Flamehaven LogoFlamehaven.space

Writing Hub

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

Current ViewScientific & BioAI InfrastructureSearch: AI Ethics
NO FEATURE IMAGE
Scientific & BioAI Infrastructure

I Audited 10 Open-Source Bio-AI Repos. Most Could Produce Outputs. Few Could Establish Trust.

I audited 10 visible repositories. Most could produce outputs. Very few could establish what those outputs meant.

Evidence-aware scientific systems#AI#AI Ethics#AI Alignment#AI Governance#Biomedical#Bioinformatics#Future of Work#LLM#Open Source#DevOps#Scientific Integrity#Prompt Engineering#Github#AI Code#Contextengineering#Architecture#Security#AI Research
NO FEATURE IMAGE
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
NO FEATURE IMAGE
Scientific & BioAI Infrastructure

What AI Changed About Research Code — and What It Didn’t

The old bottleneck was writing the code. The new bottleneck is proving that the code still means what the theory meant.

Evidence-aware scientific systems#AI#AI Ethics#AI Alignment#AI Governance#Biomedical#Cognitive Science#Mlops#AI Research#Scientific Integrity#Business Strategy#AI Code#Product Management#DevOps
NO FEATURE IMAGE
Scientific & BioAI Infrastructure

When AI Models Fight, Truth Wins: The “Eureka” Moment for Tired Researchers

To the grad student staring at a pLDDT of 90 and wondering why the ligand won’t bind.

Evidence-aware scientific systems#AI#AGI#AI Ethics#AI Governance#AI Hallucination#Biomedical#SR9/DI2#Mlops#AI Research#Scientific Integrity#Software Development
NO FEATURE IMAGE
Scientific & BioAI Infrastructure
RExSyn Nexus-Bio

How Failing in 2 Hours Saved 8 Months of Drug R&D: Engineering a "Truthful Null" with Upadacitinib

A bioinformatics case study on Upadacitinib showing how SR9 stability scoring and drift analysis exposed lipid carrier incompatibility early, saving months of drug delivery R&D

Evidence-aware scientific systems#AI#AI Ethics#AI Governance#Biomedical#Mlops#AI Code#Architecture#Bioinformatics
NO FEATURE IMAGE
Scientific & BioAI Infrastructure
RExSyn Nexus-Bio

RExSyn Nexus 0.6.1 - Stop Hallucinating Proteins: How We Built a 7D Reasoning Engine with AlphaFold3

RExSyn Nexus 0.6.1 adds Structure as a 7th reasoning dimension, using AlphaFold3 confidence signals to reject biologically plausible but physically impossible protein hypotheses with deterministic, auditable validation.

Evidence-aware scientific systems#Architecture#AI Ethics#AI Alignment#AI Governance#Biomedical#Bioinformatics
NO FEATURE IMAGE
Scientific & BioAI Infrastructure

⌨️She Said I Broke the Speed of Light. So I Turned It Into Math.

"You broke the speed of light." Instead of fighting the cosmic war, I built the Composite Reliability Index (CRI). It's the engineer's math model for filtering online noise, saving your sanity, and reclaiming your afternoons.

Evidence-aware scientific systems#AI#AI Ethics#Programming#Prompt Engineering#Product Management#Software Development#Cognitive Science#Deep Learning#Machine Learning
NO FEATURE IMAGE
Scientific & BioAI Infrastructure

My First Attempt at a Medical AI with ELI5

How I built my first medical AI prototype without med school or credentials—using GitHub, arXiv, and one magic spell: ELI5.

Evidence-aware scientific systems#AI#AI Ethics#AI Governance#Biomedical
NO FEATURE IMAGE
Scientific & BioAI Infrastructure

AI Answered My Medical Ethics Questions — Then a QR Code Changed Its Tone

What happened when I asked AI medical ethics questions — then showed it a QR code? Same answers, new rhythm. A story of symbols, dignity, and voice.

Evidence-aware scientific systems#AI Ethics#Biomedical#Flame Glyph