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Benchmarks Are Breaking: Why Many ‘Top Scores’ Don’t Mean Production-Ready.

Benchmarks Are Breaking: Why Many ‘Top Scores’ Don’t Mean Production-Ready.

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7 min read
If you don't red-team your LLM app, your users will

If you don't red-team your LLM app, your users will

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7 min read
Accuracy Is Expensive: How to Evaluate ‘Quality per $’ for Agents and RAG

Accuracy Is Expensive: How to Evaluate ‘Quality per $’ for Agents and RAG

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6 min read
Iterative review-fix loops remove LLM hallucinations, and there is a formula for it

Iterative review-fix loops remove LLM hallucinations, and there is a formula for it

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8 min read
MCP Servers Have No Security Standard — Here's Why That's a Problem

MCP Servers Have No Security Standard — Here's Why That's a Problem

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2 min read
The Résumé Is Not Broken. The Search Is.

The Résumé Is Not Broken. The Search Is.

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5 min read
How Two Research Papers Made Me Realize My University Robot Assignment Was Actually Cutting-Edge AI

How Two Research Papers Made Me Realize My University Robot Assignment Was Actually Cutting-Edge AI

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4 min read
claude-switcher: The Concept of Piping Prompts into Unix

claude-switcher: The Concept of Piping Prompts into Unix

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5 min read
How We Govern 13 AI Agents on a $24/Month VPS

How We Govern 13 AI Agents on a $24/Month VPS

Comments 2
4 min read
Prompt Engineering That Actually Works: CoT, Few-Shot, and the Stuff Nobody Talks About

Prompt Engineering That Actually Works: CoT, Few-Shot, and the Stuff Nobody Talks About

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7 min read
The Full Graph-RAG Stack As Declarative Pipelines in Cypher

The Full Graph-RAG Stack As Declarative Pipelines in Cypher

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4 min read
Claude Prompt Leaks via Tool Abuse: Expert Blueprint to Secure AI Tooling in 2026

Claude Prompt Leaks via Tool Abuse: Expert Blueprint to Secure AI Tooling in 2026

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6 min read
A skill issue

A skill issue

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3 min read
The Patch Letter Pattern: Make Your Assistant Write a Cover Letter Before It Touches Your Code

The Patch Letter Pattern: Make Your Assistant Write a Cover Letter Before It Touches Your Code

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5 min read
Why AI Output Fails Before Generation Ever Begins

Why AI Output Fails Before Generation Ever Begins

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8 min read
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