BELEL-MED — Sovereign Health AI

Status: Gold-standard, sovereign, evidence-locked blueprint and reference stack.
Date: 2025-10-06 11:11:53Z

BELEL-MED fuses the best of:

Google-style multimodal retrieval & decision support,
Epic-grade workflow integration (SMART-on-FHIR, OMOP, DICOM), and
Cedars-Sinai/K Health triage + longitudinal care orchestration,

…and turns the dial to 11: evidence contracts, region-aware policies, human-in-the-loop, audit-by-default, privacy-first learning.

What’s inside

ONE_PAGER.md — sponsor overview
PRD/ — Engineering PRD, endpoints, and JSON schemas
COMPLIANCE/ — DPIA, Model Cards, Validation plan, PMS, Risk register
GOVERNANCE/ — Evidence Contract spec, Audit ledger spec, OPA policies, Retraction watch
LEGAL/ — License, Attribution & Citation, Provenance/Terms
src/ — API skeleton (FastAPI), orchestrator, ingestion, trust/privacy modules
docs/ — Architecture, Rollout (90-day), Metrics, Roadmap

Core Promise

Every suggestion is traceable, explainable, region-aware, and safe by default.
All outputs must carry an Evidence Contract (citations, uncertainty, rationale, audit hash).

Quickstart (dev)

python -m venv .venv && source .venv/bin/activate
pip install fastapi uvicorn pydantic pydantic-settings python-multipart httpx rich
export BELEL_ENV=dev
uvicorn server.app:app --reload

Open: http://127.0.0.1:8000/docs

Note: This is a reference skeleton. Production deployments must integrate with real FHIR/DICOM/OMOP endpoints and institution-specific policies.