Where is it actually sticking for you right now? I run a stack of automation pipelines in production: scrapers, rankers, render jobs, bots, all on cron with locks and alerting built in. I've had a cron job sit dead behind a lock for days without anyone noticing. I've hit a near out of memory crash from running too many browser automations on one box at once, and a parser that silently returned nothing because I read a field at the wrong level of the JSON. None of that was really about the tool being bad. It was usually a process that hadn't been mapped properly yet, or too many ways to build something with no clear place to start. So: is it a tool that won't do what it's supposed to? A process you can't get to click? Or too many options and no idea where to even begin? Drop it in the comments below. The topics that come up most will shape what gets covered here next.

Quick round for everyone in this community. Drop a comment with what you're currently working on and where you stand with AI in your business right now. I run automation pipelines on my own server, day to day. I started by giving my automation software away for free to people in my own network. That's grown into my first paying customers, and I'm building an AI agency around it. Whether you're just starting out or already deep into building, all of it counts. What are you working on?

I run a stack of automation pipelines on my own server, scrapers, rankers, render jobs, bots, and Claude Code is the tool I use every day to build and operate them. Not an experiment, it's how the work actually gets done. A few habits shaped how I run it in production. Never let a scheduled job fail silently. I had a cron job sit dead because it was wrapped in a lock nobody was watching, now every long-running step gets a timeout and a heartbeat. Assert on values, not just on keys. I've been bitten by a two-level JSON payload that silently returned None for every field: it looked merely boring, not broken. Cap model calls on scheduled jobs on purpose. Mine run one call per batch instead of one per item, with a hard daily ceiling, so cost control is designed in rather than checked after the fact. What's the one habit that changed how reliable your own Claude Code setup is?