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Free Tokens, Paid Verification: A Cost-Per-Compile Gauntlet for MonkeyCode's Free Tier

Free Tokens, Paid Verification: A Cost-Per-Compile Gauntlet for MonkeyCode's Free Tier

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4 min read
Your Tests Passed. That Still Doesn’t Mean You Should Release.

Your Tests Passed. That Still Doesn’t Mean You Should Release.

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4 min read
What our coverage number did not protect

What our coverage number did not protect

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7 min read
Synthetic Data Is the Missing Layer in Your SQL Eval Harness

Synthetic Data Is the Missing Layer in Your SQL Eval Harness

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4 min read
Your Coding Agent Doesn't Need a Smarter Model. It Needs a Tighter Loop.

Your Coding Agent Doesn't Need a Smarter Model. It Needs a Tighter Loop.

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5 min read
The Issue Digest Bot: A MonkeyCode Free-Tier Case Study

The Issue Digest Bot: A MonkeyCode Free-Tier Case Study

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5 min read
A Better Model Improved the Numbers. It Didn't Fix the Product.

A Better Model Improved the Numbers. It Didn't Fix the Product.

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10 min read
Steal This Exam. Here's How to Port It to Your Own Pipeline.

Steal This Exam. Here's How to Port It to Your Own Pipeline.

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5 min read
Green Tests Can Still Be Dead Tests: Auditing Agent-Generated Suites

Green Tests Can Still Be Dead Tests: Auditing Agent-Generated Suites

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5 min read
I Built an Open-Source QA Agent Because AI Shouldn’t Grade Its Own Homework

I Built an Open-Source QA Agent Because AI Shouldn’t Grade Its Own Homework

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5 min read
I Gave a Regex and an LLM the Same Exam. Fatal 3 vs Fatal 0.

I Gave a Regex and an LLM the Same Exam. Fatal 3 vs Fatal 0.

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4 min read
The Postman Variable Mistake That Leaks Tokens (and the 5-Scope Model That Prevents It)

The Postman Variable Mistake That Leaks Tokens (and the 5-Scope Model That Prevents It)

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3 min read
Undefined CSS variables fail silently: two failures in one evening, and the guard that checks reality

Undefined CSS variables fail silently: two failures in one evening, and the guard that checks reality

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3 min read
Coding is only a part of Engineering!

Coding is only a part of Engineering!

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8 min read
I Made Stefan Minchev Defend Every Decision in Our Playwright Framework

I Made Stefan Minchev Defend Every Decision in Our Playwright Framework

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4 min read
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