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Essays, experiment logs, and technical notes across AI governance, reasoning systems, BioAI, and engineering practice.
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AI Governance Systems
MICA Series
My LLM Kept Forgetting My Project. So I Built a Governance Schema.
Session loss isn't a UX inconvenience — it's a structural failure with compounding consequences for long-running AI projects. This post defines the problem precisely and introduces MICA, a governance schema for AI context management.
Control, auditability, and safe boundaries#AI#Contextengineering#Architecture#LLM#DevOps#Software Development#AI Code
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