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MCP Server Security Checklist: 18 Risks to Test Before Connecting AI Agents

MCP Server Security Checklist: 18 Risks to Test Before Connecting AI Agents

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5 min read
DeepSeek V4 Flash on 50 Real Pull Requests: Two Harnesses, One Ceiling

DeepSeek V4 Flash on 50 Real Pull Requests: Two Harnesses, One Ceiling

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6 min read
Put a JSON Contract in Front of a Free Model Route Before Your CI Ever Calls It

Put a JSON Contract in Front of a Free Model Route Before Your CI Ever Calls It

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6 min read
The cp932 crash in the build gate that only happened on Windows — static detection, behavioral testing, and a negative check

The cp932 crash in the build gate that only happened on Windows — static detection, behavioral testing, and a negative check

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3 min read
Zero-Budget AI Coding Model Evaluation: A Sandbox-First Workflow

Zero-Budget AI Coding Model Evaluation: A Sandbox-First Workflow

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6 min read
Clean JSON Extraction with Ollama and Python

Clean JSON Extraction with Ollama and Python

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3 min read
Who am I ??

Who am I ??

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2 min read
I didn’t start building vincent because I wanted to create another AI coding tool.

I didn’t start building vincent because I wanted to create another AI coding tool.

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1 min read
AI Can Write Code. It Still Can't Think Like an Engineer.

AI Can Write Code. It Still Can't Think Like an Engineer.

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7 min read
Here's a Complete Claude Code Skill. It's Free.

Here's a Complete Claude Code Skill. It's Free.

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4 min read
Your AI Agent's Summary Is Lying to You. Here's What to Do About It.

Your AI Agent's Summary Is Lying to You. Here's What to Do About It.

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1 min read
The Sycophancy Problem: Why AI Keeps Agreeing With You (And Why That's Actually a Bug)

The Sycophancy Problem: Why AI Keeps Agreeing With You (And Why That's Actually a Bug)

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5 min read
A Two-Model Regression Harness for Evaluating a New Low-Cost Model Release

A Two-Model Regression Harness for Evaluating a New Low-Cost Model Release

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5 min read
The Free-Model Agreement Test for AI Code Generation

The Free-Model Agreement Test for AI Code Generation

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6 min read
The Python GIL, explained without the hand-waving

The Python GIL, explained without the hand-waving

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3 min read
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