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

Current ViewScientific & BioAI InfrastructureSearch: Prompt Engineering
The $100 Million Blind Spot: What No-Code Healthcare Builders Still Don't See
Scientific & BioAI Infrastructure

The $100 Million Blind Spot: What No-Code Healthcare Builders Still Don't See

An analysis of how no-code and AI-generated healthcare apps create regulatory liability when patient data flows are deployed without prior mapping, auditability, or compliance architecture.

Evidence-aware scientific systems#AI#AGI#Biomedical#Bioinformatics#Mlops#Deep Learning#Machine Learning#Cognitive Science#DevOps#Prompt Engineering#Product Management#Software Development#Future of AI
Bridging the Gap: From AI Slop to Mathematical Governance
Scientific & BioAI Infrastructure

Bridging the Gap: From AI Slop to Mathematical Governance

A mathematical framework for detecting AI-generated code slop using AST distributions, Jensen-Shannon divergence, and geometric governance gates.

Evidence-aware scientific systems#AI#AGI#AI Ethics#AI Alignment#AI Governance#Deep Learning#Machine Learning#AI Research#Scientific Integrity#Prompt Engineering#Programming#Software Development#AI Code#Contextengineering#Architecture#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 Code Fixed Itself at 11PM
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
⌨️She Said I Broke the Speed of Light. So I Turned It Into Math.
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