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News
I pay an LLM to approve bad reviews
15+ hour, 45+ min ago (783+ words) Every trip report on my travel site goes through an LLM before readers see it. The most important line in that prompt is not about catching bad content. It is this one, verbatim: "Bad reviews" as in negative. The trip…...
Smashing the MCP + Skill Tradeoff: More Guidance, Better Agents?
3+ week, 1+ day ago (608+ words) This is a submission for DEV's Summer Bug Smash: Clear the Lineup powered by Sentry. I've been working on a Tokyo public transit MCP server for a while (see the previous posts in the series). Recently, I started experimenting with…...
Single-flight кэш: как один горячий ключ не роняет базу
3+ week, 6+ day ago (279+ words) На podbor-minuta.ru есть тяжёлые запросы к базе, результат которых мы держим в кэше: списки квартир, сводные цифры по подборкам. Пока значение в кэше есть, всё быстро. Проблема начинается в момент, когда оно протухает. Однажды под нагрузкой мы увидели пачку…...
MLOps in Travel: From Notebook to Production in 30 Days
4+ week, 4+ hour ago (652+ words) Let me walk you through how this transformation happens in practice, using a hotel ranking system as our example. This isn't theoretical—it's a pattern I've refined through multiple implementations across different travel verticals. Week two is where feature engineering…...