agentic-ai-engineering/site/labs/l5-observability.md

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# 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.