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Claude Had Elevated Errors. Your AI Agent Should Not Turn That Into a Retry Storm.

Claude Had Elevated Errors. Your AI Agent Should Not Turn That Into a Retry Storm.

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3 min read
Why Claude won't transcribe your PDF — and what to do instead

Why Claude won't transcribe your PDF — and what to do instead

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8 min read
SkillOpt trains a markdown skill file like a neural network, with a validation gate

SkillOpt trains a markdown skill file like a neural network, with a validation gate

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3 min read
The Ten Levels of AI Skill Construction - From Prompt to Business Closure System

The Ten Levels of AI Skill Construction - From Prompt to Business Closure System

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12 min read
Microsoft quietly shipped a conformance spec for the MCP security boundary

Microsoft quietly shipped a conformance spec for the MCP security boundary

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4 min read
Training-Free Event Detection and Causality Identification

Training-Free Event Detection and Causality Identification

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9 min read
A 27B model on an AMD mini-PC fixed a bug in our operator. Then it overreached.

A 27B model on an AMD mini-PC fixed a bug in our operator. Then it overreached.

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5 min read
CascadeFlow Helped After Gemini Failed Four Times

CascadeFlow Helped After Gemini Failed Four Times

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6 min read
Divergence escalates the wrong population: unanimous misses auto-pass

Divergence escalates the wrong population: unanimous misses auto-pass

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17 min read
Why Every AI Workflow Eventually Needs Version Control

Why Every AI Workflow Eventually Needs Version Control

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3 min read
MCP's Big Rewrite Ships Today. The Hard Part Was Never the Protocol.

MCP's Big Rewrite Ships Today. The Hard Part Was Never the Protocol.

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6 min read
Your Coding Agents Are Drowning in Context: You Pay Twice, in Tokens and in Precision

Your Coding Agents Are Drowning in Context: You Pay Twice, in Tokens and in Precision

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5 min read
Self-Hosting a Model Means Self-Hosting Its Evaluation Too

Self-Hosting a Model Means Self-Hosting Its Evaluation Too

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5 min read
Manifesto of Silicon-Based Intelligence

Manifesto of Silicon-Based Intelligence

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6 min read
RAG vs Fine-Tuning: Which One Does Your Business Actually Need?

RAG vs Fine-Tuning: Which One Does Your Business Actually Need?

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4 min read
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