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Inference at Full Throttle: 5 Key Takeaways on vLLM, Quantization, KV Cache Tuning and Speculative Decoding
Your model works, but every request is slow and every GPU hour is expensive. Here are five key takeaways behind Inference at Full Throttle, a practical guide from the Scaling AI Systems Series on LLM serving performance. On Kindle and in paperback.

Choochai Thianthae
Oct 214 min read


Scaling AI Systems Series Guide: Reading Order for LLM Inference Performance, GPU Cluster Operations and AI Cost Management
Three focused engineering books from ChatVariety Team for teams running AI in production — fast LLM serving with vLLM, quantization and speculative decoding, reliable GPU cluster operations, and AI unit economics — with a recommended reading order and Kindle and paperback links.

Choochai Thianthae
Oct 204 min read


Running the GPU Fleet Review: A Practical Guide to Operating GPU Clusters for AI
A focused guide from the Scaling AI Systems Series on running GPU clusters for AI: container orchestration, scheduling, observability and failure management. Available on Kindle and in paperback.

Choochai Thianthae
Oct 204 min read


From Chips to LLMs: 4 ChatVariety Team Books on the AI Tech Stack
Four ChatVariety Team books on Amazon – Semiconductor Engineering History, Pre-Training LLM Engineering, AI Cost Management and Quantum Computing Engineering – compared side by side, with a reading order and a link for every book.

Choochai Thianthae
Oct 176 min read


Automotive Functional Safety Engineering Review: ISO 26262, SOTIF and Cybersecurity for EVs and Autonomous Vehicles
An engineering guide from the Software-Defined Vehicle Engineering Series that brings ISO 26262, SOTIF, cybersecurity, ADAS and safety-critical software together for electric and autonomous vehicles. On Kindle and in paperback.

Choochai Thianthae
Oct 24 min read
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