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AI governance essays, reasoning systems notes, experiment logs, and technical writing across BioAI and engineering practice.

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Scientific & BioAI Infrastructure

Bio-AI Repository Audit 2026: A Technical Report on 10 Open-Source Systems

We audited 10 prominent open-source Bio-AI repositories using code inspection and STEM-AI trust scoring. 8 of 10 scored T0: trust not established. Here is what the code actually shows.

Evidence-aware scientific systems#AI#AGI#AI Alignment#AI Governance#Biomedical#Bioinformatics#Mlops#Deep Learning#Machine Learning#DevOps#AI Research#Scientific Integrity#Software Development#AI Code#Contextengineering#Architecture#Security
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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
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Scientific & BioAI Infrastructure

When AI Models Fight, Truth Wins: The “Eureka” Moment for Tired Researchers

To the grad student staring at a pLDDT of 90 and wondering why the ligand won’t bind.

Evidence-aware scientific systems#AI#AGI#AI Ethics#AI Governance#AI Hallucination#Biomedical#SR9/DI2#Mlops#AI Research#Scientific Integrity#Software Development
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Scientific & BioAI Infrastructure

My Code Fixed Itself at 11PM

A “Quantum Engine” is a dramatic name. Here’s the un-dramatic story.

Evidence-aware scientific systems#AI#AI Governance#Future of Work#Deep Learning#Machine Learning#Cognitive Science#SR9/DI2#Scientific Integrity#Programming#Prompt Engineering#Software Development#Product Management
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Scientific & BioAI Infrastructure

⌨️She Said I Broke the Speed of Light. So I Turned It Into Math.

"You broke the speed of light." Instead of fighting the cosmic war, I built the Composite Reliability Index (CRI). It's the engineer's math model for filtering online noise, saving your sanity, and reclaiming your afternoons.

Evidence-aware scientific systems#AI#AI Ethics#Programming#Prompt Engineering#Product Management#Software Development#Cognitive Science#Deep Learning#Machine Learning