Writing Hub
AI governance essays, reasoning systems notes, experiment logs, and technical writing across BioAI and engineering practice.
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AI-SLOP-DETECTOR v3.8.1: When Code Generation Gets Cheap, Structural Trust Gets Expensive
SEO Description:AI-SLOP-DETECTOR v3.8.1 moves beyond AI code detection toward governed cleanup, safer scoring, cleanup confidence planning, manifest-aware dependency hygiene, layered architecture review, and fail-closed governance for AI-assisted software development.
The Difference Between a Harness and a Leash
A practical essay on why most AI 'harnesses' are still leashes: guides shape behavior, but only justified external measurement creates a real governance boundary.
After Auditing 10 Bio-AI Repositories, I Think We're Scaling the Wrong Layer
After auditing 10 open-source Bio-AI repositories, one pattern stood out: the field is scaling packaging faster than verification. Here is what that gap actually costs.
Everyone Was Talking About Context Engineering. Nobody Had Solved Governance.
Everyone Was Talking About Context Engineering. Nobody Had Solved Governance.
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
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.
Undo Beats IQ: Building Flamehaven as a Governed AI Runtime (Not a Prompt App)
Why governed AI runtimes outperform raw model IQ, and how Flamehaven uses undo, control surfaces, and fail-closed review to keep systems trustworthy.