Luka Grbčić

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Distributed Systems & Hardware (1)Inference & Quantization (1)Tool Use & Agents (1)

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Kirill Nagaitsev (1)Samuel Williams (1)Costin Iancu (1)

Papers (1)

Nov 21, 2025

Kirill Nagaitsev +3Nov 21, 2025

Optimizing PyTorch Inference with LLM-Based Multi-Agent Systems

LLM-powered agents can now optimize PyTorch inference by 2.88x on H100 GPUs, but only if you carefully balance exploit-heavy search with agents that fix errors.

Kirill Nagaitsev, Luka Grbčić, Samuel Williams +1

Distributed Systems & Hardware Inference & Quantization Tool Use & Agents

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Luka Grbčić

Research focus

Frequent co-authors

Papers (1)