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Building the foundation for running extra-large language models

ID: 2c04d4cc-d309-5a80-a1d5-ebb024e774db

STIX ID: report--2c04d4cc-d309-5a80-a1d5-ebb024e774db

Feed Name: Cloudflare Blog

Date Published: 2026-04-16

Date Updated: 2026-04-27

Author: Michelle Chen

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Cloudflare outlines technical improvements to Workers AI and their Infire inference engine for running extra-large language models, covering prefill/decode disaggregation, token-aware load balancing, shared KV caching (via Mooncake), speculative decoding with draft models, and multi-GPU memory and boot-time optimizations to improve latency, throughput, and cache hit ratios.

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