Section · Dispatches

The flake
files.

Investigations, methodology, and field notes on flaky tests, CI cost, and what your engineering org is quietly paying for.

No. 10·AI & CI·May 8, 2026·8 min read

Why Claude Code AutoFix Can't Fix Flaky Tests

AutoFix is great at real bugs. Flaky tests break the loop — speculative fixes, infinite reruns, wrong-file blame. Here's why, and the right way to combine AutoFix with flake detection.

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No. 09·CI Optimization·March 28, 2026·13 min read

GitHub Actions CI Is Slow? Here's What's Actually Wasting Your Time

The top 5 time wasters in GitHub Actions pipelines — flaky reruns, missing caches, no path filters, sequential jobs, and oversized Docker images — with real workflow fixes.

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No. 08·Engineering Guide·March 28, 2026·14 min read

How to Find and Fix Flaky Tests in Jest

Shared state, fake timers, async race conditions, port conflicts, snapshot drift — the most common Jest flakiness patterns and battle-tested fixes.

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No. 07·Engineering Guide·March 28, 2026·14 min read

How to Find and Fix Flaky Tests in pytest

Database state leaks, freezegun, network mocking, tmp_path fixtures, import side effects — comprehensive guide to fixing flaky Python tests.

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No. 06·Data Analysis·March 28, 2026·9 min read

We Analyzed 10,000 GitHub Actions Runs — Here's What Flaky Tests Actually Cost

Data from 10,000 workflow runs: 30% of reruns are flaky, the average flake costs $37.50, and 80% of waste comes from just 3 tests.

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No. 05·Calculator·March 21, 2026·Interactive tool

Flaky Test Cost Calculator

How much are flaky tests costing your team per month? Adjust the sliders and find out — compute, developer time, and shipping delays.

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No. 04·Comparison·March 21, 2026·7 min read

Kleore vs BuildPulse vs Trunk vs Datadog

Side-by-side comparison of flaky test tools. Features, pricing, setup complexity — including where they beat us.

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No. 03·Cost Analysis·March 21, 2026·10 min read

How Much Do Flaky Tests Actually Cost?

The real cost goes far beyond CI minutes. We break down compute, developer time, delayed merges, and trust erosion — with concrete numbers.

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No. 02·Engineering Guide·March 21, 2026·12 min read

How to Fix Flaky Tests in GitHub Actions

Six patterns that cause 90% of test flakiness — and how to fix each one with concrete code changes.

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No. 01·Fundamentals·March 21, 2026·8 min read

What Are Flaky Tests? The Silent Killer of CI Pipelines

They pass. They fail. Nothing changed. Learn why flaky tests happen, how they erode trust, and what high-performing teams do differently.

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