Warm Start

Warm Start: Book Excerpts and Blog Articles

Free online book excerpts with full text chapters online and free PDF downloads, and the Aussie AI blog, including related articles:

• David Spuler, May 31st, 2026, Chapter 27. Model Loader, in book LLM Inference Optimization: State-of-the-Art Research, Table of Contents: https://www.aussieai.com/book/llm-inference-optimization https://www.amazon.com/dp/B0H3FKR39T

Research on Warm Start

Research papers include:

• T. P. Patel, "Fast Warm-Start Techniques for Large Language Model Inference," 2026 IEEE 5th International Multidisciplinary Conference on Engineering Technology (IMCET), Beirut, Lebanon, 2026, pp. 1-8, doi: 10.1109/IMCET69180.2026.11503728, https://ieeexplore.ieee.org/abstract/document/11503728
• David Spuler, May 31st, 2026, Chapter 27. Model Loader, in book LLM Inference Optimization: State-of-the-Art Research, Table of Contents: https://www.aussieai.com/book/llm-inference-optimization https://www.amazon.com/dp/B0H3FKR39T
• Charles Frye, Jonathan Belotti, Erik Bernhardsson, Akshat Bubna, May 12, 2026, Cutting inference cold starts by 40x with LP, FUSE, C/R, and cuda-checkpoint, https://modal.com/blog/truly-serverless-gpus (Spinning up a new instance with GPUs in seconds.)

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