Please instrument my model with the MCA SDK.

- **model_type:** `{model_type}`
- **model_category:** `{model_category}`
- **Deployment shape:** `{deployment_shape}`
- **LLM access path** (only if generative or agentic): `{llm_access_path}`
- **Model ID / service name / team:** `{model_id}`, `{service_name}`, `{team_name}`

Read `mca_sdk/FOR_AI_ASSISTANTS.md` inside the installed package, follow
the section that matches the declarations above, and apply that pattern
to my code. If any of my declarations conflict with what you see in the
code, **stop and ask me** rather than guessing. Do not auto-mask PHI;
warn me about PHI fields you find and let me sanitize them.
