Posts
All the articles I've posted.
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Your AI agent is fixing the wrong service
I tested 100 bugs across 240 microservices the model has never seen. Alert only: 51% pass rate, wrong service 34% of the time. Traffic captures: 77%.
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Notes + Local AI: Simpler Than You Think
I got caught flat-footed twice by the same customer. I have an office hours call with them almost...
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From Traffic Context to Confirmed Fix in 3 Minutes
Traffic Context is the missing piece in most debugging workflows. We ran our autonomous agent on a real production bug — it found the root cause, wrote a reproduce harness, applied the fix, and confirmed it. Here's what that looked like.
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The Ultimate Guide to a Smooth Dev Environment
The Ultimate Guide to a Smooth Dev Environment Originally published on 2025-12-11 at...