Anthropic research warns that small AI models with 9B to 30B parameters may soon be capable of autonomous self-replication on IoT devices by late 2026.
Deepgram Inc. is developing voice AI models designed to run natively on air-gapped laptops, moving beyond cloud-based infrastructure to meet users on their personal hardware.
Liquid AI is developing on-device artificial intelligence optimized for fixed hardware, including a collaboration with Mercedes-Benz to integrate agents into vehicles.
HighTek and Astra Group have integrated the LinQ HX AI accelerator with Astra Linux Embedded to enable edge computing for industrial and embedded systems.
Xeal plans to deploy 100,000 Nvidia GPUs at its US electric vehicle charging stations to build a distributed edge inference network.
Lola Vision Systems has raised over $1 million to develop software and chips that simplify the deployment of AI models on edge devices.
NVIDIA launched the DGX Spark 64GB desktop, a 1-petaFLOP system featuring the Grace Blackwell superchip for local AI agent deployment, fine-tuning, and inference.
The new TAPe+ML v3 architecture achieves state-of-the-art performance in computer vision tasks with under 100,000 parameters, enabling efficient edge deployment and rapid video indexing.
Qualcomm is acquiring PickNik Robotics to integrate its motion planning software into a growing portfolio of AI and robotics technologies.
Cactus Compute has launched Needle 2, a 14 MB AI model for Raspberry Pi 5 that enables offline device control with millisecond response times.
Biostar is showcasing its latest industrial motherboards and edge computing systems at the Embedded World North America 2026 event in California.
Hygon Information has introduced its 1000 series of lightweight CPUs, marking the company's strategic expansion into edge and terminal computing markets.
Scaleout Systems is deploying AI-driven target detection for drones that operates independently of centralized servers, supported by NATO's DIANA program.
NATO-backed startup Scaleout Systems is deploying decentralized AI for autonomous drones, enabling real-time target identification and battlefield learning without reliance on central servers.
Deeptech startup Nearby Computing has secured €680 000 as part of a €1.4 million financing round to scale its cloud-to-edge orchestration platform.
Advantech has introduced the UNO-2484V3, a new fanless industrial edge computer powered by Intel Core Ultra Series 2 processors and DDR5 memory.
Qualcomm executive Xia Quan outlines the future of personal AI, where intelligent agents operate across devices and cloud infrastructure to transform both user experience and business models.
