According to @_avichawla, MoE routing fragments batches, making grouped GEMM suboptimal at low concurrency and requiring weight-streamed GEMV kernels.

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Lily is a Rust and Metal-based inference engine designed for running Qwen3.6-35B-A3B locally on Apple Silicon, powering the local side of Perplexity’s Hybrid Compute system. Perplexity has ...

Perplexity has open sourced Lily, the local inference engine behind Hybrid Compute in Perplexity Computer. It is a single-process runtime: a Rust layer loads the checkpoint and drives the generation ...

Eigen Labs, a five-year-old tech biz based in Seattle, Washington, estimates that owners of Apple Silicon hardware can earn $120 to $200 per month on average by selling idle compute power for AI ...

The race for faster AI inference is on, and markets gave Cerebras and its purpose-built chips a warm welcome in its IPO debut in May. But French startup Kog is betting that there’s a lot more power to ...

As large language models (LLMs) move from research prototypes into production, engineering teams run into a hard truth: building an intelligent model is only half the battle. Serving that model to ...

Baseten Inc., a startup with a platform for running artificial intelligence inference workloads, is raising $1.5 billion in funding. The Wall Street Journal reported today that Altimeter Capital, ...

OpenCV 5 has launched, representing a major modernization phase for the long-standing open-source computer vision library. The update focuses heavily on deep learning execution, streamlined core ...

Multi-tenant LLM serving requires reasoning about capacity across workloads. "Model units" provide a VM-like abstraction that makes it possible to allocate, route, and scale GPU resources per customer ...