nb:

- stdlib only, 0 external dependencies

- works with openai compatible api (including local models)

- shows context usage in % when turn goes back to user

- cache friendly (keeps stable prefix and provides uuid v4 as session cache key)

- uses 'shell' as open ended tool

'shell' as tool name is sufficient context for gpt 5.6 sol