the user uploaded image B, saw image A, and filed a ticket
Order of uploads ≠ order of webhook arrival. Distributed systems are fun, until time starts lying to you.
THE NOTEBOOK · ARCHIVE
Everything I've written, in one place.
Production bugs, system patterns, and lessons I keep coming back to. Cross-posted to LinkedIn — site is the canonical version.
5 entries · 4 tags · since dec 2025
RECENT
№001
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№002
we shipped a feature with AI. then production started breathing fire 🔥
AI generates working code. Working ≠ production-ready. The critical read is still ours.
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№003
circuit breakers alone won't save you
Resilience is a stack, not a switch. Timeouts + breakers + ramp-up — three layers, one pattern.
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