I had a huge number of database rows that each needed LLM reasoning and tool use.

Existing harnesses like Claude Code don't handle this well - give it a batch and it'll try to write you a script instead of actually reasoning over each item.

Even when it works, context bloats after each turn - gets expensive, slow, and starts hallucinating. And there's no built-in retry handling or parallelization.

So I built this tool. Define the task as a prompt, pipe in your task list, set concurrency, model, tools, etc.

Open to feedback!