Writing Hub
AI governance essays, reasoning systems notes, experiment logs, and technical writing across BioAI and engineering practice.
Project Topics
Current ViewAI Governance SystemsSTEM-AI:Soverign Trust Evaluator for Medical AI Artifacts
AI Governance Systems
STEM-AI:Soverign Trust Evaluator for Medical AI Artifacts
When Control Becomes Authority: Calibration Governance in STEM BIO-AI 1.7.x
Why STEM BIO-AI treats calibration as governed policy instead of a free-form score-tuning console for bio and medical AI repository audits.
Control, auditability, and safe boundaries#Bioinformatics#Biomedical#AI#AGI#AI Alignment#AI Governance#AI Hallucination#Cognitive Science#Open Source#AI Research#AI Code#Architecture#Data Orchestration#Agent
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#Data Orchestration#Architecture
AI Governance Systems
STEM-AI:Soverign Trust Evaluator for Medical AI Artifacts
After Auditing 10 Bio-AI Repositories, I Think We're Scaling the Wrong Layer
After auditing 10 open-source Bio-AI repositories, one pattern stood out: the field is scaling packaging faster than verification. Here is what that gap actually costs.
Control, auditability, and safe boundaries#AI#AGI#AI Ethics#AI Governance#Mlops#Cognitive Science#Open Source#DevOps#AI Code#Architecture#Github#Software Development