Blog
Ideas, notes
and experiments.
Notes on backend engineering, integrations and AI in production.
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The Bug That Only Shows Up the Second Time a Job Runs
Retries are how you make a system reliable, and also how you double-charge a customer. The difference is whether anything you built actually tolerates running twice.
Engineering -
Are Junior Developers Still Needed? What the Data Actually Shows
The headlines say entry-level coding jobs are disappearing. The numbers are real, but the story is more specific — and more useful — than "AI took the jobs."
CareerAI
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AI as Your Backlog's First Responder: A Small Experiment
What happens when you let an AI agent pick up the small, well-defined tickets nobody has time for? Notes from a personal experiment — including where it broke.
AIEngineering
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The Hidden Cost of Content Ops, and How MCP Made Automating It Boring
What it actually looks like to replace hours of manual content work with an AI agent wired into real systems through MCP, not a demo, the unglamorous middle part.
AIProduct
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