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AI governance essays, reasoning systems notes, experiment logs, and technical writing across BioAI and engineering practice.
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AI Governance Systems
MICA Series
Everyone Was Talking About Context Engineering. Nobody Had Solved Governance.
Everyone Was Talking About Context Engineering. Nobody Had Solved Governance.
Control, auditability, and safe boundaries#AI#AI Ethics#AI Alignment#AI Governance#Future of Work#Deep Learning#Machine Learning#Cognitive Science#DevOps#Software Development#AI Code#Architecture#Contextengineering#Security
AI Governance Systems
MICA Series
The Model Already Read the README. MICA v0.1.8 Made It a Protocol
v0.1.7 made scoring a contract with fail-closed gates. v0.1.8 recognized that README-first behavior could serve as invocation — and formalized it as a schema-level protocol. This article uses simplified examples to show how the invocation gap that had existed since v0.0.1 was finally closed
Control, auditability, and safe boundaries#AI#AI Ethics#AI Alignment#AI Governance#Mlops#SR9/DI2#Deep Learning#Machine Learning#Cognitive Science#DevOps#Contextengineering#AI Code#Business Strategy#Software Development#Prompt Engineering
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