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We Shipped a Mortgage Calculator Bug Where Every Test Was Green and the Answer W

BACKGROUND
1 SIGNALFIRST DETECTED 1 August 2026
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How the story developed
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26 Aug
Every 401(k) fee analyzer wanted my login. The data was in a PDF they already mail me.

<p>second post here. The first was about a bank reconciler that can't upload anything; this one is<br /> about a smaller tool with one genuinely interesting bug in it.</p>

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15 Oct
Building a UK tax and pension calculator that shows its sources

<h2> The problem: one job title, four pay systems </h2> <p>NHS pay looks like a single national table. It is not. Agenda for Change staff are paid under separate awards in

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12 Jul
Your Export Is Lying to You: 4 Bugs We Shipped in a Jira Forge App

<p>We build a resource management app for Jira on Atlassian Forge — capacity planning, timesheets, and invoice export. That last one is the scary part. When your app produces an

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9 Apr
I audited 12 startup stacks in 90 days. Here is what breaks before 1,000 users every single time.

<p>The thing that breaks before 1,000 users is almost never the code.</p> <p>Not a race condition. Not a memory leak. Not a missing index. Founders assume their app will collapse

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