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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
I pointed one Eloquent-style client at 62 public APIs. Here's how they answered.

I pointed one Eloquent-style client at 62 public APIs. Here's how they answered.

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10 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
The Real Risk of Ignoring API Security (And What the Data Actually Shows)

The Real Risk of Ignoring API Security (And What the Data Actually Shows)

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4 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
I Scored Patches That Never Applied

I Scored Patches That Never Applied

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6 min read
Postmortem: Path Allowlist Matched the Client CWD, Not the Job Root

Postmortem: Path Allowlist Matched the Client CWD, Not the Job Root

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7 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
Postmortem: Path Allowlist Matched the Client CWD, Not the Job Root

Postmortem: Path Allowlist Matched the Client CWD, Not the Job Root

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7 min read
Name Every File the Agent May Touch. Fail the Job If git Disagrees.

Name Every File the Agent May Touch. Fail the Job If git Disagrees.

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7 min read
Pin the Crash in a Characterization Test Before You Patch Upstream

Pin the Crash in a Characterization Test Before You Patch Upstream

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8 min read
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