STEM-BIO-AI
Rubric-based trust evaluator for bio/medical AI repositories with dual-path evidence, governance overlay, and institutional audit outputs.
About This Work
A T4 score means strong observable evidence signals. It does not mean the repository is safe for clinical deployment — that requires independent expert validation.
Repository Overview
A T4 score means strong observable evidence signals. It does not mean the repository is safe for clinical deployment — that requires independent expert validation.
README Core
Bio and medical AI repositories vary enormously in evidence quality — from rigorous academic tools to marketing-grade demos that carry clinical language with no data provenance, no reproducibility path, and no clinical-use disclaimer. Manual review is slow and inconsistent.
A T4 score means strong observable evidence signals. It does not mean the repository is safe for clinical deployment — that requires independent expert validation.
Use & Documentation
Detailed installation, commands, examples, and deeper usage notes live in the repository README and docs.
README Map
- Why STEM BIO-AI
- Quick Start
- Triage Tiers
- Scoring Model
- Architecture
- Output Artifacts
Key Signals
- Demo: Hugging Face Space
- API contract: docs/API CONTRACT.md
- Secret handling: docs/ADVISORY SECRET HANDLING.md
- Advisory runtime boundary: docs/ADVISORY RUNTIME.md
- Example audits: docs/EXAMPLE AUDITS.md
Announcements
synced May 17, 2026
How AIRI Expanded the Risk Vocabulary in STEM BIO-AI 1.7.x
This is the second half of the same 1.7.x transition.
When Control Becomes Authority: Calibration Governance in STEM BIO-AI 1.7.x
Control slowly becomes authority when nobody marks the boundary.
From Score to Workflow: Turning STEM BIO-AI Into a Local Audit System
Earlier in this series, I wrote about why bio/medical AI repositories need more than benchmarks, what I learned after auditing 10 public repositories, and why an AI auditor itself needs a memory contract.
How Do You Trust the AI Auditor? STEM-AI v1.1.2 and Memory-Contracted Bio-AI Audits
How Auditing 10 Bio-AI Repositories Shaped STEM-AI
How Auditing 10 Bio-AI Repositories Shaped STEM-AI
(1) STEM-AI introduction — what the framework is and why we built it
Medical AI Repositories Need More Than Benchmarks. We Built STEM-AI to Audit Trust
If you have been paying attention to GitHub recently — the past six months — you have seen the pattern.