One safe, schema-defined tool with idempotency patterns.
Written $/1k session estimate at your model tiers; trace IDs across steps.
Shared
Optional multimodal agent
After either capstone.
Accept screenshot/PDF excerpt; choose VLM vs OCR deliberately; keep citations when using text corpus; document five failure modes and how the system degrades.