Waiting 2 minutes to see a typo fix? Runtime containers separate your code from your runtime, enabling instant feedback without sacrificing containerized consistency. Mount your code instead of baking it in. Edit files, see changes instantly. No rebuilds, no waiting.

Your background jobs crash on deployment, fail silently, and corrupt data. Here's how to fix it with worker pools, retry strategies, idempotency, and graceful shutdown. A guide to building production background processing systems that don't break under load. Tested at 20 req/sec.

Aider is my favorite AI coding assistant. It lives in the terminal, commits directly to Git, and actually understands my codebase. But it was missing one thing: the ability to save and restore chat sessions. So I built it. The PR never got merged, but I've been running my fork for months now. Here's the story.