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Artificial Intelligence

Artificial intelligence leverages computers and machines to mimic the problem-solving and decision-making capabilities found in humans and in nature.

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Add video transcoding to your Claude agent in 5 minutes (MCP)

Add video transcoding to your Claude agent in 5 minutes (MCP)

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3 min read
The Output Layer Problem: Why AI Velocity Makes Quality Gates More Important, Not Less

The Output Layer Problem: Why AI Velocity Makes Quality Gates More Important, Not Less

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6 min read
MDCMS: Open-source CMS with AI agents built in

MDCMS: Open-source CMS with AI agents built in

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1 min read
How to Tell If an AI Tool Was Built for Enterprise or Retrofitted for It

How to Tell If an AI Tool Was Built for Enterprise or Retrofitted for It

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5 min read
Gemini 3.5, Gemma 4 12B & Apple AI Architecture Updates for Cloud Developers

Gemini 3.5, Gemma 4 12B & Apple AI Architecture Updates for Cloud Developers

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3 min read
Agentic loops don't fix lying agents

Agentic loops don't fix lying agents

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5 min read
How I Registered Software with Brazil's INPI as a Solo Developer

How I Registered Software with Brazil's INPI as a Solo Developer

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3 min read
Spec-driven development with AI is real now. The stale spec is the part nobody fixed.

Spec-driven development with AI is real now. The stale spec is the part nobody fixed.

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5 min read
I Built MCP Servers for 9 SaaS APIs. Here’s the Business Model Nobody’s Talking About.

I Built MCP Servers for 9 SaaS APIs. Here’s the Business Model Nobody’s Talking About.

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4 min read
Ineffable Intelligence -- RL ASI

Ineffable Intelligence -- RL ASI

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3 min read
You're Firing Your Best AI Operators

You're Firing Your Best AI Operators

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31 min read
Breaking the Tool Barrier: Making Uncensored Models Do Structured Work

Breaking the Tool Barrier: Making Uncensored Models Do Structured Work

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10 min read
Why I rebuilt xedge.tech around goals instead of tools

Why I rebuilt xedge.tech around goals instead of tools

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1 min read
Multi-Agent System Failures: What Goes Wrong When AI Agents Coordinate at Scale

Multi-Agent System Failures: What Goes Wrong When AI Agents Coordinate at Scale

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5 min read
From Clean CSVs to Production‑Shaped Data: A Practical Guide for Academic ML and Data Engineering

From Clean CSVs to Production‑Shaped Data: A Practical Guide for Academic ML and Data Engineering

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5 min read
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