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AI governance essays, reasoning systems notes, experiment logs, and technical writing across BioAI and engineering practice.
Project Topics
Current ViewSTEM-AI:Soverign Trust Evaluator for Medical AI Artifacts
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
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
Scientific & BioAI Infrastructure
STEM-AI:Soverign Trust Evaluator for Medical AI Artifacts
Medical AI Repositories Need More Than Benchmarks. We Built STEM-AI to Audit Trust
STEM-AI is a governance audit framework for public medical AI repositories. It scores README integrity, cross-platform consistency, and code infrastructure — because benchmarks alone don't tell you if a bio-AI tool is safe to trust.
Evidence-aware scientific systems#AI#AI Ethics#AI Alignment#AI Governance#Biomedical#Bioinformatics#LLM#Cognitive Science#AI Research#Scientific Integrity#Software Development#Architecture#Contextengineering#Security