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AllAll writing86 postsAI Governance Systems17 postsReasoning / Verification Engines9 postsScientific & BioAI Infrastructure19 postsCloud & Engineering Foundations27 postsAI Signals & Market Shifts14 posts
Current ViewScientific & BioAI InfrastructureSearch: LLM
I Audited 10 Open-Source Bio-AI Repos. Most Could Produce Outputs. Few Could Establish Trust.
Scientific & BioAI Infrastructure

I Audited 10 Open-Source Bio-AI Repos. Most Could Produce Outputs. Few Could Establish Trust.

I audited 10 visible repositories. Most could produce outputs. Very few could establish what those outputs meant.

Evidence-aware scientific systems#AI#AI Ethics#AI Alignment#AI Governance#Biomedical#Bioinformatics#Future of Work#LLM#Open Source#DevOps#Scientific Integrity#Prompt Engineering#Github#AI Code#Contextengineering#Architecture#Security#AI Research
Medical AI Repositories Need More Than Benchmarks. We Built STEM-AI to Audit Trust
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