I've got basically a loop of docs, test (TDD) and code. Starting with and IMPLEMENT-<plan name>.md. I ask to revise as TDD, then loop.

Once qwen3.8-flash-next showed up, it cañ go "forever" with dynamic context pruning.

It's fascinating for local coding.

A lot of agentic software development feels like cowboy coding, set it up, let it rip and see what it figures out.

The slightest amount of guidance, input from experience can make a huge difference.