Occasional writing on AI systems, SaaS architecture, and the long-form work of shipping serious software. No newsletters, no funnels — just notes.
Notes from building the AdShort AI pipeline: prompt design, structured outputs, multilingual generation, and the retry patterns that turn a fragile demo into a system you can leave running overnight.
May 18, 2026
ReadPulling names, emails, and phone numbers out of natural chat without users feeling interrogated. What worked while building AslasChat — schema design, prompt patterns, and the verification layer.
May 06, 2026
ReadHow I structure NestJS projects so a new engineer can land on a feature in an hour instead of a week. Module boundaries, dependency rules, and the small conventions that compound.
April 22, 2026
ReadThree engagements in, here's the auth + roles setup I keep reaching for. JWT, refresh, role hierarchies, and the seams you'll actually want when the org chart shifts.
April 09, 2026
ReadFrom Chinioti Wooden Art: how I think about SSR vs dynamic rendering, MongoDB schemas built for aggregation, and where to put the image optimization so mobile actually loads.
March 17, 2026
ReadA retrospective on the AdShort AI engagement: where the AI helped, where it didn't, and the boring orchestration work that did most of the actual lifting.
February 28, 2026
ReadThe archive is open.
Full posts coming as a thoughtful read, not a content firehose.
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