News · Yahoo Finance

llm-d 1.0 Advances Open, Cost-Efficient AI Inference for Production Scale

The llm-d project announced llm-d 1.0, an open source milestone designed to help organizations deploy and scale large language model inference more efficiently. Recent demonstrations showed cost reductions of up to five to 10 times for context-heavy agentic workloads and three times greater output throughput. The release adds multi-tenant quality of service, zero-downtime operations, coordinated management of prefill and decode replicas, a stable v1 configuration API, and agent-aware serving with session-aware routing. Founded in 2025 by Red Hat, IBM, Google Cloud, CoreWeave and NVIDIA and now governed by the CNCF, the project has more than 500 contributors from over 25 organizations. In one IBM Research use case, the setup achieved 11.5 times lower inference cost than an all-proprietary configuration, with a prefix-cache hit rate of about 98%.

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artificial intelligencecloud computingNvidiaCoreWeave

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