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Dev Log: 2026-08-06 — Pest 5 everywhere, a build-preset registry, and an MCP server inside a Laravel app

Dev Log: 2026-08-06 — Pest 5 everywhere, a build-preset registry, and an MCP server inside a Laravel app

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2 min read
How to Review AI-Generated Refactors: A Repeatable Falsification Loop

How to Review AI-Generated Refactors: A Repeatable Falsification Loop

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5 min read
Your Maven Test Run Is Running. Probably.

Your Maven Test Run Is Running. Probably.

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3 min read
Address the row, not the line: when the checker is the first reader in disguise

Address the row, not the line: when the checker is the first reader in disguise

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7 min read
Exit Code 0, Nothing Produced: The Automation Failure I Shipped Five Times

Exit Code 0, Nothing Produced: The Automation Failure I Shipped Five Times

Comments 1
7 min read
Most AI Second Opinions Are Fake. I Built a Two-LLM Review Engine to Prove It.

Tested on 70 real PRs for just $0.53 total cost

Most AI Second Opinions Are Fake. I Built a Two-LLM Review Engine to Prove It.

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11 min read
The 6-Line Fix That Outperformed My Entire Matcher Week

The 6-Line Fix That Outperformed My Entire Matcher Week

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11 min read
Canary Gates Make Agent Rankings Comparable

Canary Gates Make Agent Rankings Comparable

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7 min read
What to verify after an AI agent says tests pass

What to verify after an AI agent says tests pass

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2 min read
The Remote Job Printed Nothing for 48 Hours. stdout Had No TTY.

The Remote Job Printed Nothing for 48 Hours. stdout Had No TTY.

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7 min read
I Tried to Break My AI Agent's Memory With a Multi-Day Refactor. Here's What Actually Held Up.

I Tried to Break My AI Agent's Memory With a Multi-Day Refactor. Here's What Actually Held Up.

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3 min read
Why 100% Line Coverage is Lying to You in AI-Generated Code (And How We Catch It)

Why 100% Line Coverage is Lying to You in AI-Generated Code (And How We Catch It)

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4 min read
Comments Considered Harmful

Comments Considered Harmful

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7 min read
Paid vs Free Google Play Testers: What Works Best?

Paid vs Free Google Play Testers: What Works Best?

Comments 3
4 min read
# I benchmarked AI agent memory in 2026 — and the numbers tell a different story than the marketing

# I benchmarked AI agent memory in 2026 — and the numbers tell a different story than the marketing

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4 min read
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