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. That work led to STEM-AI v1.1.2 and the MICA layer: a memory-contracted initialization step that forces the auditor to load bounded rules before scoring begins. If you have not read that part, the relevant post is here: How Do You Trust the AI Auditor? STEM-AI v1.1.2 and Memory-Contracted Bio-A