Foundry is a new system that significantly reduces cold-start latency for large language models by persisting and reconstructing CUDA graph contexts with minimal overhead. This matters because it addresses a critical bottleneck in modern LLM serving, enabling faster deployment and more efficient autoscaling. For developers, this means quicker initialization times without sacrificing performance, as demonstrated by reducing Qwen3-235B-A22B's startup time from 10 minutes to under four seconds.
Read the full article at arXiv cs.LG (ML)
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Ali NematiWritten by Ali
