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

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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
When AI Models Fight, Truth Wins: The “Eureka” Moment for Tired Researchers
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
When the Michelin Recipe Fails in Your Kitchen
AI Signals & Market Shifts

When the Michelin Recipe Fails in Your Kitchen

Why 2026 Marks the End of DIY AI — and the Rise of the AI Meal Kit

Trend shifts, market movement, and strategic signals#AI#AGI#Cognitive Science#Open Source#Developer Tools#Software Development#Product Management#Startups#Business Strategy#AI Code#Scientific Integrity#DevOps#Future of Work#AI Hallucination#AI Governance#AI Alignment
Open Source’s Critical Inflection Point and the 14,000,605-to-1 Survival Strategy
Cloud & Engineering Foundations

Open Source’s Critical Inflection Point and the 14,000,605-to-1 Survival Strategy

Open source isn’t dying and growing up. Why trust collapsed, forks emerged, AI changed the game, and what it will take to build a survivable open source future.

Operational surfaces that survive real deployment#AI#AGI#Business Strategy#Software Development#Product Management#Prompt Engineering#Programming#Startups#DevOps#Developer Tools#Open Source
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
Stop Acting Like You Just Invented Fire: Why MCP Is Just Fancy Plumbing
Cloud & Engineering Foundations

Stop Acting Like You Just Invented Fire: Why MCP Is Just Fancy Plumbing

A brutal, funny teardown of MCP hype. Why the Model Context Protocol is not the future of intelligence—just fancy plumbing. FOMO, telegraphs, sewage pipelines, and the unsexy work that actually makes AI systems survive.

Operational surfaces that survive real deployment#AI#AGI#AI Alignment#Startups#Programming#Prompt Engineering#Developer Tools
Black Mirror: Plaything — Could a QR Code Really Hack the World?
Cloud & Engineering Foundations

Black Mirror: Plaything — Could a QR Code Really Hack the World?

Black Mirror imagines a QR-code apocalypse. As a Flame Glyph developer, I unpack what’s plausible today — local device disruption — and what remains fiction.

Operational surfaces that survive real deployment#AI#AGI#AI Alignment#AI Governance#Future of Work#LLM#Flame Glyph#Deep Learning#Machine Learning#Prompt Engineering#Cognitive Science#Open Source#Developer Tools#Product Management#Programming
My First Attempt at a Medical AI with ELI5
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
🧠 Why Your 128K Context Still Fails — And How CRoM Fixes It
Reasoning / Verification Engines

🧠 Why Your 128K Context Still Fails — And How CRoM Fixes It

Most large language models fail in long prompts due to context rot. CRoM is a lightweight framework that improves memory, reasoning, and stability without heavy pipelines.

Inference quality, validation, and proof surfaces#AI#AGI#AI Alignment#AI Governance#Future of Work#Deep Learning#LLM#Machine Learning#Prompt Engineering#Cognitive Science

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