Writing Hub
AI governance essays, reasoning systems notes, experiment logs, and technical writing across BioAI and engineering practice.
Project Topics
Current ViewSearch: Benchmark
Scientific & BioAI Infrastructure
When Medical AI Benchmarks Move Faster Than Validation
A Nature Medicine paper claims frontier LLMs outperform clinical AI tools like OpenEvidence and UpToDate. A structured methodological review finds the benchmark design cannot fully support that conclusion.
Evidence-aware scientific systems#Biomedical#Bioinformatics#AI#Benchmark#Future of AI#Claim custody#AISafety#Data Orchestration#AI Research#Scientific Integrity#AI Governance
Scientific & BioAI Infrastructure
STEM-AI:Soverign Trust Evaluator for Medical AI Artifacts
Medical AI Repositories Need More Than Benchmarks. We Built STEM-AI to Audit Trust
STEM-AI is a governance audit framework for public medical AI repositories. It scores README integrity, cross-platform consistency, and code infrastructure — because benchmarks alone don't tell you if a bio-AI tool is safe to trust.
Evidence-aware scientific systems#AI#AI Ethics#AI Alignment#AI Governance#Biomedical#Bioinformatics#LLM#Cognitive Science#AI Research#Scientific Integrity#Software Development#Architecture#Contextengineering#Security