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Daniel Han

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Maximizing Luck in Reinforcement LearningPyTorch Conference 20252025-10-22
Unsloth claims RL training speeds and memory drop by specific tweaks: float8 quantization and keeping the LM head in float32 for accuracy, plus algorithm swaps…
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Can Reinforcement Learning Lead to AGI?AI Infra Summit at PyTorch Conference 20252025-10-21
Claims that RL can scale to AGI rest on concrete pivots: scaling inference (currently ~90% of compute), automating reward functions, and handling long context…
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[Full Workshop] Reinforcement Learning, Kernels, Reasoning, Quantization & AgentsAI Engineer World's Fair 20252025-06-03
Claims that RL can replace stages of SFT, plus a concrete algorithmic tweak: GRPO removes the value model and uses rollout statistics as the baseline, letting…
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Hacks to Make LLM Training FasterPyTorch Conference 20242024-09-18
Six practical wins: switching from float32 to float16/BF16 yields roughly 5x speedups on common GPUs; quantizing to int8 keeps accuracy while int4 halves model…
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Low Level Technicals of LLMsAI Engineer World's Fair 20242024-06-25
Hands-on workshop shows exactly what was fixed and how: debugged Gemma and Phi‑3 implementations (including a rope float32 fix that causes the largest…
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