oncoflow

Manages continuous integration configurations, Ruff lint/formatting runs, local automated Pytest suites, and dependency alignments.

Checks medical data validity, oncology guidelines compliance (TNCD), and verifies patient record grounding to ensure clinical safety.

Manages local docker compose services (Milvus, Mongo), hardware VRAM allocations, GPU configurations, and network isolation.

Designs system prompts, shapes specialized agent personas, configures output schemas, and sets up LLM reasoning and retry behaviors.

Aligns the technical roadmap, patient dashboard interface, and case prioritization logic with French oncology clinical standards.

Develops, modifies, and debugs Python services, LangChain chains, Vector Store connectors, and Streamlit dashboards within the Oncoflow application.

Ensures test coverage metrics, logging context formats (text/json), exception safety, and performance constraints.