Edge AI

Latest: Open-Source PS5LM Runs GGUF Models Natively on Jailbroken PS5 at 55 Tokens/Sec on Qwen 3.5 9B · github.com, Oct 16, 2026

Topic Tracked keywords: edge ai, on-device, local model, small language model

9 AI Weekly issues and 72 live stories from the last 30 days mention Edge AI.

18 total mentions 1/20 recent issues -100% vs. baseline peak 2/issue tracked since 2026-01-20

Mention Trend — Last 20 Issues

Live Stories (72)

Open-Source PS5LM Runs GGUF Models Natively on Jailbroken PS5 at 55 Tokens/Sec on Qwen 3.5 9B

github.com · 2026-10-16 · Score: 17

Google DeepMind and Singapore GovTech Ship On-Device Gemma Scam Detector Running Two-Stage Pipeline Entirely on Phones

deepmind.google · 2026-10-14 · Score: 24

Liquid AI Open-Weights LFM2.5-24B-A2B, a 2B-Active MoE Reasoning Model Hitting 184 tok/s on M5 Max

huggingface.co · 2026-10-13 · Score: 25

Alibaba Launches Qwen Glasses N1 at $450 With 50MP Camera and Qwen Assistant, Pro Model Adds Eye Tracking

thenextweb.com · 2026-10-13 · Score: 20

Janas Streams LLM Experts From NVMe, Runs 48GB Qwen3-Next-80B on a 32GB Laptop at 24 Tokens/Second

github.com · 2026-10-12 · Score: 18

ALERT Anthropic Red Team: Small Open-Weight Models Months From Self-Replicating Across Smart Ovens and Android TV Boxes

anthropic.com · 2026-10-12 · Score: 32

Dongshan Precision Starts $3B Hong Kong Listing Roadshow, Edge-AI PCB Supplier Holds 27% Global Share

bloomberg.com · 2026-10-12 · Score: 17

Talorys Ships Self-Hosted Personal AI Agent on Cloudflare's Free Tier Using GLM-4.7-Flash

github.com · 2026-10-10 · Score: 18

ALERT Liquid AI Open-Weights d1-3B and d1-omni-600M, Decision Models With Zero Output Tokens

liquid.ai · 2026-10-07 · Score: 28

Google Launches AI Edge Foresight, a Local macOS Meeting-Notes App Running EmbeddingGemma 2 and Gemma 4

techcrunch.com · 2026-10-08 · Score: 26

llama.cpp v0.6.0 Lands MTP Speculative Decoding for Qwen4Exp and First-Party GLM-5.3-Flash, Clef and Ling 3.0 VL Support

github.com · 2026-10-05 · Score: 22

Ghost Exits Stealth With $11M Seed to Sell $3,499 Core PC Running Local AI Agents on RTX Pro 4000 Blackwell

techcrunch.com · 2026-10-05 · Score: 24

Show HN: SCM Ships Local-First macOS Search Across Every Photo and Video Frame via CLIP

github.com · 2026-10-04 · Score: 17

Open-Source Strata Engine Runs 125B Qwen3.8-Flash-Next on a Single 12GB Consumer GPU at 60-95 Tokens/Sec

github.com · 2026-10-04 · Score: 21

Sony Debuts Quick Spectral Super Resolution for PS5, AMD-Developed AI Upscaling Tier

theverge.com · 2026-10-01 · Score: 19

Cloudflare Open-Sources Clef Decision Models and Launches RL Fine-Tuning Service on Edge GPUs

blog.cloudflare.com · 2026-10-01 · Score: 26

Legato Launches $999 AI Hearing Glasses With On-Device Voice Isolation

techcrunch.com · 2026-10-01 · Score: 17

Artificial Analysis Ships AA-AgentPerf-Local, Benchmarking Local Agentic AI on Laptops and Workstations

artificialanalysis.ai · 2026-09-29 · Score: 22

Show HN: ESP32-S3 Cluster Runs a 0.4B BitNet 1.58-Bit LLM Across Seven Microcontrollers

github.com · 2026-09-28 · Score: 18

Qualcomm Ships Snapdragon Sound Elite Gen 2 With 2x On-Device AI Perf and 40% Lower Power

9to5google.com · 2026-09-23 · Score: 16

Qualcomm Unveils Snapdragon 8 Elite Gen 6 and Extreme Gen 6 on TSMC 2nm With Two 5GHz Prime Cores

techradar.com · 2026-09-22 · Score: 21

Tom's Hardware: M5 Ultra Mac Studio Runs Local Models Faster Than Nvidia DGX Spark

tomshardware.com · 2026-09-21 · Score: 18

FT's 'Lunch With' Interview: Raspberry Pi CEO Eben Upton Says AI Evangelists Are Overselling, Edge Compute Is the Real Story

ft.com · 2026-09-20 · Score: 18

MediaTek Launches First 2nm Smartphone SoC Dimensity 9600 Pro With Agentic AI Engine, 30B On-Device LLM Support

reuters.com · 2026-09-15 · Score: 23

Perplexity Ships Portable Computer for Windows, Runs Qwen 3.8 27B Locally on 24GB+ RTX GPUs

blogs.nvidia.com · 2026-09-14 · Score: 25

ALERT Apple's iPhone 18 Pro Debuts 2nm A20 Pro With 32 Neural Engine Cores, 2x FP8, On-Device LLM Support

macrumors.com · 2026-09-09 · Score: 28

ALERT Analog Devices to Buy Edge-AI Chipmaker Alif Semiconductor for $1.35B Plus $200M Earnout

thenextweb.com · 2026-09-09 · Score: 30

ALERT OpenBMB Ships MiniCPM5-2B, a 2.5B Apache-2.0 On-Device Model Averaging 53.9 Across 34 Benchmarks

marktechpost.com · 2026-09-07 · Score: 28

China's D-Robotics Sunrise Chips Ship in TCL, Vbot and xLean Home Robots at IFA 2026

prnewswire.com · 2026-09-04 · Score: 17

Ultrahuman Raises $70M With Qualcomm at $365M to Turn Smart Rings Into AI Computers

techcrunch.com · 2026-09-03 · Score: 17

Nvidia Launches PAIR, a Free Tool That Distributes Local AI Inference Across Home GPUs

blogs.nvidia.com · 2026-09-03 · Score: 27

Anker Unveils Eufy MindBase at IFA, a Local AI Home Hub With 26-TOPS Chip and 48TB Storage

theverge.com · 2026-09-03 · Score: 20

Google's September Android Drop Puts Gemini Into Find Hub, Adds Guided Vision and Motion Assist

blog.google · 2026-09-01 · Score: 21

Slotstream Runs 125B Qwen3.8 Flash Next on a 48GB Mac at 12 tok/s Via SSD-Streamed Experts

github.com · 2026-09-01 · Score: 22

ALERT Perplexity Ships Hybrid Compute for Mac, Auto-Routes Sensitive Prompts to Local Qwen 3.6 and Gemma E4B

engadget.com · 2026-09-01 · Score: 28

CXMT LPDDR6 Memory Debuts on Xiaomi 18 Fold, Paired With Xiaomi's 3nm Xring O3 SoC

reuters.com · 2026-08-29 · Score: 22

Fitbit Co-founders Launch $250 Luffu Link, an LTE Health Band With Background AI for Family Caregiving

techcrunch.com · 2026-08-25 · Score: 19

Nvidia Debuts Jetson Orin Nano 2 Edge Module at 78 TOPS, Doubling Inference Perf for Robotics and VLMs

therobotreport.com · 2026-08-25 · Score: 25

Perplexity Ships Portable Computer, a Fully Local AI Agent Running on Nvidia DGX Spark and RTX Linux PCs

venturebeat.com · 2026-08-25 · Score: 26

ALERT Apple Unveils M6 on 2nm and Quad-Die M5 Ultra With 4.5x AI Compute Jump, Ships in New Mac mini and Mac Studio

apple.com · 2026-08-25 · Score: 30

Apple Preps New Mac mini With M5 and M6 Chips as On-Device AI Demand Strains Supply

9to5mac.com · 2026-08-24 · Score: 18

Xiaomi Launches TSMC 3nm Xring O3 Phone SoC and 6nm Xring O100 NPU for On-Device MiMo LLM

bloomberg.com · 2026-08-24 · Score: 22

Apple's Camera-Equipped AirPods Confirmed in macOS Tahoe 26.7 Release Candidate Demo

macrumors.com · 2026-08-17 · Score: 22

trycua Metal Shim Unlocks 11–16x Faster llama.cpp Inference in macOS VMs on Apple Silicon

github.com · 2026-08-11 · Score: 24

Redis Creator antirez Ships h3.c, a Native Metal Runtime for MiniMax H3 Video Generation on Apple Silicon

github.com · 2026-08-11 · Score: 22

DeepGrove Releases Maple-Preview, a 20B-A1B Ternary Reasoning MoE That Hits 218 tok/s on M4 Mac Mini

huggingface.co · 2026-08-05 · Score: 22

MacPaw and Liquid AI Sign Multi-Year Deal to Ship On-Device LFMs Across Eney and Setapp Developers

techcrunch.com · 2026-08-05 · Score: 21

ALERT Liquid AI Ships LFM2.5-2.6B, On-Device Agent That Runs 30 tok/s on Phones and Matches 4x-Larger Models

huggingface.co · 2026-08-04 · Score: 29

'Swiftlet' Runs Qwen3-Next 80B in 4.3 GB of RAM on a Mac and a 35B on an iPhone

github.com · 2026-08-03 · Score: 19

'Nightcrawler' Ships an Autonomous On-Device Pentest Agent Running LFM2.5-1.2B on Android

github.com · 2026-08-03 · Score: 18

Korean AI Chip Designer DeepX Closes Series D Tranche at $2.2B, Roughly 4x Prior Valuation

bloomberg.com · 2026-08-03 · Score: 21

NXP in Talks to Buy Edge-AI Chipmaker Ambarella, ~$3.3B Market Cap; AMBA Jumps 19%

ft.com · 2026-07-31 · Score: 22

Huazhong-Huawei TurboVLA Runs Vision-Language-Action at 32 Hz on an RTX 4090 With Under 1 GB VRAM

huggingface.co · 2026-07-29 · Score: 23

ESP32-S3 Demo Runs a 28.9M-Parameter LLM at ~9.5 Tokens/sec on an $8 Microcontroller

github.com · 2026-07-25 · Score: 18

Meta Pauses Ray-Ban Smart Glasses 3-Hour 'Conversation Focus' Rate Limit After User Backlash

theverge.com · 2026-07-24 · Score: 20

ALERT NVIDIA Ships 4B-Parameter Cosmos 3 Edge World Model on Nemotron for Jetson Thor and RTX/DGX — 22 Japanese Robotics Giants Including FANUC, Yaskawa, Kawasaki, Sony, SoftBank, Honda R&D, Fujitsu, Hitachi, NEC, Kubota Join NVIDIA Cosmos Coalition; New Metropolis Libraries Claim 6x Faster Vision AI Development

nvidianews.nvidia.com · 2026-07-15 · Score: 30

HF Paper 'LightMem-Ego' From ZJU Ships Streaming Multimodal Memory for Everyday Life — Hierarchical Current/Short/Long-Term Layers Route Egocentric Video and Audio Queries on Phones and AI Glasses

huggingface.co · 2026-07-13 · Score: 18

Bloomberg/Gurman: Apple Tapes Out M7 With Major NPU Upgrade — Plans M8 and M7 Ultra With 1.5TB RAM for 2028, New iPad Pro Ships With Redesigned Pencils

bloomberg.com · 2026-07-12 · Score: 22

HF Paper 'aria': Quantized Native Runtime Runs Stable Audio 3's Full Text-to-Music Pipeline on a Raspberry Pi 5 — Dependency-Free, ~7x Faster Startup, 4-bit Fits 1.2B Model in 8GB

huggingface.co · 2026-07-09 · Score: 17

Xreal Launches $299 A01 Plus AR Glasses at 62g With 1080p Micro-OLED Panels, 120Hz Refresh and 50-Degree Field of View

theverge.com · 2026-07-10 · Score: 18

PrismML Runs Compressed 27B Qwen 3.6 on iPhone 17 Pro — Largest On-Device Model Ever; Apple Held Acquisition Talks With Khosla-Backed Startup

theinformation.com · 2026-07-09 · Score: 22

Google Sets August 12 NYC 'Made by Google' Event for Pixel 11 Family and Pixel Watch 5 — Tensor G6 on TSMC 2nm With On-Device Gemini as Centerpiece

9to5google.com · 2026-07-07 · Score: 19

IEEE Spectrum: Small AI Models Gain Real Traction in Places With Unreliable Networks — Gemma 4 and Qwen 3.5 Power On-Device Counterfeit-Drug Detection, Cashew-Disease Drones, and $50 Arduino-UNO Mosquito Sensors

spectrum.ieee.org · 2026-07-07 · Score: 17

Edge-AI Chipmaker Syntiant Files S-1 for US IPO — $20.9M Q1 Net Loss on $64.5M Revenue for Three Months Ended March 31

sec.gov · 2026-07-06 · Score: 21

Even Realities Hits $1B Valuation With $150M Pre-Series B Led by Meituan and Tencent — Camera-Free Smart Glasses Startup Founded by Ex-Apple Watch Engineers

techcrunch.com · 2026-07-06 · Score: 22

Waterloo Paper 'Program-as-Weights' Compiles Natural-Language Specs Into Compact Adapters — 0.6B Qwen3 Interpreter Matches Direct-Prompted Qwen3-32B at ~1/50th Inference Memory, Ships FuzzyBench 10M-Example Dataset

arxiv.org · 2026-07-03 · Score: 16

National Design Studio Releases Rampart — 14.7MB On-Device ONNX PII Redactor That Runs In-Browser Before Text Hits Hosted LLMs

huggingface.co · 2026-07-02 · Score: 17

Amazon Devices Chief Panos Panay: Amazon Now Makes 'End-to-End Silicon' for Its Devices — AZ3 and AZ3 Pro On-Device AI Chips Ship in Echo Show 8/11 and Fire TV, With 'On-the-Go' Roadmap Coming

cnbc.com · 2026-07-02 · Score: 21

Meta Puts Rate Limits and $19.99/mo Paywall on Ray-Ban Smart Glasses AI — Even Paid 'Meta One Premium' Users Capped at 15 Hours/Month of Conversation Focus

theverge.com · 2026-07-01 · Score: 23

UBTech Launches U1 Humanoid Robot Line — 88-Joint, Silicone-Skinned Companion Bots From $17,650 With On-Device Emotional AI

scmp.com · 2026-07-01 · Score: 24

Flux-GS (UTS, Baidu, Adelaide): Monte Carlo Specular Energy Aggregator Compresses 3D Gaussian Splatting Spherical Harmonics for Real-Time Mobile Rendering

huggingface.co · 2026-06-29 · Score: 15

Onsemi to Acquire Synaptics in Nearly $7B All-Stock Deal Targeting Physical AI and Edge Intelligence

cnbc.com · 2026-06-25 · Score: 20

Newsletter Issues (9)

#536 Top AI models failed a test of inventing new AI research

2026-10-08 · 2 mentions

#520 What a week: AI became everybody's decision

2026-08-09 · 1 mentions

#508 The Cutting Edge, Across the Board

2026-06-28 · 2 mentions

AI in Education: schools quit the AI-cheating arms race

2026-06-21 · 1 mentions

Deep Learning: a 744B open model just lapped the labs

2026-06-21 · 4 mentions

Machine Learning: a 744B model ran across six states on raw WAN

2026-06-21 · 2 mentions

Generative AI: a 1.51TB open model just took the crown

2026-06-21 · 1 mentions

Deep Learning: Mamba-3 halves the state. SSMs win again.

2026-04-18 · 1 mentions

#460 Agentic AI takes over as Gartner sees $2.5T spending

2026-01-20 · 4 mentions