The Job Looked Frozen for 48 Hours. It Was Waiting for stdin.

<p>An inference server stopped generating tokens while more than 200 GiB of host memory remained available. Its health endpoint kept returning HTTP 200. The first visible

<p>Anthropic shipped Opus 4.7 on April 16, 2026. Same $5/$25 pricing as 4.6. Same 1M context. Same 128K output ceiling. Different model entirely when you put it in an agentic

<p>Four agents entered an infinite loop in November 2025. They ran for 11 days. The bill was $47,000. Nobody noticed until it was over.</p> <p>The team was running a market

<p>You've heard of DevOps. You've heard of AIOps. You've probably heard of MLOps.</p> <p>But there's a category that doesn't exist yet — and it's the one the AI industry needs

<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>

<p>One of our agents ran a test suite. The suite takes four minutes. The MCP client's idle timeout is sixty seconds.</p> <p>You can see where this is going. At second sixty the

<p>Last Friday at 5 PM, right when I was about to close my laptop and sneak out, the alert channel exploded — the online data collection service had a timeout rate spiking to 40%,

<p>"It works fine on my Mac, but it crashes the moment we hand it to Windows" is a report a lot of developers eventually hear. More often than not, the culprit is a character