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Inference
DeepCoder: A Fully Open-Source 14B Coder at O3-mini Level

Michael Luo*, Sijun Tan*, Roy Huang*, Ameen Patel*, Alpay Ariyak*, Qingyang Wu*, Xiaoxiang Shi, Rachel Xin, Colin Cai, Maurice Weber, Ce Zhang, Li Erran Li, Raluca Ada Popa, Ion Stoica

Text on dark background: together.ai DeepCoder: A Fully Open-Source 14B Coder at O3-mini Level.
Kernels
ThunderKittens Now Optimized for NVIDIA Blackwell GPUs

Benjamin Spector, Aaryan Singhal, Dan Fu, Chris Ré

Inference
Minions: embracing small LMs, shifting compute on-device, and cutting cloud costs in the process

Avanika Narayan*, Dan Biderman*, Sabri Eyuboglu*, Avner May, Scott Linderman, James Zou, Christopher Ré

Graph showing accuracy vs remote cost per problem for local Llama and remote GPT-4o models with cost and accuracy labels.
Model Shaping
Long Context Fine-Tuning: A Technical Deep Dive

George Grigorev, Zain Hasan, Max Ryabinin

together.ai Long Context Fine-Tuning: A Technical Deep Dive on dark background with blue dots.

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