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Sam Chen

Backend developer who loves Rust and distributed systems.

Location Austin, TX Joined Joined on 
Build a Local AI Code Review Bot on MonkeyCode's Free Models and Free Server

Build a Local AI Code Review Bot on MonkeyCode's Free Models and Free Server

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5 min read
The Human Eye Is the Worst AI Code Reviewer: Run a Behavior Gate Instead

The Human Eye Is the Worst AI Code Reviewer: Run a Behavior Gate Instead

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5 min read
Do Not Ask a Free Coding Model for a Patch. Ask It for Candidate Tests Instead.

Do Not Ask a Free Coding Model for a Patch. Ask It for Candidate Tests Instead.

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6 min read
Free AI Coding Endpoints: 5 Anti-Patterns That Break Your Workflow

Free AI Coding Endpoints: 5 Anti-Patterns That Break Your Workflow

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4 min read
AI Coding Anti-Patterns: Symptoms, Root Causes, and Replacement Patterns

AI Coding Anti-Patterns: Symptoms, Root Causes, and Replacement Patterns

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4 min read
Poisoning My Own Codebase: A Reproducible Prompt Injection Test for AI Coding

Poisoning My Own Codebase: A Reproducible Prompt Injection Test for AI Coding

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4 min read
Testing MonkeyCode's Free Server Before You Trust It: A $0 Reproducible Probe

Testing MonkeyCode's Free Server Before You Trust It: A $0 Reproducible Probe

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5 min read
Testing MiniMax H3 Without Buying the Hype: A $0 Reproducible Eval

Testing MiniMax H3 Without Buying the Hype: A $0 Reproducible Eval

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4 min read
A Cost-Aware Router for AI Coding Tasks: Free Models First, Frontier Models Only When They Earn It

A Cost-Aware Router for AI Coding Tasks: Free Models First, Frontier Models Only When They Earn It

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4 min read
Testing the Walls, Not the Demo: A Reproducible Harness for AI Coding Agent Boundaries

Testing the Walls, Not the Demo: A Reproducible Harness for AI Coding Agent Boundaries

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4 min read
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