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Libra: Efficient Resource Management for Agentic RL Post-Training
arXiv:2606.03077v1 Announce Type: new Abstract: Reinforcement learning (RL) has become a standard post-training paradigm for large language models (LLMs), extending beyond preference alignment to complex reasoning and multi-turn agentic behaviors. In agentic RL, the rollout stage generates trajectories while invoking tools, producing long-tailed and non-stationary workloads that challenge conventional resource-management assumptions. Three fundamental challenges arise.
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Has sparkling water come of age?
We pop open a selection of fun but healthy fizzy flavoured waters that should satisfy even the fussiest princessI am not a princess about many things, but there has to be sparkling water in the house. Refreshing, enlivening and occasionally hangover-clearing, it is an essential. Thankfully, my husband is aligned with me (it would never have worked with someone who answered: “Tap’s fine”, when offered water in a restaurant).I’m not fussy about my fizzy, though – SodaStreamed tap is fine – but...
Meta has struggled at selling anything other than ads. Will AI be different?
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