Write a short product spec for an AI chat app. Include goals, non-goals, user stories, and success metrics.

You are a helpful assistant. Answer clearly, concisely, and ask clarifying questions when needed.

Review this code for correctness, security, and performance. Provide prioritized fixes with explanations and patches.

Return JSON with keys: summary, risks (array), recommendations (array). Do not include extra keys.