I'm not giving in to the vibes yet.
Python 3.15 introduces an immutable or ‘frozen’ dictionary that is useful in places ordinary dicts can’t be used.
Rubber Duck uses a second model from a different AI family to evaluate the primary agent’s plans, question assumptions, and ...