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AI governance essays, reasoning systems notes, experiment logs, and technical writing across BioAI and engineering practice.
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AI Governance Systems
STEM-AI:Soverign Trust Evaluator for Medical AI Artifacts
How Auditing 10 Bio-AI Repositories Shaped STEM-AI
After auditing 10 open-source Bio-AI repositories, we found blind spots in STEM-AI and expanded it from text-only review to code-aware trust evaluation.
Control, auditability, and safe boundaries#AI#AI Governance#AI Hallucination#Biomedical#Bioinformatics#Mlops#dataorchestration#Architecture

AI Governance Systems
RExSyn Nexus-Bio
From Fail-Closed Blocking to Reproducible PASS/BLOCK Separation (EXP-032B)
A validation study showing how EXP-032B achieved reproducible PASS/BLOCK separation across A/B/C control arms by patching false-blocking causes, improving observability, and measuring replay drift under observer-shadow conditions.
Control, auditability, and safe boundaries#AI#AI Ethics#AI Governance#Biomedical#Bioinformatics#Mlops#Scientific Integrity#AI Research#AI Code#Architecture