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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
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
A beginner's guide to the Qwen3.8-27b model by Qwen on Huggingface

A beginner's guide to the Qwen3.8-27b model by Qwen on Huggingface

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9 min read
Readability in the age of AI-assisted programming

Readability in the age of AI-assisted programming

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3 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
I Built a CLI to Answer One Question: What Will This Change Break?

I Built a CLI to Answer One Question: What Will This Change Break?

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5 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
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
Before You Merge AI-Generated Code, Ask These 12 Questions

Before You Merge AI-Generated Code, Ask These 12 Questions

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5 min read
A No-Cost Harness for Comparing Free Coding-Agent Models and Runtimes

A No-Cost Harness for Comparing Free Coding-Agent Models and Runtimes

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5 min read
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