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AI governance essays, reasoning systems notes, experiment logs, and technical writing across BioAI and engineering practice.
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Scientific & BioAI Infrastructure
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
Evidence-aware scientific systems#AI#AGI#AI Ethics#AI Alignment#AI Governance#Biomedical#Bioinformatics#Mlops#Deep Learning#Machine Learning#SR9/DI2#Cognitive Science#Open Source#Developer Tools#DevOps#AI Research#Scientific Integrity#Software Development#Data Orchestration#Code Review#AI Productivity#Numerical verification#Computational mathematics#Executable artifacts#AI-assisted mathematics#Claim custody

Scientific & BioAI Infrastructure
STEM_BIO_AI Audit Report
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.
Evidence-aware scientific systems#AI#AI Alignment#Biomedical#Bioinformatics#Mlops#Cognitive Science#AI Code#Data Orchestration#Agent#Code Review#Claim custody#AI Productivity#Contextengineering#Prompt Engineering

Scientific & BioAI Infrastructure
Equation to Artifact
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.
Evidence-aware scientific systems#Reproducibility#Open Source#Computational mathematics#Executable artifacts#AI-assisted mathematics#Claim custody#Numerical verification