Tagged "edge-llm-deployment"
5 articles tagged edge-llm-deployment, 20 March 2026 to 21 May 2026. Newest first.
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Hardware LLM Taalas Reaches >14,000 TPS on Llama 3.1 8B
Taalas demonstrates breakthrough throughput of over 14,000 tokens per second on Llama 3.1 8B, showcasing specialized hardware acceleration for local and edge LLM deployment.
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Blueprint: AI Hardware Design
A new framework for designing AI hardware specifically targets the hardware-software co-design space critical for optimized local LLM inference. Blueprint addresses the emerging need for specialized compute platforms suited to on-device and edge LLM deployment.
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Liquid AI's LFM2-24B Achieves 50 Tokens/Second in Web Browser via WebGPU
Liquid AI has demonstrated their LFM2-24B mixture-of-experts model running at 50 tokens/second in a web browser on M4 Max hardware using WebGPU. The 8B variant achieves over 100 tokens/second, showcasing practical edge inference in browser environments.
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.APKs Are Just .ZIPs: Semi-Legally Hacking Software for Orphaned Hardware
A video explores reverse-engineering and modifying Android APKs to run on legacy devices, with techniques applicable to deploying inference engines on older hardware.
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ASUS ExpertCenter PN55 Mini PC Combines AMD AI CPU and 55 TOPS NPU
ASUS launches a ruggedized industrial mini PC featuring AMD's latest AI-optimized CPU and a dedicated 55 TOPS NPU, purpose-built for on-device inference deployments in demanding environments.