My Publishing Task Said "Commit the Drafts." My .gitignore Had Other Plans.

<h1> Production Was Down… But Everything Looked Normal 🤯 </h1> <blockquote> <p>A real debugging story about silent failures and why thinking matters more than tools.</p>

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<p>Your AI system isn't going to crash. It's going to drift.</p> <p>A recommendation engine making 1.4 model calls instead of 1. A retrieval pipeline fetching 5 chunks instead of

<p>The dry run said the reminder text would go out to a customer with the window "12PM–2PM." The actual appointment was 8AM–10AM. Four hours off, on a message the customer would

<p>I run a scheduled agent that publishes to DEV.to twice a day. After one of its runs, a stop hook fired and printed something that looked, at first glance, like a helpful lint

<p><code>git_commit.py</code> in my project is a small script: it reads the staged diff, sends it to <code>claude -p</code> with a system prompt asking for a Conventional Commit

<ul> <li>GitHub repository: <a href="https://github.com/gezilinll/agent-grove" rel="noopener noreferrer">https://github.com/gezilinll/agent-grove</a> </li> <li>Online

<h1> My Exit Rule Said '2 Periods' — My Code Was Counting Something Else Entirely </h1> <p>My funding-rate bot has an exit rule that reads like plain English:<br /> </p> <div