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

Current ViewScientific & BioAI InfrastructureSearch: Cognitive Science
What AI Changed About Research Code — and What It Didn’t
Scientific & BioAI Infrastructure

What AI Changed About Research Code — and What It Didn’t

The old bottleneck was writing the code. The new bottleneck is proving that the code still means what the theory meant.

Evidence-aware scientific systems#AI#AI Ethics#AI Alignment#AI Governance#Biomedical#Cognitive Science#Mlops#AI Research#Scientific Integrity#Business Strategy#AI Code#Product Management#DevOps
Chaos Engineering for AI: Validating a Fail-Closed Pipeline with Fake Data and Math
Scientific & BioAI Infrastructure
RExSyn Nexus-Bio

Chaos Engineering for AI: Validating a Fail-Closed Pipeline with Fake Data and Math

A case study in AI governance showing how synthetic invalid inputs, structural disagreement, SIDRCE ethics checks, and end-to-end reliability scoring triggered a safe BLOCK verdict in a biomedical pipeline.

Evidence-aware scientific systems#AI#AI Governance#AI Alignment#Biomedical#Bioinformatics#Mlops#Deep Learning#Machine Learning#Cognitive Science#AI Research#Scientific Integrity#Architecture#AI Code
From 97% Model Accuracy to 74% Clinical Reliability: Building RSN-NNSL-GATE-001
Scientific & BioAI Infrastructure
RExSyn Nexus-Bio

From 97% Model Accuracy to 74% Clinical Reliability: Building RSN-NNSL-GATE-001

Learn how RSN-NNSL-GATE-001 turns high model accuracy into system-level clinical reliability by blocking unsafe AI pipeline decisions, measuring end-to-end risk, and enforcing fail-closed governance.

Evidence-aware scientific systems#AI#AI Alignment#AI Governance#Biomedical#Bioinformatics#Mlops#Deep Learning#Machine Learning#Cognitive Science#Scientific Integrity#AI Research#Architecture
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