Software Factories Show & Tell

There’s a ton of hype around AI coding these days. It’s a complicated problem space with tons of surprises/footguns, and the frontier + best practices are evolving weekly. But for all the hype and overblown promises, there’s a ton of specific tactical things that great builders are starting to figure out that raise the floor significantly. Heavybit and HumanLayer are teaming up to bring you a night of off-the-record talks about what actually happens when you try to automate the entire software lifecycle. What goes wrong, where the landmines are, and what falls out as genuinely valuable. Come prepared to share a short 5-minute demo of something you actually do internally that works well. No pitching your startup (we're sure it's great), no BS, just real builders showing off small, sharp approaches that they’ve found to work well for themselves and their teams. Found a GitHub Action that makes your code cleaner every night?Figured out a way to get monorepo-like semantics across many repos?Skills or memory techniques that make your agents smarter over time?Any non-obvious approach that you think other DevOps/DevProd/CTO types might benefit from