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A Tool Round-Trip Is Not a Load Test: A Myth-Busting FAQ

A Tool Round-Trip Is Not a Load Test: A Myth-Busting FAQ

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7 min read
Pytest in Practice

Pytest in Practice

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16 min read
My multi-agent review panel was confidently wrong. I measured why.

My multi-agent review panel was confidently wrong. I measured why.

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Comments 1
7 min read
It agreed with the reference 100% of the time. It was right 75% of the time.

It agreed with the reference 100% of the time. It was right 75% of the time.

Comments 3
2 min read
Two Locks on a Green Build: Prompt Hashes and RSS Caps for AI C++ Evals

Two Locks on a Green Build: Prompt Hashes and RSS Caps for AI C++ Evals

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6 min read
A hash chain proves the ordering. Four attacks prove it's not enough.

Real Unix primitives match crypto ledgers

A hash chain proves the ordering. Four attacks prove it's not enough.

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Comments 64
8 min read
ทดสอบ MCP Server อัตโนมัติ 4 ชั้น จาก Unit Test ถึง CI พร้อมตัวอย่างจริง

ทดสอบ MCP Server อัตโนมัติ 4 ชั้น จาก Unit Test ถึง CI พร้อมตัวอย่างจริง

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2 min read
Why Flaky Tests Are More Dangerous Than Failed Tests

Why Flaky Tests Are More Dangerous Than Failed Tests

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2 min read
Hash the Task Pack Before Ranking Coding Agents

Hash the Task Pack Before Ranking Coding Agents

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6 min read
Turning Bad LLM Responses into Regression Checks with LLMCheck

Turning Bad LLM Responses into Regression Checks with LLMCheck

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21 min read
[Tiny] How to Make Your Gradle + JUnit 5 Tests Slower in One Easy Step

[Tiny] How to Make Your Gradle + JUnit 5 Tests Slower in One Easy Step

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2 min read
Building FlakyDetector 0.2.2: Why Test Reliability Needs Evidence, Not Just a Score

Building FlakyDetector 0.2.2: Why Test Reliability Needs Evidence, Not Just a Score

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4 min read
Taking Over Legacy Go When Nobody Can Review You

Taking Over Legacy Go When Nobody Can Review You

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7 min read
Record One Nested Decision, Then Extract a Single Predicate

Record One Nested Decision, Then Extract a Single Predicate

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7 min read
If the Round Trip Was Instant, You Cheated

If the Round Trip Was Instant, You Cheated

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6 min read
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