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

When the Memory Gate Met a Real Archive: What 90 Experiments Taught Us About Cheap LLM Slop
How to enforce data integrity against AI-generated slop using MICA. Explore a 11-step session-start validator that locks rules, playbooks, and contracts in code before code is ever touched.

We Built AI Verification Infrastructure. Then It Found Our Blind Spots.
A technical account of the Flamehaven Verification Ledger — what it found, where it failed, and what we need the field to tell us

"The Algorithm Did It": How YouTube's Liability Playbook Is Coming for Every Developer
What a platform's war on audio creators tells us about the future of software accountability — and why the craftsman's seal is the only thing that survives.

Stanford. Princeton. A bioRxiv Paper. So Why Did Nobody Ask Where the Data Goes?
BioClaw processes EHR data. Its primary showcase channel is WhatsApp. We audited the repository: 60/100, Tier 2 Caution. Here is what the bioRxiv paper says that the README does not.

Making Equation (2.2) of the OpenAI Erdős Result Executable
Executable reproduction of equation (2.2) from OpenAI’s Erdős unit-distance result, showing how high-precision Python turns a fragile numerical claim into reproducible claim custody.