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

Current ViewAI Governance SystemsMICA Series
The README Was a Protocol. The Entrypoint Was Still Optional.
AI Governance Systems
MICA Series

The README Was a Protocol. The Entrypoint Was Still Optional.

README-as-Protocol solved explicit invocation at the schema level. It did not solve entry control at the workflow level. This version adds the missing hierarchy: natural, guided, and forced activation.

Control, auditability, and safe boundaries#AI#AGI#Prompt Engineering#Programming#Scientific Integrity#Developer Tools#Data Orchestration#Architecture#Contextengineering#Software Development#AI Governance
Everyone Was Talking About Context Engineering. Nobody Had Solved Governance.
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
The Model Already Read the README. MICA v0.1.8 Made It a Protocol
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
My LLM Kept Forgetting My Project. So I Built a Governance Schema.
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