The Web3 job market is fragmented. There's no single board that covers it well, and most real leads end up scattered across Telegram channels that get hundreds of messages every day. Scrolling through all of that manually wasn't working.

So I built an automation around it. Connected my Telegram channels to an LLM, built a classification pipelineto filter for PM roles, and put a dashboard on top that shows only what's relevant to me. It surfaced 250+ relevant roles over two months, jobs I would have never found scrolling. Tuning the prompts against real results pushed accuracy from around 50% to 90%. It's still running. Every morning there's new stuff waiting.

AI doesn't have to be about building the next big thing. Sometimes it's just about fixing something broken in your day-to-day.