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Shadow-Compare the Agent Patch. Merge Only Classified Divergences.

Shadow-Compare the Agent Patch. Merge Only Classified Divergences.

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8 min read
My Bot's KPI: Trades 2 > Opportunities 1?! When Your Numerator and Denominator Don't Observe the Same Time.

My Bot's KPI: Trades 2 > Opportunities 1?! When Your Numerator and Denominator Don't Observe the Same Time.

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4 min read
I said no data was leaving. On the first good run, two records left

I said no data was leaving. On the first good run, two records left

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3 min read
Astro 7.3's Smallest New Feature Might Be the Most Useful One for Testing

Astro 7.3's Smallest New Feature Might Be the Most Useful One for Testing

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2 min read
My own tool lied to me for three weeks: “declared” and “works” are different claims

My own tool lied to me for three weeks: “declared” and “works” are different claims

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3 min read
Assumption Density Belongs Beside Pass Rate

Assumption Density Belongs Beside Pass Rate

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6 min read
Stop Conditions for Free Inference in Agent Loops

Stop Conditions for Free Inference in Agent Loops

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7 min read
The Assumption Gate: A Two-Hour AI Patch Lab

The Assumption Gate: A Two-Hour AI Patch Lab

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6 min read
Stop Writing Ruby Tests in JS Template Literals: Meet rspec-wasm

Stop Writing Ruby Tests in JS Template Literals: Meet rspec-wasm

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4 min read
Classify the Failure Before the Agent Edits a Test

Classify the Failure Before the Agent Edits a Test

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7 min read
Catch Tool Calls That Invent Missing Arguments

Catch Tool Calls That Invent Missing Arguments

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7 min read
Zero Dependencies, Zero Regressions: What It Took to Build CLI-KDG from Scratch

Zero Dependencies, Zero Regressions: What It Took to Build CLI-KDG from Scratch

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5 min read
Fail-Open Defaults in Agent PRs: A Provenance Review

Fail-Open Defaults in Agent PRs: A Provenance Review

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7 min read
A 10M-Token Budget Is a Test Plan: C++ Patch Trials on MonkeyCode's Free Tier

A 10M-Token Budget Is a Test Plan: C++ Patch Trials on MonkeyCode's Free Tier

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5 min read
Green But Wrong: Mutation-Testing Agent-Generated Test Suites

Green But Wrong: Mutation-Testing Agent-Generated Test Suites

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4 min read
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