## Turn 1

*   `app/main.py`: FastAPI app, registers proxy routes and dashboard pages.
    *   `app/proxy.py`: Handles `/v1/chat/completions`, records metadata, forwards to `llama.cpp`.
    *   `app/store.py`: Handles SQLite insertions (runs, llm_requests).
    *   `app/reports.py`: Aggregates stats from SQLite for dashboard.
    *   `app/redaction.py`: Removes secrets before previews.

    *   *Entry Points:* Where does the user/external system interact with the app?
        *   `app/main.py` (FastAPI routes).
        *   Specifically, the `/v1/chat/completions` endpoint (via `app/proxy.py`).
        *   Dashboard pages (via `app/main.py`).

    *   *Data Flow:* How does data move through the system?
        1.  User Request -> `main.py` -> `proxy.py`.
        2.  `proxy.py` -> `store.py` (logging metadata/requests to SQLite).
        3.  `proxy.py` -> Upstream `llama.cpp` (inference).
        4.  `llama.cpp` -> `proxy.py` -> `store.py` (saving response).
        5.  Dashboard Request -> `main.py` -> `reports.py` -> `store.py` (querying SQLite).
        6.  `redaction.py` is used during the preview/reporting phase to clean data.

    *   *Risky Modules:* Where are the security/reliability vulnerabilities?
        *   `app/proxy.py`: Handles external input, manages upstream connections, and handles sensitive LLM requests.
        *   `app/store.py`: SQL injection risks if not using parameterized queries; data persistence of sensitive LLM inputs.
        *   `app/redaction.py`: If the regex/logic is flawed, secrets might leak to the dashboard.
        *   `app/main.py`: General surface area for web vulnerabilities (CORS, Auth, etc.).

    *   *Entry Points:*
        *   `app/main.py` (FastAPI routes)
        *   `/v1/chat/completions` (Proxy endpoint)
        *   Dashboard pages

    *   *Data Flow:*
        *   Request -> `proxy.py` -> `store.py` (Logging) -> `llama.cpp` (Inference) -> `store.py` (Result storage).
        *   Dashboard Request -> `reports.py` -> `store.py` (Query) -> `redaction.py` (Sanitization) -> UI.

    *   *Risks:*
        *   `proxy.py`: Potential for prompt injection or unauthorized access to the upstream LLM.
        *   `store.py`: SQL injection or unauthorized access to the SQLite database.
        *   `redaction.py`: Failure to catch all secrets (False Negatives) leading to data leakage.
        *   `main.py`: Lack of authentication/authorization on dashboard routes.

    *   JSON format.
    *   Keys: `entry_points`, `data_flow`, `risks`.