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

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My LLM Kept Forgetting My Project. So I Built a Governance Schema.
AI Governance Systems
MICA Series

My LLM Kept Forgetting My Project. So I Built a Governance Schema.

Session loss isn't a UX inconvenience — it's a structural failure with compounding consequences for long-running AI projects. This post defines the problem precisely and introduces MICA, a governance schema for AI context management.

Control, auditability, and safe boundaries#AI#Contextengineering#Architecture#LLM#DevOps#Software Development#AI Code
95% of AI Businesses Will Die. Here’s How to Not Be One of Them.
AI Signals & Market Shifts

95% of AI Businesses Will Die. Here’s How to Not Be One of Them.

What the data, a founder’s confession, and 70 years of tech history tell us about who actually survives.

Trend shifts, market movement, and strategic signals#AI#AGI#AI Ethics#AI Alignment#Future of Work#LLM#Deep Learning#Machine Learning#Cognitive Science#Developer Tools#DevOps#Business Strategy#AI Code#Startups#Software Development#Product Management#Prompt Engineering
Is MCP Really Dead? A History of AI Hype — Told Through the Rise and Fall of a Protocol
AI Signals & Market Shifts

Is MCP Really Dead? A History of AI Hype — Told Through the Rise and Fall of a Protocol

When a protocol doesn’t die — it just stops being interesting. A forensic look at MCP, OpenClaw, and the psychology of AI hype cycles.

Trend shifts, market movement, and strategic signals#AI#AGI#AI Alignment#AI Governance#Future of Work#LLM#Deep Learning#Machine Learning#Open Source#Developer Tools#DevOps#AI Code#Business Strategy#Github#Software Development#Product Management#Prompt Engineering#Programming#Startups#AI Research
Prompt, Pray & Push: Why Your AI Agent Keeps Failing You
Cloud & Engineering Foundations

Prompt, Pray & Push: Why Your AI Agent Keeps Failing You

The one concept that turns expensive spaghetti into great agentic engineering.

Operational surfaces that survive real deployment#AI#AGI#AI Alignment#AI Governance#AI Hallucination#Future of Work#LLM#Deep Learning#Machine Learning#SR9/DI2#Cognitive Science#DevOps#Programming#AI Code#Business Strategy#Software Development#Prompt Engineering
The Pull Request Illusion: How AI Is Hollowing Out Software’s Last Line of Defense
Cloud & Engineering Foundations

The Pull Request Illusion: How AI Is Hollowing Out Software’s Last Line of Defense

GitHub Just Added a Switch to Turn Off Pull Requests. That’s Not a Feature. It’s a Warning.

Operational surfaces that survive real deployment#AI#AGI#AI Alignment#AI Code#Github#Programming#Prompt Engineering#Product Management#Software Development#DevOps#Developer Tools#Open Source#Machine Learning#Deep Learning#LLM
AI Agents Are Poisoning Your Codebase From the Inside
Cloud & Engineering Foundations

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.

Operational surfaces that survive real deployment#AI#AI Ethics#AI Alignment#AI Governance#AI Hallucination#LLM#Deep Learning#Machine Learning#Developer Tools#DevOps#Programming#Prompt Engineering#Product Management#Software Development#AI Code
AI Isn’t Killing Your Expertise. It’s Just Moving the Paywall.
AI Signals & Market Shifts

AI Isn’t Killing Your Expertise. It’s Just Moving the Paywall.

Why ‘Writing Faster’ Is Worthless When Nobody Can Verify What’s True

Trend shifts, market movement, and strategic signals#Business Strategy#AI Code#Software Development#Product Management#Programming#Github#Startups#DevOps#Developer Tools#Open Source#LLM#AI#AI Alignment#AI Governance#Future of Work
Why I Stopped Treating Complexity as a Bug
Cloud & Engineering Foundations

Why I Stopped Treating Complexity as a Bug

On intent, governance, and why “clean code” heuristics fail in AI-generated systems

Operational surfaces that survive real deployment#AI#AI Ethics#AI Alignment#AI Governance#AI Hallucination#LLM#Future of Work#Deep Learning#Machine Learning#SR9/DI2#Developer Tools#DevOps#Programming#Software Development#AI Code
When AI Becomes a Toy
AI Signals & Market Shifts

When AI Becomes a Toy

Why the Current AI Craze Was Inevitable — and Why It Cannot Be the Endgame

Trend shifts, market movement, and strategic signals#Future of Work#AI#AGI#LLM#Business Strategy#DevOps#Programming#Software Development#Developer Tools
Built a SaaS in 30 Minutes? When “No-Code Hype” Meets the Operational Wall
Cloud & Engineering Foundations

Built a SaaS in 30 Minutes? When “No-Code Hype” Meets the Operational Wall

Where no-code hype hits the operational wall: auth, billing, security, cost.

Operational surfaces that survive real deployment#DevOps#Developer Tools#AI#Future of Work#LLM#Programming#Prompt Engineering#Software Development#Product Management
I Stopped Being a Human Copy-Paste Script
Cloud & Engineering Foundations

I Stopped Being a Human Copy-Paste Script

I used to manually delete node_modules at 2 AM and pray I didn’t leak secrets to LLMs. Then I built an open-source “Inspector” that treats context like production code — secrets blocked, payloads cleaned, hallucinations gone. Here’s exactly how I did it (and how you can too).

Operational surfaces that survive real deployment#LLM#Developer Tools#Software Development#Product Management#AI#AI Alignment#AI Governance
Running the “Anti-AI” Playbook Through the Debugger
Cloud & Engineering Foundations

Running the “Anti-AI” Playbook Through the Debugger

Critics say AI is broken — hallucinations, hype, and no ROI. But what if those bugs aren’t failures, but blueprints? This article runs the 10 most common anti-AI arguments through the debugger to reveal what’s really coming in Gen-2 AI.

Operational surfaces that survive real deployment#AI#AI Alignment#AI Governance#AI Hallucination#LLM#Deep Learning#Machine Learning#Prompt Engineering

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