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1. rl from zero pretrain, can it be done? yes.

   Python 289 21

2. one page guides that i let my subscribed/customised agents consume to perform actions

   Python 360 30

3. a rubric driven prioritized replay rl algo to maximise continual learning

   Python 16 4

4. implementations and experimentation on mHC by deepseek - https://arxiv.org/abs/2512.24880

   Shell 327 30