# L5a: Observability **Module**: M5 Production **Files**: starter.py, solution.py ## Objective Trace every tool call + LLM completion to SQLite. ## Concepts Refer to the corresponding module for full concept explanations. ## Starter ```bash cd course/labs/l5-observability/ # Open starter file and fill in the TODOs ``` ## Checkpoints 1. Define SQLite schema for tool_calls and llm_completions 2. Implement ObservabilityTracker class 3. Log tool calls with params, result, duration 4. Log LLM completions with token counts and cost 5. Generate session summary report ## Solution Compare against the solution file after attempting the starter.