How to Build Reliable AI Products: A Production Engineering Guide
AI demos are easy. Reliable AI products are an engineering problem.
Технические посты, продуктовые решения и честные наблюдения, написанные в процессе, а не после.
Статьи и записи дневника написаны на английском.
Заметки, с которых стоит начать, чтобы понять, как я думаю и работаю.
AI demos are easy. Reliable AI products are an engineering problem.
MV3 is four moving parts, manifest, service worker, content scripts, and UI, not a single script tag anymore.
Stop presenting projects. Start shipping a system that compounds trust.
Разработка на виду
Что выпустили, что сломалось и что изменилось, записано по факту.
Shipped a popup refresh focused on first-glance clarity: the popup now states the job plainly, the current-tab shortcut says exactly what it does, and the empty state lost its duplicate copy. Small release, but every session starts at the popup.
Rebuilt the Amethyst popup around one question: where did today go? It now opens with the daily total, top sites, and a single button into the full dashboard. Removed the tracking badge, comparison chip, sync button, and feedback card, the glance view answers fast, then gets out of the way.
A run of notes on making this site readable by AI agents: the MCP server, the public API, the data model, and the security lessons from exposing it all. Personal sites are becoming APIs, this series documents doing it for real.
Как ИИ-функции ведут себя, когда их используют реальные люди, не в контролируемых демо.
Shipping a custom model is only safe if a boring commodity model can take over on the next request, with no deploy and no user-visible seam.
Every fine-tuning tutorial starts with a clean dataset. Mine started with 400 Spanish quotes under loose headers in a .txt file, and getting from one to the other was most of the work.
Практические гайды по Manifest V3, браузерным инструментам и распространению расширений.
Twelve of ResistGate's 137 store-page visitors this year came from AI assistants. Social media sent three.
A focus event tells my time tracker something may have changed. It asks Chrome which window has focus before it records a minute.
Цены, продуктовые выборы и чему я научился, пытаясь создавать то, что люди реально покупают.
Game monetization splits cleanly into predictable-and-fair and random-and-manipulative. Regulators are banning the second, and the same line runs through how any product charges.
Retention won through dark patterns is debt. It builds regulatory and reputational liability and makes every future price increase impossible.
Архитектурные компромиссы, примитивы вместо сложности и устойчивые системные паттерны.
The shared action should not inherit the latency of every feature it triggers.
Predict locally, decide centrally, and make rejection a first-class state.
Как я принимаю решения, сохраняю фокус и двигаюсь вперёд без команды.
You can't skip the ten. Every million starts as ten people who actually stayed.
The right model is the one your product's costs, users, and habits actually point to, not the trendy one. Ten questions get you there.
Сон, рутины, обучение и что реально держит меня на полной мощности.
Практические руководства и чек-листы на английском языке.
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