Hardware-Aware AI: Building Agentic Systems from Cloud to Edge with PyTorch, ExecuTorch
AI agents are moving beyond chat interfaces and onto physical devices. In her upcoming session on Hardware-Aware AI at PyTorch Conference North America 2026, Kavya Sri Chennoju from @Arm will demonstrate how PyTorch, ExecuTorch, and Arm Device Connect work together to deploy AI agents safely onto edge hardware such as robot arms and wearables.
Join the open source AI community in San Jose, October 20-21: hubs.la/Q04v4SL60
#PyTorchCon
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Bring your ideas. We’ll bring the hardware.
Two days to build with open models, on-device inference, and real devices at the ExecuTorch Hackathon—part of Open Source AI Week.
📅 October 17–18 · Founders, Inc., SF
⏳ Project proposals due October 4
Form a team of 3–5, build with @Executorch, and help shape the future of open-source, on-device AI.
🏆 Prizes include Meta AI glasses and Arduino UNO Q boards.
Apply → luma.com/executorch-hackatho…
With @hackersquadio @Meta @Qualcomm @github @fdotinc
#OpenSourceAIWeek #OpenIntelligence
🤖 Made with AI
Build AI on the edge with ExecuTorch at a two-day @Meta + @Arm hackathon at San Francisco State University.
Students, developers, and AI enthusiasts can get hands-on experience building AI applications with ExecuTorch on Arm-powered devices, with technical talks, demos, workshops, and mentorship.
Participants will also have the chance to collaborate with fellow builders, showcase their projects to judges from Arm and Meta, and compete for prizes and recognition.
🔗 Learn more and register: arm-executorch.devpost.com/?…
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Launching SimCam – a tool that finally lets you test camera features directly in the iOS simulator! 🚀
🎦 Stream video from your Mac's built-in or external camera, inject an image or video, or generate a QR code.
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🎙️Run Voxtral Realtime locally with ExecuTorch!
💻Thanks to the ExecuTorch team, you can now deploy and run Voxtral Realtime efficiently and fully offline on your MacBook.
SqueezeSAM on-device, accelerated 🚀
With ExecuTorch and Arm SME2, SqueezeSAM image segmentation achieves up to 3.9× faster inference, reducing FP16 latency from over one second to ~300 ms on a single CPU core.
This makes responsive, interactive on-device AI practical on mobile CPUs, no GPU required, while preserving headroom for richer user experiences.
A strong example of how hardware-aware optimization and operator-level profiling can materially change what’s possible for on-device ML.
🔗 Read the blog: hubs.la/Q040Q9Rq0
👥 Gian Marco Iodice, Damien Dooley, Tyler Mullenbach, Jason Zhu
hashtag#PyTorch hashtag#ExecuTorch hashtag#OnDeviceAI hashtag#OpenSourceAI hashtag#MachineLearning
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Huge thanks to my co-authors @JimmyTYYang1, Jean Ponce, @AdrienBardes, and @ylecun for their guidance 🙏
Special thanks to @garridoq_ and @DanielDugas14 !
Work done at @AIatMeta & @Inria
📄 Paper: arxiv.org/abs/2512.24497
💻 Code + data + checkpoints: github.com/facebookresearch/…
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Export Ultralytics YOLO11 to ExecuTorch for lightning-fast on-device AI! ⚡
Run YOLO11 directly on mobile and edge devices with optimized performance, low latency, and seamless deployment using Meta’s ExecuTorch runtime.
Learn more ➡️ bit.ly/4ojONZm
#AI #MachineLearning #EdgeAI
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PyTorch Foundation is heading to NeurIPS 2025 with a full program of workshops, sessions, and community events, including our joint booth with Cloud Native Computing Foundation (CNCF) and the Open Source AI Reception with CNCF, Anyscale, Featherless AI, Hugging Face, and Unsloth AI.
Connect with PyTorch maintainers and ecosystem contributors throughout the conference this week. What to expect:
Workshop: Agentic Development at the Frontier
December 2, 4:00–5:00 PM PT
Featuring Joseph Spisak, Davide Testuggine, Aksel Joonas Reedi, Zach Wentz, Daniel Han, Sanyam Bhutani, and Aakanksha Choudhery
🔗 hubs.la/Q03WkRbY0
Workshop: On Device/Edge AI
December 3, 12:00–1:30 PM PT
Featuring Cagatay Bilgin, Matthias Lecher, Andrey Tovchigrechko, Varun Khare, Vijay Janapa Reddi, Karan Goel, and Mitesh Patel
🔗 hubs.la/Q03WkMNd0
Evening Event: Open Source AI Reception
December 3, 6:00–9:00 PM PT
Hosted by PyTorch Foundation & CNCF with Anyscale, Featherless, Hugging Face, and Unsloth at Union Kitchen and Tap Gaslamp in San Diego
🔗 Register to secure your spot: hubs.la/Q03WkQMR0
Talk: Modular Agents and Orchestrated Coordination using Open Agentic Protocols
December 4, 10:45–10:57 AM PT
Featuring Matt White
🔗 hubs.la/Q03WkQwW0
Booth: Meet with Us in the Exhibit Sponsor Hall
We’re proud to be a Diamond sponsor of NeurIPS 2025 alongside CNCF. Come visit us in the Exhibit Sponsor Hall A/B - Booth #723
#NeurIPS2025 #NeurIPS #OpenSource #OpenSourceAI #PyTorch
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なるほど
software-mansion/react-native-executorch: Declarative way to run AI models in React Native on device, powered by ExecuTorch. github.com/software-mansion/…











