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Beyond M15: Why STEM BIO-AI Started Acting More Like a Governance Report in v1.8.x
AI Governance Systems
STEM-AI:Soverign Trust Evaluator for Medical AI Artifacts

Beyond M15: Why STEM BIO-AI Started Acting More Like a Governance Report in v1.8.x

STEM BIO-AI v1.8.x moved beyond M15 integration by turning its audit output into a clearer governance report with bounded scores, traceability, and release integrity.

Control, auditability, and safe boundaries#AI#AGI#AI Alignment#AI Governance#Biomedical#Bioinformatics#Mlops#Cognitive Science#Developer Tools#AI Research#Scientific Integrity#Prompt Engineering#Software Development#Data Orchestration#Code Review#Reproducibility#Executable artifacts#Claim custody#AISafety
AI Can Write the Code. It Still Cannot Place the Stone.
AI Governance Systems

AI Can Write the Code. It Still Cannot Place the Stone.

AI can now write code, patch files, and finish releases. But a real case from an AI-assisted release shows that the harder human work may be deciding what the system should expose, which output belongs to which reader, and how agent-generated work remains inspectable after the code is written.

Control, auditability, and safe boundaries#AI Governance#AI Hallucination#Prompt Engineering#Software Development#AI Code#Contextengineering#Architecture#Data Orchestration#Code Review#Agent#AI Productivity#Claim custody#AISafety
We Made a High-Formality, Fake Physics Slop Artifact - QSOT (Quantum State Over Time) Compiler
Scientific & BioAI Infrastructure

We Made a High-Formality, Fake Physics Slop Artifact - QSOT (Quantum State Over Time) Compiler

A post-mortem on QSOT Compiler v1.2.3, a high-formality AI-generated scientific software artifact that looked rigorous but failed core reproducibility and claim-validation checks.

Evidence-aware scientific systems#AI Governance#AISafety#AI Research#Scientific Integrity#Prompt Engineering#Product Management#Cognitive Science#AI Productivity#Computational mathematics#Executable artifacts#Claim custody#AI-assisted mathematics#Numerical verification#Reproducibility