Writing Hub
AI governance essays, reasoning systems notes, experiment logs, and technical writing across BioAI and engineering practice.
Project Topics
Current ViewReasoning / Verification EnginesSearch: Scientific Integrity

Reasoning / Verification Engines
Can AI Review Physics? Yes — That Is Why We Built SPAR
SPAR is a deterministic framework for claim-aware review: checking whether an output deserves the claim attached to it.
Inference quality, validation, and proof surfaces#AI#AGI#AI Alignment#AI Governance#Deep Learning#Machine Learning#Cognitive Science#AI Research#Scientific Integrity#Software Development#AI Code#Contextengineering#Architecture#Data Orchestration

Reasoning / Verification Engines
Governed Reasoning
I Built an Ecosystem of 46 AI-Assisted Repos. Then I Realized It Might Be Eating Itself.
An ecosystem of 46 AI-assisted repos can become a closed loop. This article explores structural blind spots, self-validating toolchains, and the need for external validators to create intentional friction.
Inference quality, validation, and proof surfaces#AI#AGI#AI Ethics#AI Alignment#AI Governance#AI Hallucination#Mlops#Machine Learning#Deep Learning#SR9/DI2#Cognitive Science#Scientific Integrity#AI Research#Software Development#Business Strategy#Security#Architecture#Contextengineering#AI Code