", "yowOWROWWowowr"];
+
+  useEffect(() => {
+    axios.get("/api/messages").then((result) => {
+      setMessages(
+        result.data.messages.map((message) => {
+          return {
+            text: message.text,
+            speaker: message.speaker,
+          };
+        }),
+      );
+    });
+  }, []);
+
+  const handleQuestionSubmit = () => {
+    let currMessages = messages.concat([{ text: query, speaker: "user" }]);
+    setMessages(currMessages);
+    if (simbaMode) {
+      console.log("simba mode activated");
+      const randomIndex = Math.floor(Math.random() * simbaAnswers.length);
+      const randomElement = simbaAnswers[randomIndex];
+      setAnswer(randomElement);
+      setQuestionsAnswers(
+        questionsAnswers.concat([
+          {
+            question: query,
+            answer: randomElement,
+          },
+        ]),
+      );
+      return;
+    }
+    const payload = { query: query };
+    axios.post("/api/query", payload).then((result) => {
+      setQuestionsAnswers(
+        questionsAnswers.concat([
+          { question: query, answer: result.data.response },
+        ]),
+      );
+      setMessages(
+        currMessages.concat([{ text: result.data.response, speaker: "simba" }]),
+      );
+    });
+  };
+  const handleQueryChange = (event) => {
+    setQuery(event.target.value);
+  };
+  return (
+    <div className="h-screen bg-opacity-20">
+      <div className="bg-white/85 h-screen">
+        <div className="flex flex-row justify-center py-4">
+          <div className="flex flex-col gap-4 min-w-xl max-w-xl">
+            <header className="flex flex-row justify-center gap-2 grow sticky top-0 z-10 bg-white">
+              <h1 className="text-3xl">ask simba!</h1>
+            </header>
+            {/*{questionsAnswers.map((qa) => (
+              <QuestionAnswerPair question={qa.question} answer={qa.answer} />
+            ))}*/}
+            {messages.map((msg) => {
+              if (msg.speaker == "simba") {
+                return <AnswerBubble text={msg.text} loading="" />;
+              }
+
+              return <QuestionBubble text={msg.text} />;
+            })}
+            <footer className="flex flex-col gap-2 sticky bottom-0">
+              <div className="flex flex-row justify-between gap-2 grow">
+                <textarea
+                  type="text"
+                  className="p-4 border border-blue-200 rounded-md grow bg-white"
+                  onChange={handleQueryChange}
+                />
+              </div>
+              <div className="flex flex-row justify-between gap-2 grow">
+                <button
+                  className="p-4 border border-blue-400 bg-blue-200 hover:bg-blue-400 cursor-pointer rounded-md flex-grow"
+                  onClick={() => handleQuestionSubmit()}
+                  type="submit"
+                >
+                  Submit
+                </button>
+              </div>
+              <div className="flex flex-row justify-center gap-2 grow">
+                <input
+                  type="checkbox"
+                  onChange={(event) => setSimbaMode(event.target.checked)}
+                />
+                <p>simba mode?</p>
+              </div>
+            </footer>
+          </div>
+        </div>
+      </div>
+    </div>
+  );
+};
+
+export default App;
--- a/services/raggr/raggr-frontend/src/env.d.ts
+++ b/services/raggr/raggr-frontend/src/env.d.ts
--- a/services/raggr/raggr-frontend/src/index.tsx
+++ b/services/raggr/raggr-frontend/src/index.tsx
--- a/services/raggr/raggr-frontend/src/simba_cute.jpeg
+++ b/services/raggr/raggr-frontend/src/simba_cute.jpeg
--- a/services/raggr/raggr-frontend/src/simba_troll.jpeg
+++ b/services/raggr/raggr-frontend/src/simba_troll.jpeg
--- a/services/raggr/raggr-frontend/tsconfig.json
+++ b/services/raggr/raggr-frontend/tsconfig.json
--- a/raggr-frontend/yarn.lock
+++ b/raggr-frontend/yarn.lock
--- a/services/raggr/request.py
+++ b/services/raggr/request.py
--- a/services/raggr/Dockerfile.dev
+++ b/services/raggr/Dockerfile.dev
@@ -1,39 +0,0 @@
-FROM python:3.13-slim
-
-WORKDIR /app
-
-# Install system dependencies and uv
-RUN apt-get update && apt-get install -y \
-    build-essential \
-    curl \
-    && rm -rf /var/lib/apt/lists/* \
-    && curl -LsSf https://astral.sh/uv/install.sh | sh
-
-# Add uv to PATH
-ENV PATH="/root/.local/bin:$PATH"
-
-# Copy dependency files
-COPY pyproject.toml ./
-
-# Install Python dependencies using uv
-RUN uv pip install --system -e .
-
-# Create ChromaDB and database directories
-RUN mkdir -p /app/chromadb /app/database
-
-# Expose port
-EXPOSE 8080
-
-# Copy application source code
-COPY . .
-
-# Make startup script executable
-RUN chmod +x /app/startup-dev.sh
-
-# Set environment variables
-ENV PYTHONPATH=/app
-ENV CHROMADB_PATH=/app/chromadb
-ENV PYTHONUNBUFFERED=1
-
-# Default command
-CMD ["/app/startup-dev.sh"]
--- a/services/raggr/MIGRATIONS.md
+++ b/services/raggr/MIGRATIONS.md
@@ -1,54 +0,0 @@
-# Database Migrations with Aerich
-
-## Initial Setup (Run Once)
-
-1. Install dependencies:
-```bash
-uv pip install -e .
-```
-
-2. Initialize Aerich:
-```bash
-aerich init-db
-```
-
-This will:
- Create a `migrations/` directory
- Generate the initial migration based on your models
- Create all tables in the database
-
-## When You Add/Change Models
-
-1. Generate a new migration:
-```bash
-aerich migrate --name "describe_your_changes"
-```
-
-Example:
-```bash
-aerich migrate --name "add_user_profile_model"
-```
-
-2. Apply the migration:
-```bash
-aerich upgrade
-```
-
-## Common Commands
-
- `aerich init-db` - Initialize database (first time only)
- `aerich migrate --name "description"` - Generate new migration
- `aerich upgrade` - Apply pending migrations
- `aerich downgrade` - Rollback last migration
- `aerich history` - Show migration history
- `aerich heads` - Show current migration heads
-
-## Docker Setup
-
-In Docker, migrations run automatically on container startup via the startup script.
-
-## Notes
-
- Migration files are stored in `migrations/models/`
- Always commit migration files to version control
- Don't modify migration files manually after they're created
--- a/services/raggr/add_user.py
+++ b/services/raggr/add_user.py
@@ -1,146 +0,0 @@
-# GENERATED BY CLAUDE
-
-import os
-import sys
-import uuid
-import asyncio
-from tortoise import Tortoise
-from blueprints.users.models import User
-
-from dotenv import load_dotenv
-
-load_dotenv()
-
-# Database configuration with environment variable support
-DATABASE_PATH = os.getenv("DATABASE_PATH", "database/raggr.db")
-DATABASE_URL = os.getenv("DATABASE_URL", f"sqlite://{DATABASE_PATH}")
-
-print(DATABASE_URL)
-
-
-async def add_user(username: str, email: str, password: str):
-    """Add a new user to the database"""
-    await Tortoise.init(
-        db_url=DATABASE_URL,
-        modules={
-            "models": [
-                "blueprints.users.models",
-                "blueprints.conversation.models",
-            ]
-        },
-    )
-
-    try:
-        # Check if user already exists
-        existing_user = await User.filter(email=email).first()
-        if existing_user:
-            print(f"Error: User with email '{email}' already exists!")
-            return False
-
-        existing_username = await User.filter(username=username).first()
-        if existing_username:
-            print(f"Error: Username '{username}' is already taken!")
-            return False
-
-        # Create new user
-        user = User(
-            id=uuid.uuid4(),
-            username=username,
-            email=email,
-        )
-        user.set_password(password)
-        await user.save()
-
-        print("✓ User created successfully!")
-        print(f"  Username: {username}")
-        print(f"  Email: {email}")
-        print(f"  ID: {user.id}")
-        return True
-
-    except Exception as e:
-        print(f"Error creating user: {e}")
-        return False
-    finally:
-        await Tortoise.close_connections()
-
-
-async def list_users():
-    """List all users in the database"""
-    await Tortoise.init(
-        db_url=DATABASE_URL,
-        modules={
-            "models": [
-                "blueprints.users.models",
-                "blueprints.conversation.models",
-            ]
-        },
-    )
-
-    try:
-        users = await User.all()
-        if not users:
-            print("No users found in database.")
-            return
-
-        print(f"\nFound {len(users)} user(s):")
-        print("-" * 60)
-        for user in users:
-            print(f"Username: {user.username}")
-            print(f"Email: {user.email}")
-            print(f"ID: {user.id}")
-            print(f"Created: {user.created_at}")
-            print("-" * 60)
-
-    except Exception as e:
-        print(f"Error listing users: {e}")
-    finally:
-        await Tortoise.close_connections()
-
-
-def print_usage():
-    """Print usage instructions"""
-    print("Usage:")
-    print("  python add_user.py add <username> <email> <password>")
-    print("  python add_user.py list")
-    print("\nExamples:")
-    print("  python add_user.py add ryan ryan@example.com mypassword123")
-    print("  python add_user.py list")
-    print("\nEnvironment Variables:")
-    print("  DATABASE_PATH  - Path to database file (default: database/raggr.db)")
-    print("  DATABASE_URL   - Full database URL (overrides DATABASE_PATH)")
-    print("\n  Example with custom database:")
-    print("  DATABASE_PATH=dev.db python add_user.py list")
-
-
-async def main():
-    if len(sys.argv) < 2:
-        print_usage()
-        sys.exit(1)
-
-    command = sys.argv[1].lower()
-
-    if command == "add":
-        if len(sys.argv) != 5:
-            print("Error: Missing arguments for 'add' command")
-            print_usage()
-            sys.exit(1)
-
-        username = sys.argv[2]
-        email = sys.argv[3]
-        password = sys.argv[4]
-
-        success = await add_user(username, email, password)
-        sys.exit(0 if success else 1)
-
-    elif command == "list":
-        await list_users()
-        sys.exit(0)
-
-    else:
-        print(f"Error: Unknown command '{command}'")
-        print_usage()
-        sys.exit(1)
-
-
-if __name__ == "__main__":
-    asyncio.run(main())
--- a/services/raggr/aerich_config.py
+++ b/services/raggr/aerich_config.py
@@ -1,20 +0,0 @@
-import os
-
-# Database configuration with environment variable support
-# Use DATABASE_PATH for relative paths or DATABASE_URL for full connection strings
-DATABASE_PATH = os.getenv("DATABASE_PATH", "database/raggr.db")
-DATABASE_URL = os.getenv("DATABASE_URL", f"sqlite://{DATABASE_PATH}")
-
-TORTOISE_ORM = {
-    "connections": {"default": DATABASE_URL},
-    "apps": {
-        "models": {
-            "models": [
-                "blueprints.conversation.models",
-                "blueprints.users.models",
-                "aerich.models",
-            ],
-            "default_connection": "default",
-        },
-    },
-}
--- a/services/raggr/app.py
+++ b/services/raggr/app.py
@@ -1,144 +0,0 @@
-import os
-
-from quart import Quart, jsonify, render_template, request, send_from_directory
-from quart_jwt_extended import JWTManager, get_jwt_identity, jwt_refresh_token_required
-from tortoise.contrib.quart import register_tortoise
-
-import blueprints.conversation
-import blueprints.conversation.logic
-import blueprints.users
-import blueprints.users.models
-from main import consult_simba_oracle
-
-app = Quart(
-    __name__,
-    static_folder="raggr-frontend/dist/static",
-    template_folder="raggr-frontend/dist",
-)
-
-app.config["JWT_SECRET_KEY"] = os.getenv("JWT_SECRET_KEY", "SECRET_KEY")
-jwt = JWTManager(app)
-
-# Register blueprints
-app.register_blueprint(blueprints.users.user_blueprint)
-app.register_blueprint(blueprints.conversation.conversation_blueprint)
-
-
-# Database configuration with environment variable support
-DATABASE_URL = os.getenv(
-    "DATABASE_URL", "postgres://raggr:raggr_dev_password@localhost:5432/raggr"
-)
-
-TORTOISE_CONFIG = {
-    "connections": {"default": DATABASE_URL},
-    "apps": {
-        "models": {
-            "models": [
-                "blueprints.conversation.models",
-                "blueprints.users.models",
-                "aerich.models",
-            ]
-        },
-    },
-}
-
-# Initialize Tortoise ORM
-register_tortoise(
-    app,
-    config=TORTOISE_CONFIG,
-    generate_schemas=False,  # Disabled - using Aerich for migrations
-)
-
-
-# Serve React static files
-@app.route("/static/<path:filename>")
-async def static_files(filename):
-    return await send_from_directory(app.static_folder, filename)
-
-
-# Serve the React app for all routes (catch-all)
-@app.route("/", defaults={"path": ""})
-@app.route("/<path:path>")
-async def serve_react_app(path):
-    if path and os.path.exists(os.path.join(app.template_folder, path)):
-        return await send_from_directory(app.template_folder, path)
-    return await render_template("index.html")
-
-
-@app.route("/api/query", methods=["POST"])
-@jwt_refresh_token_required
-async def query():
-    current_user_uuid = get_jwt_identity()
-    user = await blueprints.users.models.User.get(id=current_user_uuid)
-    data = await request.get_json()
-    query = data.get("query")
-    conversation_id = data.get("conversation_id")
-    conversation = await blueprints.conversation.logic.get_conversation_by_id(
-        conversation_id
-    )
-    await conversation.fetch_related("messages")
-    await blueprints.conversation.logic.add_message_to_conversation(
-        conversation=conversation,
-        message=query,
-        speaker="user",
-        user=user,
-    )
-
-    transcript = await blueprints.conversation.logic.get_conversation_transcript(
-        user=user, conversation=conversation
-    )
-
-    response = consult_simba_oracle(input=query, transcript=transcript)
-    await blueprints.conversation.logic.add_message_to_conversation(
-        conversation=conversation,
-        message=response,
-        speaker="simba",
-        user=user,
-    )
-    return jsonify({"response": response})
-
-
-@app.route("/api/messages", methods=["GET"])
-@jwt_refresh_token_required
-async def get_messages():
-    current_user_uuid = get_jwt_identity()
-    user = await blueprints.users.models.User.get(id=current_user_uuid)
-
-    conversation = await blueprints.conversation.logic.get_conversation_for_user(
-        user=user
-    )
-    # Prefetch related messages
-    await conversation.fetch_related("messages")
-
-    # Manually serialize the conversation with messages
-    messages = []
-    for msg in conversation.messages:
-        messages.append(
-            {
-                "id": str(msg.id),
-                "text": msg.text,
-                "speaker": msg.speaker.value,
-                "created_at": msg.created_at.isoformat(),
-            }
-        )
-
-    name = conversation.name
-    if len(messages) > 8:
-        name = await blueprints.conversation.logic.rename_conversation(
-            user=user,
-            conversation=conversation,
-        )
-
-    return jsonify(
-        {
-            "id": str(conversation.id),
-            "name": name,
-            "messages": messages,
-            "created_at": conversation.created_at.isoformat(),
-            "updated_at": conversation.updated_at.isoformat(),
-        }
-    )
-
-
-if __name__ == "__main__":
-    app.run(host="0.0.0.0", port=8080, debug=True)
--- a/services/raggr/blueprints/init.py
+++ b/services/raggr/blueprints/init.py
@@ -1 +0,0 @@
-# Blueprints package
--- a/services/raggr/blueprints/conversation/init.py
+++ b/services/raggr/blueprints/conversation/init.py
@@ -1,83 +0,0 @@
-import datetime
-
-from quart import Blueprint, jsonify
-from quart_jwt_extended import (
-    get_jwt_identity,
-    jwt_refresh_token_required,
-)
-
-import blueprints.users.models
-
-from .logic import rename_conversation
-from .models import (
-    Conversation,
-    PydConversation,
-    PydListConversation,
-)
-
-conversation_blueprint = Blueprint(
-    "conversation_api", __name__, url_prefix="/api/conversation"
-)
-
-
-@conversation_blueprint.route("/<conversation_id>")
-@jwt_refresh_token_required
-async def get_conversation(conversation_id: str):
-    conversation = await Conversation.get(id=conversation_id)
-    current_user_uuid = get_jwt_identity()
-    user = await blueprints.users.models.User.get(id=current_user_uuid)
-    await conversation.fetch_related("messages")
-
-    # Manually serialize the conversation with messages
-    messages = []
-    for msg in conversation.messages:
-        messages.append(
-            {
-                "id": str(msg.id),
-                "text": msg.text,
-                "speaker": msg.speaker.value,
-                "created_at": msg.created_at.isoformat(),
-            }
-        )
-    name = conversation.name
-    if len(messages) > 8 and "datetime" in name.lower():
-        name = await rename_conversation(
-            user=user,
-            conversation=conversation,
-        )
-        print(name)
-
-    return jsonify(
-        {
-            "id": str(conversation.id),
-            "name": name,
-            "messages": messages,
-            "created_at": conversation.created_at.isoformat(),
-            "updated_at": conversation.updated_at.isoformat(),
-        }
-    )
-
-
-@conversation_blueprint.post("/")
-@jwt_refresh_token_required
-async def create_conversation():
-    user_uuid = get_jwt_identity()
-    user = await blueprints.users.models.User.get(id=user_uuid)
-    conversation = await Conversation.create(
-        name=f"{user.username} {datetime.datetime.now().timestamp}",
-        user=user,
-    )
-
-    serialized_conversation = await PydConversation.from_tortoise_orm(conversation)
-    return jsonify(serialized_conversation.model_dump())
-
-
-@conversation_blueprint.get("/")
-@jwt_refresh_token_required
-async def get_all_conversations():
-    user_uuid = get_jwt_identity()
-    user = await blueprints.users.models.User.get(id=user_uuid)
-    conversations = Conversation.filter(user=user)
-    serialized_conversations = await PydListConversation.from_queryset(conversations)
-
-    return jsonify(serialized_conversations.model_dump())
--- a/services/raggr/blueprints/conversation/logic.py
+++ b/services/raggr/blueprints/conversation/logic.py
@@ -1,80 +0,0 @@
-import tortoise.exceptions
-from langchain_openai import ChatOpenAI
-
-import blueprints.users.models
-
-from .models import Conversation, ConversationMessage, RenameConversationOutputSchema
-
-
-async def create_conversation(name: str = "") -> Conversation:
-    conversation = await Conversation.create(name=name)
-    return conversation
-
-
-async def add_message_to_conversation(
-    conversation: Conversation,
-    message: str,
-    speaker: str,
-    user: blueprints.users.models.User,
-) -> ConversationMessage:
-    print(conversation, message, speaker)
-    message = await ConversationMessage.create(
-        text=message,
-        speaker=speaker,
-        conversation=conversation,
-    )
-
-    return message
-
-
-async def get_the_only_conversation() -> Conversation:
-    try:
-        conversation = await Conversation.all().first()
-        if conversation is None:
-            conversation = await Conversation.create(name="simba_chat")
-    except Exception as _e:
-        conversation = await Conversation.create(name="simba_chat")
-
-    return conversation
-
-
-async def get_conversation_for_user(user: blueprints.users.models.User) -> Conversation:
-    try:
-        return await Conversation.get(user=user)
-    except tortoise.exceptions.DoesNotExist:
-        await Conversation.get_or_create(name=f"{user.username}'s chat", user=user)
-
-        return await Conversation.get(user=user)
-
-
-async def get_conversation_by_id(id: str) -> Conversation:
-    return await Conversation.get(id=id)
-
-
-async def get_conversation_transcript(
-    user: blueprints.users.models.User, conversation: Conversation
-) -> str:
-    messages = []
-    for message in conversation.messages:
-        messages.append(f"{message.speaker} at {message.created_at}: {message.text}")
-
-    return "\n".join(messages)
-
-
-async def rename_conversation(
-    user: blueprints.users.models.User,
-    conversation: Conversation,
-) -> str:
-    messages: str = await get_conversation_transcript(
-        user=user, conversation=conversation
-    )
-
-    llm = ChatOpenAI(model="gpt-4o-mini")
-    structured_llm = llm.with_structured_output(RenameConversationOutputSchema)
-
-    prompt = f"Summarize the following conversation into a sassy one-liner title:\n\n{messages}"
-    response = structured_llm.invoke(prompt)
-    new_name: str = response.get("title")
-    conversation.name = new_name
-    await conversation.save()
-    return new_name
--- a/services/raggr/blueprints/users/init.py
+++ b/services/raggr/blueprints/users/init.py
@@ -1,180 +0,0 @@
-from quart import Blueprint, jsonify, request
-from quart_jwt_extended import (
-    create_access_token,
-    create_refresh_token,
-    jwt_refresh_token_required,
-    get_jwt_identity,
-)
-from .models import User
-from .oidc_service import OIDCUserService
-from oidc_config import oidc_config
-import secrets
-import httpx
-from urllib.parse import urlencode
-import hashlib
-import base64
-
-
-user_blueprint = Blueprint("user_api", __name__, url_prefix="/api/user")
-
-# In-memory storage for OIDC state/PKCE (production: use Redis or database)
-# Format: {state: {"pkce_verifier": str, "redirect_after_login": str}}
-_oidc_sessions = {}
-
-
-@user_blueprint.route("/oidc/login", methods=["GET"])
-async def oidc_login():
-    """
-    Initiate OIDC login flow
-    Generates PKCE parameters and redirects to Authelia
-    """
-    if not oidc_config.validate_config():
-        return jsonify({"error": "OIDC not configured"}), 500
-
-    try:
-        # Generate PKCE parameters
-        code_verifier = secrets.token_urlsafe(64)
-
-        # For PKCE, we need code_challenge = BASE64URL(SHA256(code_verifier))
-        code_challenge = (
-            base64.urlsafe_b64encode(hashlib.sha256(code_verifier.encode()).digest())
-            .decode()
-            .rstrip("=")
-        )
-
-        # Generate state for CSRF protection
-        state = secrets.token_urlsafe(32)
-
-        # Store PKCE verifier and state for callback validation
-        _oidc_sessions[state] = {
-            "pkce_verifier": code_verifier,
-            "redirect_after_login": request.args.get("redirect", "/"),
-        }
-
-        # Get authorization endpoint from discovery
-        discovery = await oidc_config.get_discovery_document()
-        auth_endpoint = discovery.get("authorization_endpoint")
-
-        # Build authorization URL
-        params = {
-            "client_id": oidc_config.client_id,
-            "response_type": "code",
-            "redirect_uri": oidc_config.redirect_uri,
-            "scope": "openid email profile",
-            "state": state,
-            "code_challenge": code_challenge,
-            "code_challenge_method": "S256",
-        }
-
-        auth_url = f"{auth_endpoint}?{urlencode(params)}"
-
-        return jsonify({"auth_url": auth_url})
-    except Exception as e:
-        return jsonify({"error": f"OIDC login failed: {str(e)}"}), 500
-
-
-@user_blueprint.route("/oidc/callback", methods=["GET"])
-async def oidc_callback():
-    """
-    Handle OIDC callback from Authelia
-    Exchanges authorization code for tokens, verifies ID token, and creates/updates user
-    """
-    # Get authorization code and state from callback
-    code = request.args.get("code")
-    state = request.args.get("state")
-    error = request.args.get("error")
-
-    if error:
-        return jsonify({"error": f"OIDC error: {error}"}), 400
-
-    if not code or not state:
-        return jsonify({"error": "Missing code or state"}), 400
-
-    # Validate state and retrieve PKCE verifier
-    session = _oidc_sessions.pop(state, None)
-    if not session:
-        return jsonify({"error": "Invalid or expired state"}), 400
-
-    pkce_verifier = session["pkce_verifier"]
-
-    # Exchange authorization code for tokens
-    discovery = await oidc_config.get_discovery_document()
-    token_endpoint = discovery.get("token_endpoint")
-
-    token_data = {
-        "grant_type": "authorization_code",
-        "code": code,
-        "redirect_uri": oidc_config.redirect_uri,
-        "client_id": oidc_config.client_id,
-        "client_secret": oidc_config.client_secret,
-        "code_verifier": pkce_verifier,
-    }
-
-    # Use client_secret_post method (credentials in POST body)
-    async with httpx.AsyncClient() as client:
-        token_response = await client.post(token_endpoint, data=token_data)
-
-        if token_response.status_code != 200:
-            return jsonify({"error": f"Failed to exchange code for token: {token_response.text}"}), 400
-
-        tokens = token_response.json()
-
-    id_token = tokens.get("id_token")
-    if not id_token:
-        return jsonify({"error": "No ID token received"}), 400
-
-    # Verify ID token
-    try:
-        claims = await oidc_config.verify_id_token(id_token)
-    except Exception as e:
-        return jsonify({"error": f"ID token verification failed: {str(e)}"}), 400
-
-    # Get or create user from OIDC claims
-    user = await OIDCUserService.get_or_create_user_from_oidc(claims)
-
-    # Issue backend JWT tokens
-    access_token = create_access_token(identity=str(user.id))
-    refresh_token = create_refresh_token(identity=str(user.id))
-
-    # Return tokens to frontend
-    # Frontend will handle storing these and redirecting
-    return jsonify(
-        access_token=access_token,
-        refresh_token=refresh_token,
-        user={"id": str(user.id), "username": user.username, "email": user.email},
-    )
-
-
-@user_blueprint.route("/refresh", methods=["POST"])
-@jwt_refresh_token_required
-async def refresh():
-    """Refresh access token (unchanged from original)"""
-    user_id = get_jwt_identity()
-    new_token = create_access_token(identity=user_id)
-    return jsonify(access_token=new_token)
-
-
-# Legacy username/password login - kept for backward compatibility during migration
-@user_blueprint.route("/login", methods=["POST"])
-async def login():
-    """
-    Legacy username/password login
-    This can be removed after full OIDC migration is complete
-    """
-    data = await request.get_json()
-    username = data.get("username")
-    password = data.get("password")
-
-    user = await User.filter(username=username).first()
-
-    if not user or not user.verify_password(password):
-        return jsonify({"msg": "Invalid credentials"}), 401
-
-    access_token = create_access_token(identity=str(user.id))
-    refresh_token = create_refresh_token(identity=str(user.id))
-
-    return jsonify(
-        access_token=access_token,
-        refresh_token=refresh_token,
-        user={"id": str(user.id), "username": user.username},
-    )
--- a/services/raggr/blueprints/users/models.py
+++ b/services/raggr/blueprints/users/models.py
@@ -1,33 +0,0 @@
-from tortoise.models import Model
-from tortoise import fields
-
-
-import bcrypt
-
-
-class User(Model):
-    id = fields.UUIDField(primary_key=True)
-    username = fields.CharField(max_length=255)
-    password = fields.BinaryField(null=True)  # Hashed - nullable for OIDC users
-    email = fields.CharField(max_length=100, unique=True)
-
-    # OIDC fields
-    oidc_subject = fields.CharField(max_length=255, unique=True, null=True, index=True)  # "sub" claim from OIDC
-    auth_provider = fields.CharField(max_length=50, default="local")  # "local" or "oidc"
-
-    created_at = fields.DatetimeField(auto_now_add=True)
-    updated_at = fields.DatetimeField(auto_now=True)
-
-    class Meta:
-        table = "users"
-
-    def set_password(self, plain_password: str):
-        self.password = bcrypt.hashpw(
-            plain_password.encode("utf-8"),
-            bcrypt.gensalt(),
-        )
-
-    def verify_password(self, plain_password: str):
-        if not self.password:
-            return False
-        return bcrypt.checkpw(plain_password.encode("utf-8"), self.password)
--- a/services/raggr/blueprints/users/oidc_service.py
+++ b/services/raggr/blueprints/users/oidc_service.py
@@ -1,76 +0,0 @@
-"""
-OIDC User Management Service
-"""
-from typing import Dict, Any, Optional
-from uuid import uuid4
-from .models import User
-
-
-class OIDCUserService:
-    """Service for managing OIDC user authentication and provisioning"""
-
-    @staticmethod
-    async def get_or_create_user_from_oidc(claims: Dict[str, Any]) -> User:
-        """
-        Get existing user by OIDC subject, or create new user from OIDC claims
-
-        Args:
-            claims: Decoded OIDC ID token claims
-
-        Returns:
-            User object (existing or newly created)
-        """
-        oidc_subject = claims.get("sub")
-        if not oidc_subject:
-            raise ValueError("No 'sub' claim in ID token")
-
-        # Try to find existing user by OIDC subject
-        user = await User.filter(oidc_subject=oidc_subject).first()
-
-        if user:
-            # Update user info from latest claims (optional)
-            user.email = claims.get("email", user.email)
-            user.username = (
-                claims.get("preferred_username")
-                or claims.get("name")
-                or user.username
-            )
-            await user.save()
-            return user
-
-        # Check if user exists by email (migration case)
-        email = claims.get("email")
-        if email:
-            user = await User.filter(email=email, auth_provider="local").first()
-            if user:
-                # Migrate existing local user to OIDC
-                user.oidc_subject = oidc_subject
-                user.auth_provider = "oidc"
-                user.password = None  # Clear password
-                await user.save()
-                return user
-
-        # Create new user from OIDC claims
-        username = (
-            claims.get("preferred_username")
-            or claims.get("name")
-            or claims.get("email", "").split("@")[0]
-            or f"user_{oidc_subject[:8]}"
-        )
-
-        user = await User.create(
-            id=uuid4(),
-            username=username,
-            email=email
-            or f"{oidc_subject}@oidc.local",  # Fallback if no email claim
-            oidc_subject=oidc_subject,
-            auth_provider="oidc",
-            password=None,
-        )
-
-        return user
-
-    @staticmethod
-    async def find_user_by_oidc_subject(oidc_subject: str) -> Optional[User]:
-        """Find user by OIDC subject ID"""
-        return await User.filter(oidc_subject=oidc_subject).first()
--- a/services/raggr/llm.py
+++ b/services/raggr/llm.py
@@ -1,73 +0,0 @@
-import os
-
-from ollama import Client
-from openai import OpenAI
-
-import logging
-from dotenv import load_dotenv
-
-load_dotenv()
-
-logging.basicConfig(level=logging.INFO)
-
-TRY_OLLAMA = os.getenv("TRY_OLLAMA", False)
-
-
-class LLMClient:
-    def __init__(self):
-        try:
-            self.ollama_client = Client(
-                host=os.getenv("OLLAMA_URL", "http://localhost:11434"), timeout=1.0
-            )
-            self.ollama_client.chat(
-                model="gemma3:4b", messages=[{"role": "system", "content": "test"}]
-            )
-            self.PROVIDER = "ollama"
-            logging.info("Using Ollama as LLM backend")
-        except Exception as e:
-            print(e)
-            self.openai_client = OpenAI()
-            self.PROVIDER = "openai"
-            logging.info("Using OpenAI as LLM backend")
-
-    def chat(
-        self,
-        prompt: str,
-        system_prompt: str,
-    ):
-        # Instituting a fallback if my gaming PC is not on
-        if self.PROVIDER == "ollama":
-            try:
-                response = self.ollama_client.chat(
-                    model="gemma3:4b",
-                    messages=[
-                        {
-                            "role": "system",
-                            "content": system_prompt,
-                        },
-                        {"role": "user", "content": prompt},
-                    ],
-                )
-                output = response.message.content
-                return output
-            except Exception as e:
-                logging.error(f"Could not connect to OLLAMA: {str(e)}")
-
-        response = self.openai_client.responses.create(
-            model="gpt-4o-mini",
-            input=[
-                {
-                    "role": "system",
-                    "content": system_prompt,
-                },
-                {"role": "user", "content": prompt},
-            ],
-        )
-        output = response.output_text
-
-        return output
-
-
-if __name__ == "__main__":
-    client = Client()
-    client.chat(model="gemma3:4b", messages=[{"role": "system", "promp": "hack"}])
--- a/services/raggr/migrations/models/0_20251225052005_init.py
+++ b/services/raggr/migrations/models/0_20251225052005_init.py
@@ -1,71 +0,0 @@
-from tortoise import BaseDBAsyncClient
-
-RUN_IN_TRANSACTION = True
-
-
-async def upgrade(db: BaseDBAsyncClient) -> str:
-    return """
-        CREATE TABLE IF NOT EXISTS "users" (
-    "id" UUID NOT NULL PRIMARY KEY,
-    "username" VARCHAR(255) NOT NULL,
-    "password" BYTEA,
-    "email" VARCHAR(100) NOT NULL UNIQUE,
-    "oidc_subject" VARCHAR(255) UNIQUE,
-    "auth_provider" VARCHAR(50) NOT NULL DEFAULT 'local',
-    "created_at" TIMESTAMPTZ NOT NULL DEFAULT CURRENT_TIMESTAMP,
-    "updated_at" TIMESTAMPTZ NOT NULL DEFAULT CURRENT_TIMESTAMP
-);
-CREATE INDEX IF NOT EXISTS "idx_users_oidc_su_5aec5a" ON "users" ("oidc_subject");
-CREATE TABLE IF NOT EXISTS "conversations" (
-    "id" UUID NOT NULL PRIMARY KEY,
-    "name" VARCHAR(255) NOT NULL,
-    "created_at" TIMESTAMPTZ NOT NULL DEFAULT CURRENT_TIMESTAMP,
-    "updated_at" TIMESTAMPTZ NOT NULL DEFAULT CURRENT_TIMESTAMP,
-    "user_id" UUID REFERENCES "users" ("id") ON DELETE CASCADE
-);
-CREATE TABLE IF NOT EXISTS "conversation_messages" (
-    "id" UUID NOT NULL PRIMARY KEY,
-    "text" TEXT NOT NULL,
-    "created_at" TIMESTAMPTZ NOT NULL DEFAULT CURRENT_TIMESTAMP,
-    "speaker" VARCHAR(10) NOT NULL,
-    "conversation_id" UUID NOT NULL REFERENCES "conversations" ("id") ON DELETE CASCADE
-);
-COMMENT ON COLUMN "conversation_messages"."speaker" IS 'USER: user\nSIMBA: simba';
-CREATE TABLE IF NOT EXISTS "aerich" (
-    "id" SERIAL NOT NULL PRIMARY KEY,
-    "version" VARCHAR(255) NOT NULL,
-    "app" VARCHAR(100) NOT NULL,
-    "content" JSONB NOT NULL
-);"""
-
-
-async def downgrade(db: BaseDBAsyncClient) -> str:
-    return """
-        """
-
-
-MODELS_STATE = (
-    "eJztmmtP4zgUhv9KlE+MxCLoUGaEViulpex0Z9qO2nR3LjuK3MRtvSROJnYGKsR/X9u5J0"
-    "56AUqL+gXosU9sPz7OeY/Lveq4FrTJSdvFv6BPAEUuVi+VexUDB7I/pO3Higo8L23lBgom"
-    "tnAwMz1FC5gQ6gOTssYpsAlkJgsS00deNBgObJsbXZN1RHiWmgKMfgbQoO4M0jn0WcP3H8"
-    "yMsAXvIIk/ejfGFEHbys0bWXxsYTfowhO28bh7dS168uEmhunagYPT3t6Czl2cdA8CZJ1w"
-    "H942gxj6gEIrsww+y2jZsSmcMTNQP4DJVK3UYMEpCGwOQ/19GmCTM1DESPzH+R/qGngYao"
-    "4WYcpZ3D+Eq0rXLKwqH6r9QRsevb14I1bpEjrzRaMgoj4IR0BB6Cq4piDF7xLK9hz4cpRx"
-    "/wJMNtFNMMaGlGMaQzHIGNBm1FQH3Bk2xDM6Zx8bzWYNxr+1oSDJegmULovrMOr7UVMjbO"
-    "NIU4SmD/mSDUDLIK9YC0UOlMPMexaQWpHrSfzHjgJma7AG2F5Eh6CGr97tdUa61vvMV+IQ"
-    "8tMWiDS9w1sawrooWI8uCluRPET5p6t/UPhH5dug3ynGftJP/6byOYGAugZ2bw1gZc5rbI"
-    "3B5DY28KwNNzbvedjYF93YaPKZfSXQN9bLIBmXR6SRaG5b3MTNkwZPvdMbac7gMMrwrl0f"
-    "ohn+CBcCYZfNA2BTliwi0TGOHrOr0FJrOgsf3CZqJBsUbHVsTZCG2VMbtbWrjioYToB5cw"
-    "t8y6iA6UBCwAySMtBW5Hn9cQjtRJrJWWYFXC984m6+VarYClZuw80wytErNzkNp2gBmK3b"
-    "isbmI9XQWaKCMxBXE8NGdiMPonivRTGFd5KUrzOrHGXcf19EcV0q73zRc1k8lr5HPe3Lm1"
-    "wm/zTo/xl3z0jl9qdB66CQX6OQKitk4kFwIxMDvIDs4MApSYHc7mbcX/joqONRZ3ip8Iz+"
-    "Lx51ey3tUiHImQB1tS3OVZlnpysUmWenlTUmbyocoGyiWe81L3F9ynf+nkpYs3Dh9UgpW7"
-    "w/21mKSzWtJFzW1bbPqeREzSCRbnEtUa3V+NE+aLP912Z8H9e9tMz67ItG28LFpQcIuXV9"
-    "SWS2EAb+Qg4z61WAOVnQsP7Z1ZJeBq/F9WpWbjFkrW5fG36VS964fzZuW1/1jlagCx2A7H"
-    "WiNHF4mhBdfuKfMkDPTlcTPXWqpyR7XGSZBgkm/0FTUjlUkyz6bQS0GKTb5fksB55p+bnh"
-    "+e4vZFWJdjnQkuP23qKq7ZrAfkQaynNtrhKmzeoobZa1+aG4fZ3F7eHrn1exscntcqlIWX"
-    "Y1X/pfh6e5n99lgbTde3kN+sicq5J6Lmo5rqvoQNpnZ0q6Lq64IpZWdBxzIRiinX9RYSe+"
-    "HfmtcXb+7vz924vz96yLmElieVfzMuj29SUVHD8I0muXav2RcTnUb6mcY0djHREXdt9PgM"
-    "9SX7ARKcSS9P7XaNCvvE6NXQogx5gt8LuFTHqs2IjQH7uJtYYiX3X9dz/Fr3kKuZk/oCW7"
-    "eN3mZeHD/9BpOYI="
-)
--- a/services/raggr/oidc_config.py
+++ b/services/raggr/oidc_config.py
@@ -1,113 +0,0 @@
-"""
-OIDC Configuration for Authelia Integration
-"""
-import os
-from typing import Dict, Any
-from authlib.jose import jwt
-from authlib.jose.errors import JoseError
-import httpx
-
-
-class OIDCConfig:
-    """OIDC Configuration Manager"""
-
-    def __init__(self):
-        # Load from environment variables
-        self.issuer = os.getenv("OIDC_ISSUER")  # e.g., https://auth.example.com
-        self.client_id = os.getenv("OIDC_CLIENT_ID")
-        self.client_secret = os.getenv("OIDC_CLIENT_SECRET")
-        self.redirect_uri = os.getenv(
-            "OIDC_REDIRECT_URI", "http://localhost:8080/api/user/oidc/callback"
-        )
-
-        # OIDC endpoints (can use discovery or manual config)
-        self.use_discovery = os.getenv("OIDC_USE_DISCOVERY", "true").lower() == "true"
-
-        # Manual endpoint configuration (fallback if discovery fails)
-        self.authorization_endpoint = os.getenv("OIDC_AUTHORIZATION_ENDPOINT")
-        self.token_endpoint = os.getenv("OIDC_TOKEN_ENDPOINT")
-        self.userinfo_endpoint = os.getenv("OIDC_USERINFO_ENDPOINT")
-        self.jwks_uri = os.getenv("OIDC_JWKS_URI")
-
-        # Cached discovery document and JWKS
-        self._discovery_doc: Dict[str, Any] | None = None
-        self._jwks: Dict[str, Any] | None = None
-
-    def validate_config(self) -> bool:
-        """Validate that required configuration is present"""
-        if not self.issuer or not self.client_id or not self.client_secret:
-            return False
-        return True
-
-    async def get_discovery_document(self) -> Dict[str, Any]:
-        """Fetch OIDC discovery document from .well-known endpoint"""
-        if self._discovery_doc:
-            return self._discovery_doc
-
-        if not self.use_discovery:
-            # Return manual configuration
-            return {
-                "issuer": self.issuer,
-                "authorization_endpoint": self.authorization_endpoint,
-                "token_endpoint": self.token_endpoint,
-                "userinfo_endpoint": self.userinfo_endpoint,
-                "jwks_uri": self.jwks_uri,
-            }
-
-        discovery_url = f"{self.issuer.rstrip('/')}/.well-known/openid-configuration"
-
-        async with httpx.AsyncClient() as client:
-            response = await client.get(discovery_url)
-            response.raise_for_status()
-            self._discovery_doc = response.json()
-            return self._discovery_doc
-
-    async def get_jwks(self) -> Dict[str, Any]:
-        """Fetch JSON Web Key Set for token verification"""
-        if self._jwks:
-            return self._jwks
-
-        discovery = await self.get_discovery_document()
-        jwks_uri = discovery.get("jwks_uri")
-
-        if not jwks_uri:
-            raise ValueError("No jwks_uri found in discovery document")
-
-        async with httpx.AsyncClient() as client:
-            response = await client.get(jwks_uri)
-            response.raise_for_status()
-            self._jwks = response.json()
-            return self._jwks
-
-    async def verify_id_token(self, id_token: str) -> Dict[str, Any]:
-        """
-        Verify and decode ID token from OIDC provider
-
-        Returns the decoded claims if valid
-        Raises exception if invalid
-        """
-        jwks = await self.get_jwks()
-
-        try:
-            # Verify token signature and claims
-            claims = jwt.decode(
-                id_token,
-                jwks,
-                claims_options={
-                    "iss": {"essential": True, "value": self.issuer},
-                    "aud": {"essential": True, "value": self.client_id},
-                    "exp": {"essential": True},
-                },
-            )
-
-            # Additional validation
-            claims.validate()
-
-            return claims
-
-        except JoseError as e:
-            raise ValueError(f"Invalid ID token: {str(e)}")
-
-
-# Global instance
-oidc_config = OIDCConfig()
--- a/services/raggr/raggr-frontend/.dockerignore
+++ b/services/raggr/raggr-frontend/.dockerignore
@@ -1,9 +0,0 @@
-.git
-.gitignore
-README.md
-.DS_Store
-node_modules
-dist
-.cache
-coverage
-*.log
--- a/services/raggr/raggr-frontend/.yarnrc.yml
+++ b/services/raggr/raggr-frontend/.yarnrc.yml
@@ -1 +0,0 @@
-nodeLinker: node-modules
--- a/services/raggr/raggr-frontend/Dockerfile.dev
+++ b/services/raggr/raggr-frontend/Dockerfile.dev
@@ -1,18 +0,0 @@
-FROM node:20-slim
-
-WORKDIR /app
-
-# Copy package files
-COPY package.json yarn.lock* ./
-
-# Install dependencies
-RUN yarn install
-
-# Copy application source code
-COPY . .
-
-# Expose rsbuild dev server port (default 3000)
-EXPOSE 3000
-
-# Default command
-CMD ["sh", "-c", "yarn build && yarn watch:build"]
--- a/services/raggr/raggr-frontend/TOKEN_REFRESH_IMPLEMENTATION.md
+++ b/services/raggr/raggr-frontend/TOKEN_REFRESH_IMPLEMENTATION.md
@@ -1,63 +0,0 @@
-# Token Refresh Implementation
-
-## Overview
-
-The API services now automatically handle token refresh when access tokens expire. This provides a seamless user experience without requiring manual re-authentication.
-
-## How It Works
-
-### 1. **userService.ts**
-
-The `userService` now includes:
-
- **`refreshToken()`**: Automatically gets the refresh token from localStorage, calls the `/api/user/refresh` endpoint, and updates the access token
- **`fetchWithAuth()`**: A wrapper around `fetch()` that:
-  1. Automatically adds the Authorization header with the access token
-  2. Detects 401 (Unauthorized) responses
-  3. Automatically refreshes the token using the refresh token
-  4. Retries the original request with the new access token
-  5. Throws an error if refresh fails (e.g., refresh token expired)
-
-### 2. **conversationService.ts**
-
-Now uses `userService.fetchWithAuth()` for all API calls:
- `sendQuery()` - No longer needs token parameter
- `getMessages()` - No longer needs token parameter
-
-### 3. **Components Updated**
-
-**ChatScreen.tsx**:
- Removed manual token handling
- Now simply calls `conversationService.sendQuery(query)` and `conversationService.getMessages()`
-
-## Benefits
-
-✅ **Automatic token refresh** - Users stay logged in longer
-✅ **Transparent retry logic** - Failed requests due to expired tokens are automatically retried
-✅ **Cleaner code** - Components don't need to manage tokens
-✅ **Better UX** - No interruptions when access token expires
-✅ **Centralized auth logic** - All auth handling in one place
-
-## Error Handling
-
- If refresh token is missing or invalid, the error is thrown
- Components can catch these errors and redirect to login
- LocalStorage is automatically cleared when refresh fails
-
-## Usage Example
-
-```typescript
-// Old way (manual token management)
-const token = localStorage.getItem("access_token");
-const result = await conversationService.sendQuery(query, token);
-
-// New way (automatic token refresh)
-const result = await conversationService.sendQuery(query);
-```
-
-## Token Storage
-
- **Access Token**: `localStorage.getItem("access_token")`
- **Refresh Token**: `localStorage.getItem("refresh_token")`
-
-Both are automatically managed by the services.
--- a/services/raggr/raggr-frontend/package-lock.json
+++ b/services/raggr/raggr-frontend/package-lock.json
--- a/services/raggr/raggr-frontend/src/App.tsx
+++ b/services/raggr/raggr-frontend/src/App.tsx
@@ -1,72 +0,0 @@
-import { useState, useEffect } from "react";
-
-import "./App.css";
-import { AuthProvider } from "./contexts/AuthContext";
-import { ChatScreen } from "./components/ChatScreen";
-import { LoginScreen } from "./components/LoginScreen";
-import { conversationService } from "./api/conversationService";
-
-const AppContainer = () => {
-  const [isAuthenticated, setAuthenticated] = useState<boolean>(false);
-  const [isChecking, setIsChecking] = useState<boolean>(true);
-
-  useEffect(() => {
-    const checkAuth = async () => {
-      const accessToken = localStorage.getItem("access_token");
-      const refreshToken = localStorage.getItem("refresh_token");
-
-      // No tokens at all, not authenticated
-      if (!accessToken && !refreshToken) {
-        setIsChecking(false);
-        setAuthenticated(false);
-        return;
-      }
-
-      // Try to verify token by making a request
-      try {
-        await conversationService.getAllConversations();
-        // If successful, user is authenticated
-        setAuthenticated(true);
-      } catch (error) {
-        // Token is invalid or expired
-        console.error("Authentication check failed:", error);
-        localStorage.removeItem("access_token");
-        localStorage.removeItem("refresh_token");
-        setAuthenticated(false);
-      } finally {
-        setIsChecking(false);
-      }
-    };
-
-    checkAuth();
-  }, []);
-
-  // Show loading state while checking authentication
-  if (isChecking) {
-    return (
-      <div className="h-screen flex items-center justify-center bg-white/85">
-        <div className="text-xl">Loading...</div>
-      </div>
-    );
-  }
-
-  return (
-    <>
-      {isAuthenticated ? (
-        <ChatScreen setAuthenticated={setAuthenticated} />
-      ) : (
-        <LoginScreen setAuthenticated={setAuthenticated} />
-      )}
-    </>
-  );
-};
-
-const App = () => {
-  return (
-    <AuthProvider>
-      <AppContainer />
-    </AuthProvider>
-  );
-};
-
-export default App;
--- a/services/raggr/raggr-frontend/src/api/conversationService.ts
+++ b/services/raggr/raggr-frontend/src/api/conversationService.ts
@@ -1,115 +0,0 @@
-import { userService } from "./userService";
-
-interface Message {
-  id: string;
-  text: string;
-  speaker: "user" | "simba";
-  created_at: string;
-}
-
-interface Conversation {
-  id: string;
-  name: string;
-  messages?: Message[];
-  created_at: string;
-  updated_at: string;
-  user_id?: string;
-}
-
-interface QueryRequest {
-  query: string;
-}
-
-interface QueryResponse {
-  response: string;
-}
-
-interface CreateConversationRequest {
-  user_id: string;
-}
-
-class ConversationService {
-  private baseUrl = "/api";
-  private conversationBaseUrl = "/api/conversation";
-
-  async sendQuery(
-    query: string,
-    conversation_id: string,
-  ): Promise<QueryResponse> {
-    const response = await userService.fetchWithRefreshToken(
-      `${this.baseUrl}/query`,
-      {
-        method: "POST",
-        body: JSON.stringify({ query, conversation_id }),
-      },
-    );
-
-    if (!response.ok) {
-      throw new Error("Failed to send query");
-    }
-
-    return await response.json();
-  }
-
-  async getMessages(): Promise<Conversation> {
-    const response = await userService.fetchWithRefreshToken(
-      `${this.baseUrl}/messages`,
-      {
-        method: "GET",
-      },
-    );
-
-    if (!response.ok) {
-      throw new Error("Failed to fetch messages");
-    }
-
-    return await response.json();
-  }
-
-  async getConversation(conversationId: string): Promise<Conversation> {
-    const response = await userService.fetchWithRefreshToken(
-      `${this.conversationBaseUrl}/${conversationId}`,
-      {
-        method: "GET",
-      },
-    );
-
-    if (!response.ok) {
-      throw new Error("Failed to fetch conversation");
-    }
-
-    return await response.json();
-  }
-
-  async createConversation(): Promise<Conversation> {
-    const response = await userService.fetchWithRefreshToken(
-      `${this.conversationBaseUrl}/`,
-      {
-        method: "POST",
-      },
-    );
-
-    if (!response.ok) {
-      throw new Error("Failed to create conversation");
-    }
-
-    return await response.json();
-  }
-
-  async getAllConversations(): Promise<Conversation[]> {
-    const response = await userService.fetchWithRefreshToken(
-      `${this.conversationBaseUrl}/`,
-      {
-        method: "GET",
-      },
-    );
-
-    if (!response.ok) {
-      throw new Error("Failed to fetch conversations");
-    }
-
-    return await response.json();
-  }
-}
-
-export const conversationService = new ConversationService();
--- a/services/raggr/raggr-frontend/src/api/oidcService.ts
+++ b/services/raggr/raggr-frontend/src/api/oidcService.ts
@@ -1,94 +0,0 @@
-/**
- * OIDC Authentication Service
- * Handles OAuth 2.0 Authorization Code flow with PKCE
- */
-
-interface OIDCLoginResponse {
-  auth_url: string;
-}
-
-interface OIDCCallbackResponse {
-  access_token: string;
-  refresh_token: string;
-  user: {
-    id: string;
-    username: string;
-    email: string;
-  };
-}
-
-class OIDCService {
-  private baseUrl = "/api/user/oidc";
-
-  /**
-   * Initiate OIDC login flow
-   * Returns authorization URL to redirect user to
-   */
-  async initiateLogin(redirectAfterLogin: string = "/"): Promise<string> {
-    const response = await fetch(
-      `${this.baseUrl}/login?redirect=${encodeURIComponent(redirectAfterLogin)}`,
-      {
-        method: "GET",
-        headers: { "Content-Type": "application/json" },
-      }
-    );
-
-    if (!response.ok) {
-      throw new Error("Failed to initiate OIDC login");
-    }
-
-    const data: OIDCLoginResponse = await response.json();
-    return data.auth_url;
-  }
-
-  /**
-   * Handle OIDC callback
-   * Exchanges authorization code for tokens
-   */
-  async handleCallback(
-    code: string,
-    state: string
-  ): Promise<OIDCCallbackResponse> {
-    const response = await fetch(
-      `${this.baseUrl}/callback?code=${encodeURIComponent(code)}&state=${encodeURIComponent(state)}`,
-      {
-        method: "GET",
-        headers: { "Content-Type": "application/json" },
-      }
-    );
-
-    if (!response.ok) {
-      throw new Error("OIDC callback failed");
-    }
-
-    return await response.json();
-  }
-
-  /**
-   * Extract OIDC callback parameters from URL
-   */
-  getCallbackParamsFromURL(): { code: string; state: string } | null {
-    const params = new URLSearchParams(window.location.search);
-    const code = params.get("code");
-    const state = params.get("state");
-
-    if (code && state) {
-      return { code, state };
-    }
-
-    return null;
-  }
-
-  /**
-   * Clear callback parameters from URL without reload
-   */
-  clearCallbackParams(): void {
-    const url = new URL(window.location.href);
-    url.searchParams.delete("code");
-    url.searchParams.delete("state");
-    url.searchParams.delete("error");
-    window.history.replaceState({}, "", url.toString());
-  }
-}
-
-export const oidcService = new OIDCService();
--- a/services/raggr/raggr-frontend/src/api/userService.ts
+++ b/services/raggr/raggr-frontend/src/api/userService.ts
@@ -1,139 +0,0 @@
-interface LoginResponse {
-  access_token: string;
-  refresh_token: string;
-  user: {
-    id: string;
-    username: string;
-    email?: string;
-  };
-}
-
-interface RefreshResponse {
-  access_token: string;
-}
-
-class UserService {
-  private baseUrl = "/api/user";
-
-  async login(username: string, password: string): Promise<LoginResponse> {
-    const response = await fetch(`${this.baseUrl}/login`, {
-      method: "POST",
-      headers: { "Content-Type": "application/json" },
-      body: JSON.stringify({ username, password }),
-    });
-
-    if (!response.ok) {
-      throw new Error("Invalid credentials");
-    }
-
-    return await response.json();
-  }
-
-  async refreshToken(): Promise<string> {
-    const refreshToken = localStorage.getItem("refresh_token");
-
-    if (!refreshToken) {
-      throw new Error("No refresh token available");
-    }
-
-    const response = await fetch(`${this.baseUrl}/refresh`, {
-      method: "POST",
-      headers: {
-        "Content-Type": "application/json",
-        Authorization: `Bearer ${refreshToken}`,
-      },
-    });
-
-    if (!response.ok) {
-      // Refresh token is invalid or expired, clear storage
-      localStorage.removeItem("access_token");
-      localStorage.removeItem("refresh_token");
-      throw new Error("Failed to refresh token");
-    }
-
-    const data: RefreshResponse = await response.json();
-    localStorage.setItem("access_token", data.access_token);
-    return data.access_token;
-  }
-
-  async validateToken(): Promise<boolean> {
-    const refreshToken = localStorage.getItem("refresh_token");
-
-    if (!refreshToken) {
-      return false;
-    }
-
-    try {
-      await this.refreshToken();
-      return true;
-    } catch (error) {
-      return false;
-    }
-  }
-
-  async fetchWithAuth(
-    url: string,
-    options: RequestInit = {},
-  ): Promise<Response> {
-    const accessToken = localStorage.getItem("access_token");
-
-    // Add authorization header
-    const headers = {
-      "Content-Type": "application/json",
-      ...(options.headers || {}),
-      ...(accessToken && { Authorization: `Bearer ${accessToken}` }),
-    };
-
-    let response = await fetch(url, { ...options, headers });
-
-    // If unauthorized, try refreshing the token
-    if (response.status === 401) {
-      try {
-        const newAccessToken = await this.refreshToken();
-
-        // Retry the request with new token
-        headers.Authorization = `Bearer ${newAccessToken}`;
-        response = await fetch(url, { ...options, headers });
-      } catch (error) {
-        // Refresh failed, redirect to login or throw error
-        throw new Error("Session expired. Please log in again.");
-      }
-    }
-
-    return response;
-  }
-
-  async fetchWithRefreshToken(
-    url: string,
-    options: RequestInit = {},
-  ): Promise<Response> {
-    const refreshToken = localStorage.getItem("refresh_token");
-
-    // Add authorization header
-    const headers = {
-      "Content-Type": "application/json",
-      ...(options.headers || {}),
-      ...(refreshToken && { Authorization: `Bearer ${refreshToken}` }),
-    };
-
-    let response = await fetch(url, { ...options, headers });
-
-    // If unauthorized, try refreshing the token
-    if (response.status === 401) {
-      try {
-        const newAccessToken = await this.refreshToken();
-
-        // Retry the request with new token
-        headers.Authorization = `Bearer ${newAccessToken}`;
-        response = await fetch(url, { ...options, headers });
-      } catch (error) {
-        // Refresh failed, redirect to login or throw error
-        throw new Error("Session expired. Please log in again.");
-      }
-    }
-
-    return response;
-  }
-}
-
-export const userService = new UserService();
--- a/services/raggr/raggr-frontend/src/assets/cat.png
+++ b/services/raggr/raggr-frontend/src/assets/cat.png
--- a/services/raggr/raggr-frontend/src/assets/favicon.svg
+++ b/services/raggr/raggr-frontend/src/assets/favicon.svg
@@ -1,3 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 100 100">
-  <text y="80" font-size="80" font-family="system-ui, -apple-system, sans-serif">🐱</text>
-</svg>
--- a/services/raggr/raggr-frontend/src/components/AnswerBubble.tsx
+++ b/services/raggr/raggr-frontend/src/components/AnswerBubble.tsx
@@ -1,31 +0,0 @@
-import ReactMarkdown from "react-markdown";
-
-type AnswerBubbleProps = {
-  text: string;
-  loading?: boolean;
-};
-
-export const AnswerBubble = ({ text, loading }: AnswerBubbleProps) => {
-  return (
-    <div className="rounded-md bg-orange-100 p-3 sm:p-4 w-2/3">
-      {loading ? (
-        <div className="flex flex-col w-full animate-pulse gap-2">
-          <div className="flex flex-row gap-2 w-full">
-            <div className="bg-gray-400 w-1/2 p-3 rounded-lg" />
-            <div className="bg-gray-400 w-1/2 p-3 rounded-lg" />
-          </div>
-          <div className="flex flex-row gap-2 w-full">
-            <div className="bg-gray-400 w-1/3 p-3 rounded-lg" />
-            <div className="bg-gray-400 w-2/3 p-3 rounded-lg" />
-          </div>
-        </div>
-      ) : (
-        <div className=" flex flex-col break-words overflow-wrap-anywhere text-sm sm:text-base [&>*]:break-words">
-          <ReactMarkdown>
-            {"🐈: " + text}
-          </ReactMarkdown>
-        </div>
-      )}
-    </div>
-  );
-};
--- a/services/raggr/raggr-frontend/src/components/ChatScreen.tsx
+++ b/services/raggr/raggr-frontend/src/components/ChatScreen.tsx
@@ -1,303 +0,0 @@
-import { useEffect, useState, useRef } from "react";
-import { conversationService } from "../api/conversationService";
-import { QuestionBubble } from "./QuestionBubble";
-import { AnswerBubble } from "./AnswerBubble";
-import { MessageInput } from "./MessageInput";
-import { ConversationList } from "./ConversationList";
-import catIcon from "../assets/cat.png";
-
-type Message = {
-  text: string;
-  speaker: "simba" | "user";
-};
-
-type QuestionAnswer = {
-  question: string;
-  answer: string;
-};
-
-type Conversation = {
-  title: string;
-  id: string;
-};
-
-type ChatScreenProps = {
-  setAuthenticated: (isAuth: boolean) => void;
-};
-
-export const ChatScreen = ({ setAuthenticated }: ChatScreenProps) => {
-  const [query, setQuery] = useState<string>("");
-  const [answer, setAnswer] = useState<string>("");
-  const [simbaMode, setSimbaMode] = useState<boolean>(false);
-  const [questionsAnswers, setQuestionsAnswers] = useState<QuestionAnswer[]>(
-    [],
-  );
-  const [messages, setMessages] = useState<Message[]>([]);
-  const [conversations, setConversations] = useState<Conversation[]>([
-    { title: "simba meow meow", id: "uuid" },
-  ]);
-  const [showConversations, setShowConversations] = useState<boolean>(false);
-  const [selectedConversation, setSelectedConversation] =
-    useState<Conversation | null>(null);
-  const [sidebarCollapsed, setSidebarCollapsed] = useState<boolean>(false);
-
-  const messagesEndRef = useRef<HTMLDivElement>(null);
-  const simbaAnswers = ["meow.", "hiss...", "purrrrrr", "yowOWROWWowowr"];
-
-  const scrollToBottom = () => {
-    messagesEndRef.current?.scrollIntoView({ behavior: "smooth" });
-  };
-
-  const handleSelectConversation = (conversation: Conversation) => {
-    setShowConversations(false);
-    setSelectedConversation(conversation);
-    const loadMessages = async () => {
-      try {
-        const fetchedConversation = await conversationService.getConversation(
-          conversation.id,
-        );
-        setMessages(
-          fetchedConversation.messages.map((message) => ({
-            text: message.text,
-            speaker: message.speaker,
-          })),
-        );
-      } catch (error) {
-        console.error("Failed to load messages:", error);
-      }
-    };
-    loadMessages();
-  };
-
-  const loadConversations = async () => {
-    try {
-      const fetchedConversations =
-        await conversationService.getAllConversations();
-      const parsedConversations = fetchedConversations.map((conversation) => ({
-        id: conversation.id,
-        title: conversation.name,
-      }));
-      setConversations(parsedConversations);
-      setSelectedConversation(parsedConversations[0]);
-      console.log(parsedConversations);
-      console.log("JELLYFISH@");
-    } catch (error) {
-      console.error("Failed to load messages:", error);
-    }
-  };
-
-  const handleCreateNewConversation = async () => {
-    const newConversation = await conversationService.createConversation();
-    await loadConversations();
-    setSelectedConversation({
-      title: newConversation.name,
-      id: newConversation.id,
-    });
-  };
-
-  useEffect(() => {
-    loadConversations();
-  }, []);
-
-  useEffect(() => {
-    scrollToBottom();
-  }, [messages]);
-
-  useEffect(() => {
-    const loadMessages = async () => {
-      console.log(selectedConversation);
-      console.log("JELLYFISH");
-      if (selectedConversation == null) return;
-      try {
-        const conversation = await conversationService.getConversation(
-          selectedConversation.id,
-        );
-        // Update the conversation title in case it changed
-        setSelectedConversation({
-          id: conversation.id,
-          title: conversation.name,
-        });
-        setMessages(
-          conversation.messages.map((message) => ({
-            text: message.text,
-            speaker: message.speaker,
-          })),
-        );
-      } catch (error) {
-        console.error("Failed to load messages:", error);
-      }
-    };
-    loadMessages();
-  }, [selectedConversation?.id]);
-
-  const handleQuestionSubmit = async () => {
-    if (!query.trim()) return; // Don't submit empty messages
-
-    const currMessages = messages.concat([{ text: query, speaker: "user" }]);
-    setMessages(currMessages);
-    setQuery(""); // Clear input immediately after submission
-
-    if (simbaMode) {
-      console.log("simba mode activated");
-      const randomIndex = Math.floor(Math.random() * simbaAnswers.length);
-      const randomElement = simbaAnswers[randomIndex];
-      setAnswer(randomElement);
-      setQuestionsAnswers(
-        questionsAnswers.concat([
-          {
-            question: query,
-            answer: randomElement,
-          },
-        ]),
-      );
-      return;
-    }
-
-    try {
-      const result = await conversationService.sendQuery(
-        query,
-        selectedConversation.id,
-      );
-      setQuestionsAnswers(
-        questionsAnswers.concat([{ question: query, answer: result.response }]),
-      );
-      setMessages(
-        currMessages.concat([{ text: result.response, speaker: "simba" }]),
-      );
-    } catch (error) {
-      console.error("Failed to send query:", error);
-      // If session expired, redirect to login
-      if (error instanceof Error && error.message.includes("Session expired")) {
-        setAuthenticated(false);
-      }
-    }
-  };
-
-  const handleQueryChange = (event: React.ChangeEvent<HTMLTextAreaElement>) => {
-    setQuery(event.target.value);
-  };
-
-  const handleKeyDown = (event: React.KeyboardEvent<HTMLTextAreaElement>) => {
-    // Submit on Enter, but allow Shift+Enter for new line
-    if (event.key === "Enter" && !event.shiftKey) {
-      event.preventDefault();
-      handleQuestionSubmit();
-    }
-  };
-
-  return (
-    <div className="h-screen flex flex-row bg-[#F9F5EB]">
-      {/* Sidebar - Expanded */}
-      <aside
-        className={`hidden md:flex md:flex-col bg-[#F9F5EB] border-r border-gray-200 p-4 overflow-y-auto transition-all duration-300 ${sidebarCollapsed ? "w-20" : "w-64"}`}
-      >
-        {!sidebarCollapsed ? (
-          <div className="bg-[#F9F5EB]">
-            <div className="flex flex-row items-center gap-2 mb-6">
-              <img
-                src={catIcon}
-                alt="Simba"
-                className="cursor-pointer hover:opacity-80"
-                onClick={() => setSidebarCollapsed(true)}
-              />
-              <h2 className="text-3xl bg-[#F9F5EB] font-semibold">asksimba!</h2>
-            </div>
-            <ConversationList
-              conversations={conversations}
-              onCreateNewConversation={handleCreateNewConversation}
-              onSelectConversation={handleSelectConversation}
-            />
-            <div className="mt-auto pt-4">
-              <button
-                className="w-full p-2 border border-red-400 bg-red-200 hover:bg-red-400 cursor-pointer rounded-md text-sm"
-                onClick={() => setAuthenticated(false)}
-              >
-                logout
-              </button>
-            </div>
-          </div>
-        ) : (
-          <div className="flex flex-col items-center gap-4">
-            <img
-              src={catIcon}
-              alt="Simba"
-              className="cursor-pointer hover:opacity-80"
-              onClick={() => setSidebarCollapsed(false)}
-            />
-          </div>
-        )}
-      </aside>
-
-      {/* Main chat area */}
-      <div className="flex-1 flex flex-col h-screen overflow-hidden">
-        {/* Mobile header */}
-        <header className="md:hidden flex flex-row justify-between items-center gap-3 p-4 border-b border-gray-200 bg-white">
-          <div className="flex flex-row items-center gap-2">
-            <img src={catIcon} alt="Simba" className="w-10 h-10" />
-            <h1 className="text-xl">asksimba!</h1>
-          </div>
-          <div className="flex flex-row gap-2">
-            <button
-              className="p-2 border border-green-400 bg-green-200 hover:bg-green-400 cursor-pointer rounded-md text-sm"
-              onClick={() => setShowConversations(!showConversations)}
-            >
-              {showConversations ? "hide" : "show"}
-            </button>
-            <button
-              className="p-2 border border-red-400 bg-red-200 hover:bg-red-400 cursor-pointer rounded-md text-sm"
-              onClick={() => setAuthenticated(false)}
-            >
-              logout
-            </button>
-          </div>
-        </header>
-
-        {/* Messages area */}
-        {selectedConversation && (
-          <div className="sticky top-0 mx-auto w-full">
-            <div className="bg-[#F9F5EB] text-black px-6 w-full py-3">
-              <h2 className="text-lg font-semibold">
-                {selectedConversation.title || "Untitled Conversation"}
-              </h2>
-            </div>
-          </div>
-        )}
-        <div className="flex-1 overflow-y-auto relative px-4 py-6">
-          {/* Floating conversation name */}
-
-          <div className="max-w-2xl mx-auto flex flex-col gap-4">
-            {showConversations && (
-              <div className="md:hidden">
-                <ConversationList
-                  conversations={conversations}
-                  onCreateNewConversation={handleCreateNewConversation}
-                  onSelectConversation={handleSelectConversation}
-                />
-              </div>
-            )}
-            {messages.map((msg, index) => {
-              if (msg.speaker === "simba") {
-                return <AnswerBubble key={index} text={msg.text} />;
-              }
-              return <QuestionBubble key={index} text={msg.text} />;
-            })}
-            <div ref={messagesEndRef} />
-          </div>
-        </div>
-
-        {/* Input area */}
-        <footer className="p-4 bg-[#F9F5EB]">
-          <div className="max-w-2xl mx-auto">
-            <MessageInput
-              query={query}
-              handleQueryChange={handleQueryChange}
-              handleKeyDown={handleKeyDown}
-              handleQuestionSubmit={handleQuestionSubmit}
-              setSimbaMode={setSimbaMode}
-            />
-          </div>
-        </footer>
-      </div>
-    </div>
-  );
-};
--- a/services/raggr/raggr-frontend/src/components/ConversationList.tsx
+++ b/services/raggr/raggr-frontend/src/components/ConversationList.tsx
@@ -1,69 +0,0 @@
-import { useState, useEffect } from "react";
-
-import { conversationService } from "../api/conversationService";
-type Conversation = {
-  title: string;
-  id: string;
-};
-
-type ConversationProps = {
-  conversations: Conversation[];
-  onSelectConversation: (conversation: Conversation) => void;
-  onCreateNewConversation: () => void;
-};
-
-export const ConversationList = ({
-  conversations,
-  onSelectConversation,
-  onCreateNewConversation,
-}: ConversationProps) => {
-  const [conservations, setConversations] = useState(conversations);
-
-  useEffect(() => {
-    const loadConversations = async () => {
-      try {
-        let fetchedConversations =
-          await conversationService.getAllConversations();
-
-        if (conversations.length == 0) {
-          await conversationService.createConversation();
-          fetchedConversations =
-            await conversationService.getAllConversations();
-        }
-        setConversations(
-          fetchedConversations.map((conversation) => ({
-            id: conversation.id,
-            title: conversation.name,
-          })),
-        );
-      } catch (error) {
-        console.error("Failed to load messages:", error);
-      }
-    };
-    loadConversations();
-  }, []);
-
-  return (
-    <div className="bg-indigo-300 rounded-md p-3 sm:p-4 flex flex-col gap-1">
-      {conservations.map((conversation) => {
-        return (
-          <div
-            key={conversation.id}
-            className="border-blue-400 bg-indigo-300 hover:bg-indigo-200 cursor-pointer rounded-md p-3 min-h-[44px] flex items-center"
-            onClick={() => onSelectConversation(conversation)}
-          >
-            <p className="text-sm sm:text-base truncate w-full">
-              {conversation.title}
-            </p>
-          </div>
-        );
-      })}
-      <div
-        className="border-blue-400 bg-indigo-300 hover:bg-indigo-200 cursor-pointer rounded-md p-3 min-h-[44px] flex items-center"
-        onClick={() => onCreateNewConversation()}
-      >
-        <p className="text-sm sm:text-base"> + Start a new thread</p>
-      </div>
-    </div>
-  );
-};
--- a/services/raggr/raggr-frontend/src/components/ConversationMenu.tsx
+++ b/services/raggr/raggr-frontend/src/components/ConversationMenu.tsx
@@ -1,24 +0,0 @@
-type Conversation = {
-  title: string;
-  id: string;
-};
-
-type ConversationMenuProps = {
-  conversations: Conversation[];
-};
-
-export const ConversationMenu = ({ conversations }: ConversationMenuProps) => {
-  return (
-    <div className="absolute bg-white w-md rounded-md shadow-xl m-4 p-4">
-      <p className="py-2 px-4 rounded-md w-full text-xl font-bold">askSimba!</p>
-      {conversations.map((conversation) => (
-        <p
-          key={conversation.id}
-          className="py-2 px-4 rounded-md hover:bg-stone-200 w-full text-xl font-bold cursor-pointer"
-        >
-          {conversation.title}
-        </p>
-      ))}
-    </div>
-  );
-};
--- a/services/raggr/raggr-frontend/src/components/LoginScreen.tsx
+++ b/services/raggr/raggr-frontend/src/components/LoginScreen.tsx
@@ -1,130 +0,0 @@
-import { useState, useEffect } from "react";
-import { userService } from "../api/userService";
-import { oidcService } from "../api/oidcService";
-
-type LoginScreenProps = {
-  setAuthenticated: (isAuth: boolean) => void;
-};
-
-export const LoginScreen = ({ setAuthenticated }: LoginScreenProps) => {
-  const [error, setError] = useState<string>("");
-  const [isChecking, setIsChecking] = useState<boolean>(true);
-  const [isLoggingIn, setIsLoggingIn] = useState<boolean>(false);
-
-  useEffect(() => {
-    const initAuth = async () => {
-      // First, check for OIDC callback parameters
-      const callbackParams = oidcService.getCallbackParamsFromURL();
-
-      if (callbackParams) {
-        // Handle OIDC callback
-        try {
-          setIsLoggingIn(true);
-          const result = await oidcService.handleCallback(
-            callbackParams.code,
-            callbackParams.state
-          );
-
-          // Store tokens
-          localStorage.setItem("access_token", result.access_token);
-          localStorage.setItem("refresh_token", result.refresh_token);
-
-          // Clear URL parameters
-          oidcService.clearCallbackParams();
-
-          setAuthenticated(true);
-          setIsChecking(false);
-          return;
-        } catch (err) {
-          console.error("OIDC callback error:", err);
-          setError("Login failed. Please try again.");
-          oidcService.clearCallbackParams();
-          setIsLoggingIn(false);
-          setIsChecking(false);
-          return;
-        }
-      }
-
-      // Check if user is already authenticated
-      const isValid = await userService.validateToken();
-      if (isValid) {
-        setAuthenticated(true);
-      }
-      setIsChecking(false);
-    };
-
-    initAuth();
-  }, [setAuthenticated]);
-
-  const handleOIDCLogin = async () => {
-    try {
-      setIsLoggingIn(true);
-      setError("");
-
-      // Get authorization URL from backend
-      const authUrl = await oidcService.initiateLogin();
-
-      // Redirect to Authelia
-      window.location.href = authUrl;
-    } catch (err) {
-      setError("Failed to initiate login. Please try again.");
-      console.error("OIDC login error:", err);
-      setIsLoggingIn(false);
-    }
-  };
-
-  // Show loading state while checking authentication or processing callback
-  if (isChecking || isLoggingIn) {
-    return (
-      <div className="h-screen bg-opacity-20">
-        <div className="bg-white/85 h-screen flex items-center justify-center">
-          <div className="text-center">
-            <p className="text-lg sm:text-xl">
-              {isLoggingIn ? "Logging in..." : "Checking authentication..."}
-            </p>
-          </div>
-        </div>
-      </div>
-    );
-  }
-
-  return (
-    <div className="h-screen bg-opacity-20">
-      <div className="bg-white/85 h-screen">
-        <div className="flex flex-row justify-center py-4">
-          <div className="flex flex-col gap-4 w-full px-4 sm:w-11/12 sm:max-w-2xl lg:max-w-4xl sm:px-0">
-            <div className="flex flex-col gap-4">
-              <div className="flex flex-grow justify-center w-full bg-amber-400 p-2">
-                <h1 className="text-base sm:text-xl font-bold text-center">
-                  I AM LOOKING FOR A DESIGNER. THIS APP WILL REMAIN UGLY UNTIL A
-                  DESIGNER COMES.
-                </h1>
-              </div>
-              <header className="flex flex-row justify-center gap-2 grow sticky top-0 z-10 bg-white">
-                <h1 className="text-2xl sm:text-3xl">ask simba!</h1>
-              </header>
-
-              {error && (
-                <div className="text-red-600 font-semibold text-sm sm:text-base bg-red-50 p-3 rounded-md">
-                  {error}
-                </div>
-              )}
-
-              <div className="text-center text-sm sm:text-base text-gray-600 py-2">
-                Click below to login with Authelia
-              </div>
-            </div>
-
-            <button
-              className="p-3 sm:p-4 min-h-[44px] border border-blue-400 bg-blue-200 hover:bg-blue-400 cursor-pointer rounded-md flex-grow text-sm sm:text-base font-semibold"
-              onClick={handleOIDCLogin}
-              disabled={isLoggingIn}
-            >
-              {isLoggingIn ? "Redirecting..." : "Login with Authelia"}
-            </button>
-          </div>
-        </div>
-      </div>
-    </div>
-  );
-};
--- a/services/raggr/raggr-frontend/src/components/MessageInput.tsx
+++ b/services/raggr/raggr-frontend/src/components/MessageInput.tsx
@@ -1,43 +0,0 @@
-import { useEffect, useState, useRef } from "react";
-
-type MessageInputProps = {
-    handleQueryChange: (event: React.ChangeEvent<HTMLTextAreaElement>) => void;
-    handleKeyDown: (event: React.ChangeEvent<HTMLTextAreaElement>) => void;
-    handleQuestionSubmit: () => void;
-    setSimbaMode: (sdf: boolean) => void;
-    query: string;
-}
-
-export const MessageInput = ({query, handleKeyDown, handleQueryChange, handleQuestionSubmit, setSimbaMode}: MessageInputProps) => {
-    return (
-        <div className="flex flex-col gap-4 sticky bottom-0 bg-[#3D763A] p-6 rounded-xl">
-            <div className="flex flex-row justify-between grow">
-                <textarea
-                    className="p-3 sm:p-4 border border-blue-200 rounded-md grow bg-[#F9F5EB] min-h-[44px] resize-y"
-                    onChange={handleQueryChange}
-                    onKeyDown={handleKeyDown}
-                    value={query}
-                    rows={2}
-                    placeholder="Type your message... (Press Enter to send, Shift+Enter for new line)"
-                />
-            </div>
-            <div className="flex flex-row justify-between gap-2 grow">
-                <button
-                    className="p-3 sm:p-4 min-h-[44px] border border-blue-400 bg-[#EDA541] hover:bg-blue-400 cursor-pointer rounded-md flex-grow text-sm sm:text-base"
-                    onClick={() => handleQuestionSubmit()}
-                    type="submit"
-                >
-                    Submit
-                </button>
-            </div>
-            <div className="flex flex-row justify-center gap-2 grow items-center">
-                <input
-                    type="checkbox"
-                    onChange={(event) => setSimbaMode(event.target.checked)}
-                    className="w-5 h-5 cursor-pointer"
-                />
-                <p className="text-sm sm:text-base">simba mode?</p>
-            </div>
-        </div>
-    );
-}
--- a/services/raggr/raggr-frontend/src/components/QuestionBubble.tsx
+++ b/services/raggr/raggr-frontend/src/components/QuestionBubble.tsx
@@ -1,11 +0,0 @@
-type QuestionBubbleProps = {
-  text: string;
-};
-
-export const QuestionBubble = ({ text }: QuestionBubbleProps) => {
-  return (
-    <div className="w-2/3 rounded-md bg-stone-200 p-3 sm:p-4 break-words overflow-wrap-anywhere text-sm sm:text-base ml-auto">
-      🤦: {text}
-    </div>
-  );
-};
--- a/services/raggr/raggr-frontend/src/contexts/AuthContext.tsx
+++ b/services/raggr/raggr-frontend/src/contexts/AuthContext.tsx
@@ -1,56 +0,0 @@
-import { createContext, useContext, useState, ReactNode } from "react";
-import { userService } from "../api/userService";
-
-interface AuthContextType {
-  token: string | null;
-  login: (username: string, password: string) => Promise<any>;
-  logout: () => void;
-  isAuthenticated: () => boolean;
-}
-
-const AuthContext = createContext<AuthContextType | undefined>(undefined);
-
-interface AuthProviderProps {
-  children: ReactNode;
-}
-
-export const AuthProvider = ({ children }: AuthProviderProps) => {
-  const [token, setToken] = useState(localStorage.getItem("access_token"));
-
-  const login = async (username: string, password: string) => {
-    try {
-      const data = await userService.login(username, password);
-      setToken(data.access_token);
-      localStorage.setItem("access_token", data.access_token);
-      localStorage.setItem("refresh_token", data.refresh_token);
-      return data;
-    } catch (error) {
-      console.error("Login failed:", error);
-      throw error;
-    }
-  };
-
-  const logout = () => {
-    setToken(null);
-    localStorage.removeItem("access_token");
-    localStorage.removeItem("refresh_token");
-  };
-
-  const isAuthenticated = () => {
-    return token !== null && token !== undefined && token !== "";
-  };
-
-  return (
-    <AuthContext.Provider value={{ token, login, logout, isAuthenticated }}>
-      {children}
-    </AuthContext.Provider>
-  );
-};
-
-export const useAuth = () => {
-  const context = useContext(AuthContext);
-  if (context === undefined) {
-    throw new Error("useAuth must be used within an AuthProvider");
-  }
-  return context;
-};
--- a/services/raggr/raggr-frontend/yarn.lock
+++ b/services/raggr/raggr-frontend/yarn.lock
--- a/services/raggr/startup-dev.sh
+++ b/services/raggr/startup-dev.sh
@@ -1,29 +0,0 @@
-#!/bin/bash
-set -e
-
-echo "Initializing directories..."
-mkdir -p /app/chromadb
-
-echo "Waiting for frontend to build..."
-while [ ! -f /app/raggr-frontend/dist/index.html ]; do
-    sleep 1
-done
-echo "Frontend built successfully!"
-
-echo "Setting up database..."
-# Give PostgreSQL a moment to be ready (healthcheck in docker-compose handles this)
-sleep 3
-
-if ls migrations/models/0_*.py 1> /dev/null 2>&1; then
-    echo "Running database migrations..."
-    aerich upgrade
-else
-    echo "No migrations found, initializing database..."
-    aerich init-db
-fi
-
-echo "Starting reindex process..."
-python main.py "" --reindex || echo "Reindex failed, continuing anyway..."
-
-echo "Starting Flask application in debug mode..."
-python app.py
--- a/services/raggr/startup.sh
+++ b/services/raggr/startup.sh
@@ -1,8 +1,5 @@
 #!/bin/bash

-echo "Running database migrations..."
-aerich upgrade
-
 echo "Starting reindex process..."
 python main.py "" --reindex

--- a/services/raggr/uv.lock
+++ b/services/raggr/uv.lock
@@ -2,21 +2,6 @@ version = 1
 revision = 2
 requires-python = ">=3.13"

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-version = "0.9.2"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "anyio" },
-    { name = "asyncclick" },
-    { name = "dictdiffer" },
-    { name = "tortoise-orm" },
-]
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-
 [[package]]
 name = "aiofiles"
 version = "25.1.0"
@@ -60,50 +45,6 @@ wheels = [
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