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Max Ryabinin
Storskala dyp læring og forskning @togethercompute
Learning@home/Hivemind-forfatter (DeDLOC, SWARM, Petals)
Et prosjekt jeg er veldig glad for å se lansert, ledet av @couplefire12 under hans praksis hos Together 🔥
Hvis du er nysgjerrig på å resonnere med RL i ikke-verifiserbare oppsett, ta gjerne en titt!
12. des. 2025
RL for reasoning often rely on verifiers — great for math, but tricky for creative writing or open-ended research.
Meet RARO: a new paradigm that teaches LLMs to reason via adversarial games instead of verification.
No verifiers. No environments. Just demonstrations. 🧵👇
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4. des. 2025
We’re taking the first step toward production-grade RL on the AI Native Cloud.
Together AI + @metaai's team are partnering to bring high-performance reinforcement learning to real agentic systems — long-horizon reasoning, tool use, and multi-step workflows.
Check out the first TorchForge integration.
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