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

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Beyond Repo Scanning: How AIRI Expanded the Risk Vocabulary in STEM BIO-AI 1.7.x
Scientific & BioAI Infrastructure
STEM-AI:Soverign Trust Evaluator for Medical AI Artifacts

Beyond Repo Scanning: How AIRI Expanded the Risk Vocabulary in STEM BIO-AI 1.7.x

How STEM BIO-AI uses the MIT AI Risk Repository as a governed local risk-vocabulary layer without replacing deterministic repository scanning

Evidence-aware scientific systems#AI#AGI#AI Alignment#AI Governance#Biomedical#Bioinformatics#Cognitive Science#Open Source#AI Research#Scientific Integrity#Prompt Engineering#Software Development#Github#AI Code#Architecture#Security#Data Orchestration#Agent
From Score to Workflow: Turning STEM BIO-AI Into a Local Audit System
Scientific & BioAI Infrastructure
STEM-AI:Soverign Trust Evaluator for Medical AI Artifacts

From Score to Workflow: Turning STEM BIO-AI Into a Local Audit System

Bio/medical AI trust should not collapse into one score. STEM BIO-AI v1.6.2 shows how deterministic auditing, evidence-led diagnostics, regulatory traceability, and bounded AI advisory can become an inspectable local workflow.

Evidence-aware scientific systems#AI#AGI#AI Ethics#AI Alignment#AI Governance#AI Hallucination#Biomedical#Bioinformatics#Deep Learning#Machine Learning#Cognitive Science#Open Source#Developer Tools#Scientific Integrity#AI Research#Product Management#Software Development#Github#Code Review#Enterprise AI#Data Orchestration
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
My First Attempt at a Medical AI with ELI5
Scientific & BioAI Infrastructure

My First Attempt at a Medical AI with ELI5

How I built my first medical AI prototype without med school or credentials—using GitHub, arXiv, and one magic spell: ELI5.

Evidence-aware scientific systems#AI#AI Ethics#AI Governance#Biomedical