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Stop Inferring State From Your Logs—Pick a Marker Instead
AI & Machine Learning 5 min read

Stop Inferring State From Your Logs—Pick a Marker Instead

I was debugging a production issue at 2 AM last month when I realized I'd been doing something stupid. Our system was showing the wrong status for batch processing jobs because I'd built state inference on top of scattered log lines instead of a single, intentional marker. I kept...

I Built An IDE Before I Realized I Didn't Need the Cloud
Web Development 4 min read

I Built An IDE Before I Realized I Didn't Need the Cloud

Last month, I spent three hours debugging why my Claude API integration was timing out over a 3G connection on a train from Rawalpindi to Islamabad. I had a bug to fix, a deadline pushing, and absolutely no internet reliability. That's when I realized something obvious: I've been...

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