…from sparse rewards and challenges in credit assignment, which are addressed through A²TGPO that adapts information gain normalization, accumulation, and clipping for improved policy optimization. AI-generated summary Reinforcement learning for agentic…
…This paper is exciting not only because of the algorithm, but also because of the systems angle. There are many recent attempts to intervene in LLM generation at test time, but in…
…Various node and edge encodings were combined systematically. This led to functions like the ones in the following figure: Examples of graph encoding functions used to encode graphs via text. Analysis and…
!UPDATE!(20.05.2026) WE HAVE NEW NUMBERS FROM 1.500+ TESTS IT'S WORKING! check my update post https://www.reddit.com/r/LocalLLaMA/s/AyNOehjkYT Or the go straight to the my Github https://github.com/OttoRenner/Gentle-Codi…
Update from the lawyer with the V100 server. A few of you asked what I actually ended up running once the dust settled, so here it is. Still just a lawyer, still driving the whole thing through Claude Code, still not ful…
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