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I've just released github.com/freecomputin..., an extension set for your coding agent to work effectively with jj and beads.

The basic idea is that LLM agents do much better when you parcellate work for them in advance. This kind of planning also opens up more economical downstream agential workflows such as using a local model to implement work that a more capable model from one of the frontier labs has planned.