Writing Hub
AI governance essays, reasoning systems notes, experiment logs, and technical writing across BioAI and engineering practice.
Project Topics
Your Agentic Stack Has Two Layers. It Needs Three.
Most agentic stacks cover tools and skills, but miss intent governance. Learn why a third layer is needed to stop AI drift, scope creep, and technically correct systems heading in the wrong direction.
The AI Flight Crash: Why 2026’s Hottest Papers Can’t Take Off — and what actually ships
Langley spent $50,000 and sank — the Wright Brothers flew for <$1,000. Here’s a 4-week build plan I’ve seen actually ship.
Why Reasoning Models Die in Production (and the Test Harness I Ship Now)
Why reasoning models fail after deployment, what production drift looks like, and the test harness I use to catch fragile logic before itships
AI Agents Are Poisoning Your Codebase From the Inside
Explore how AI-generated code can silently degrade software quality through weakened tests, rising code churn, and duplication—and how teams can prevent it with better governance.
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
AI Isn’t Killing Your Expertise. It’s Just Moving the Paywall.
Why ‘Writing Faster’ Is Worthless When Nobody Can Verify What’s True
LOGOS v1.4.1: Building Multi-Engine AI Reasoning You Can Actually Trust
LOGOS v1.4.1 is a multi-engine AI reasoning orchestrator that enforces consensus, traces failures, and applies governance profiles to reduce drift and make production reasoning more trustworthy.
When the Michelin Recipe Fails in Your Kitchen
Why 2026 Marks the End of DIY AI — and the Rise of the AI Meal Kit
LawBinder v1.3.0: Governance as a Kernel (Not a Guardrail)
LawBinder v1.3.0 shows how AI governance can run like a kernel, using deterministic Rust-based enforcement, replayable audit signatures, and bounded-latency policy checks in the critical path.
Why I Stopped Treating Complexity as a Bug
On intent, governance, and why “clean code” heuristics fail in AI-generated systems
I’m Not Building AI Demos. I’m Building AI Audits (ASDP + Slop Gates)
Learn how ASDP and AI Slop Gates turn AI trust into auditable evidence, with CI/CD checks, drift policies, and governance artifacts that block weak, narrative-driven systems.
The Real Risk in the Age of AI Coding Isn’t Bugs
Is your AI code production-ready or just 'AI Slop'? Learn how to detect convincingly empty code, measure Logic Density (LDR), and stop 'Vibe Coding' from becoming hidden technical debt.
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