Writing Hub
AI governance essays, reasoning systems notes, experiment logs, and technical writing across BioAI and engineering practice.
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AI Governance Systems
STEM-AI:Soverign Trust Evaluator for Medical AI Artifacts
When Control Becomes Authority: Calibration Governance in STEM BIO-AI 1.7.x
Why STEM BIO-AI treats calibration as governed policy instead of a free-form score-tuning console for bio and medical AI repository audits.
Control, auditability, and safe boundaries#Bioinformatics#Biomedical#AI#AGI#AI Alignment#AI Governance#AI Hallucination#Cognitive Science#Open Source#AI Research#AI Code#Architecture#Data Orchestration#Agent
AI Governance Systems
RExSyn Nexus-Bio
From Fail-Closed Blocking to Reproducible PASS/BLOCK Separation (EXP-032B)
A validation study showing how EXP-032B achieved reproducible PASS/BLOCK separation across A/B/C control arms by patching false-blocking causes, improving observability, and measuring replay drift under observer-shadow conditions.
Control, auditability, and safe boundaries#AI#AI Ethics#AI Governance#Biomedical#Bioinformatics#Mlops#Scientific Integrity#AI Research#AI Code#Architecture
AI Governance Systems
Governed Reasoning
Turning a Research Paper into a Runnable System
Turn a research paper into a runnable system. This article shows how HRPO’s core equations were implemented with bounded policy lag, KL rejection, and execution checks to test real-world fidelity.
Control, auditability, and safe boundaries#AI#AI Ethics#AI Alignment#AI Governance#Deep Learning#Machine Learning#SR9/DI2#AI Research#Scientific Integrity#AI Code#Architecture#Contextengineering