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Show HN: GONK – Lightweight Edge-Native API Gateway in Go
轻量级 Go 编写的边缘原生 API 网关，专注高性能与低资源消耗。
Article URL: https://github.com/JustVugg/gonk Comments URL: https://news.ycombinator.com/item?id=48754017 Points: 2 # Comments: 0
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硬氪首发 | 前存储上市公司老将带队做AI超算设备，年营收已达数千万
前存储上市公司高管创业AI超算设备，聚焦边缘计算散热与噪音痛点，年营收已达数千万。
硬氪获悉，算力基础设施企业华弘数科近日完成数千万Pre-A轮融资，领投方为吴中金控，此次融资将主要用来发展AI应用和算力落地的生态建设、工厂产能的进一步扩大和基地的建设与推进。 华弘数科成立于2021年，总部位于北京，后迁至苏州，专注全液冷边端侧超级计算机研发，是跨界全液冷散热与IT算力的一体化平台…
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Energy-Efficient CNN Acceleration with MSDF Digit-Serial Arithmetic on FPGA
基于MSDF数字串行算术的FPGA方案，在CNN加速中实现高能效与低资源占用，边缘计算场景的实用新思路。
arXiv:2606.25562v1 Announce Type: cross Abstract: This paper presents an energy-efficient hardware acceleration of the convolutional layers in the U-N…
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EnerInfer: Energy-Aware On-Device LLM Inference
端侧大模型推理的能耗难题有了新解法，EnerInfer提出能源感知优化框架，兼顾性能与功耗，适合部署在手机等边缘设备。
arXiv:2606.23001v1 Announce Type: cross Abstract: On-device LLM inference is increasingly attractive for privacy-preserving, reliable, and cost-effect…
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CrankGPT - a fully offline, off-the-grid AI box
手摇发电的离线AI盒子，无需电网和数据中心，用树莓派实现全自主智能推理。
Article URL: https://squeezlabs.github.io/handcrank/ Comments URL: https://news.ycombinator.com/item?id=48598824 Points: 1 # Comments: 0
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MINIX 宣布 "Wildcat Lake" 迷你主机 N304-AI：具备双千兆网口
双千兆网口+15 TOPS AI算力，MINIX入门级AI迷你主机让边缘计算更易部署
IT之家 6 月 15 日消息，MINIX 本月 10 日宣布了其基于英特尔 "Wildcat Lake" 酷睿 3 处理器 304 的入门级 AI 迷你主机新品 N304-AI。该设备可由 NPU 提供 15 TOPS 的 INT8 算力。 这一型号采用板载内存设计， 集成 16GB LPDDR5…
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LLM for the ESP32-S3
在ESP32-S3上实现1.4 tok/s的LLM推理，跨板分布式运行，嵌入式AI新尝试。
Article URL: https://github.com/harmansingh4163-ai/ESP-32-s3-Story-maker-LLM Comments URL: https://news.ycombinator.com/item?id=48500424 Points: 1 # C…
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Resource-Aware LLM Reasoning for Mobile Edge General Intelligence
移动边缘设备运行大模型？这篇论文提出了资源感知的LLM推理方案，让通用智能在边缘端高效落地。
arXiv:2509.23248v3 Announce Type: replace Abstract: The rapid advancement of large language models (LLMs) has enabled an emergence of agentic artifici…
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A Resilient Solution for Sewer Overflow Monitoring across Cloud and Edge
云边协同的弹性架构，解决下水道溢流监测中的可靠性与实时性难题。
arXiv:2605.10592v2 Announce Type: replace Abstract: Aging combined sewer systems in many historical cities are increasingly stressed by extreme rainfa…
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LLM Inference at the Edge: Mobile, NPU, and GPU Performance Efficiency Trade-offs Under Sustained Load
一文对比移动设备、NPU与GPU在持续负载下的大模型推理效率，为边缘部署提供实测参考。
arXiv:2603.23640v2 Announce Type: replace-cross Abstract: Deploying large language models on-device for always-on personal agents demands sustained in…
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Efficient Reasoning on the Edge
边缘设备高效推理新突破，兼顾性能与资源约束，适合部署场景研究者
arXiv:2603.16867v2 Announce Type: replace-cross Abstract: Large language models (LLMs) with chain-of-thought reasoning achieve state-of-the-art perfor…
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Zero Trust for IoT: Bridging the Gap Between Edge and Cloud
从边缘到云端，零信任如何守护低功耗IoT设备的安全防线？
The Paradigm Shift: From Perimeters to Identity-First Security In the traditional landscape of enterprise security, the 'castle-and-moat' strategy rei…
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E2LLM: Towards Efficient LLM Serving in Heterogeneous Edge/Fog Environments
异构边缘/雾环境中大模型高效服务的新方案，解决部署延迟与资源优化难题。
arXiv:2606.03770v1 Announce Type: cross Abstract: Large Language Models (LLMs) have become integral to modern applications, yet their deployment remai…
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Cross-Lingual Token Arbitrage: Optimizing Code Agent Context Windows via Local LLM Preprocessing
提出跨语言令牌套利新方法，用本地LLM预处理重写提示词，低成本优化代码代理上下文窗口。
arXiv:2606.03618v1 Announce Type: new Abstract: AI-assisted coding agents are bottlenecked by input-token cost. Two pathologies of raw human input dri…
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Toward a Modular Architecture for Embedded AI Agent Systems at the Edge
边缘计算与AI代理融合，模块化架构设计助力嵌入式系统高效部署
arXiv:2606.02862v1 Announce Type: new Abstract: The rise of Large Language Models (LLMs) has enabled agentic AI capable of complex reasoning and tool …
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Microsoft forms partnership with Unsloth AI about local LLM execution
微软与Unsloth AI宣布合作，聚焦本地大模型执行，或推动边缘AI新方向。
Article URL: https://xcancel.com/UnslothAI/status/2061925637892297122 Comments URL: https://news.ycombinator.com/item?id=48381283 Points: 1 # Comments…
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Truth, Trust, and Trouble: Medical AI on the Edge
当AI遇上医疗：真相、信任与边缘困境，这篇顶会论文深入探讨医疗大模型在真实场景中的可靠性挑战与信任危机。
arXiv:2507.02983v3 Announce Type: replace-cross Abstract: Large Language Models (LLMs) hold significant promise for transforming digital health by ena…
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A Communication-Centric 6G-LLM Architecture for Scalable Tactical Autonomous Defense Vehicle Networks
融合6G与大语言模型，为战术自主防御车辆网络提出通信中心分层架构，边缘赋能规模化协同。
arXiv:2606.01312v1 Announce Type: cross Abstract: The integration of Artificial Intelligence (AI) and emerging 6G networks introduces new opportunitie…
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ESAM++: Efficient Online 3D Perception on the Edge
一种面向边缘设备的高效在线3D感知模型，实现低延迟高精度3D理解，适用于实时应用场景。
arXiv:2605.29505v1 Announce Type: new Abstract: Online 3D scene perception in real time is essential for robotics, AR/VR, and autonomous systems, part…
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A full stack platform for Edge AI from Google
Google推出的边缘AI全栈平台Coral，集软硬件于一体，加速本地AI模型部署
Article URL: https://developers.google.com/coral Comments URL: https://news.ycombinator.com/item?id=48323506 Points: 1 # Comments: 0