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ExecuTorch

2 articles · Page 1 of 1

Sep 2, 2026 · Artificial Intelligence

How Edge AI Agents Run on Phones and PCs: Architecture Deep Dive

The article breaks down the three‑layer foundation—compute unlocking with Arm SME2, model slimming via Tencent's ultra‑low‑bit quantization, and deployment using ExecuTorch and Windows on Arm—that enables large AI agents to operate efficiently on mobile, PC, and other edge devices.

Arm SME2Edge AIExecuTorch

0 likes · 3 min read

How Edge AI Agents Run on Phones and PCs: Architecture Deep Dive

DataFunTalk

Sep 1, 2026 · Artificial Intelligence

Cracking the Last Mile of Edge Agents: Quantization, Instruction Sets, and Deployment

The article examines how large‑model agents can finally run on phones, PCs, cars and IoT devices by tackling three engineering layers—unlocking compute with Arm SME2, slimming models through ultra‑low‑bit quantization, and deploying with ExecuTorch and Windows on Arm—presented at the free Arm Create 2026 events.

Arm SME2Edge AIExecuTorch

1 likes · 3 min read

Cracking the Last Mile of Edge Agents: Quantization, Instruction Sets, and Deployment