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  "path": "/t/physical-ai-from-boundaries-to-certainty/174826#post_1",
  "publishedAt": "2026-03-31T07:23:58.000Z",
  "site": "https://discuss.huggingface.co",
  "tags": [
    "github.com",
    "GitHub - Jang-woo-AnnaSoft/execution-boundaries: Design notes on execution boundaries and...",
    "Nemo & Anna User Guide",
    "https://anna.software",
    "GitHub - anna-soft/Nemo-Anna · GitHub"
  ],
  "textContent": "# Physical AI: From Boundaries to Certainty\n\nWe turn hardware into software — and devices into actions.\nStart with boundaries. Not code. Just answers.\nSo AI can act with certainty.\n\n* * *\n\n## What is this?\n\n**Nemo & Anna** is an action-centric approach to building Matter devices.\n\nInstead of modeling devices by type, we define them as a set of **Actions**.\n\nEach action is defined with:\n\n  * intent\n  * limits\n  * safety boundaries\n\n\n\n* * *\n\n## How it works\n\nScan once — and AI receives the full execution model.\n\nLearn more about the execution model and boundary system:\n\ngithub.com\n\n### GitHub - Jang-woo-AnnaSoft/execution-boundaries: Design notes on execution boundaries and...\n\nDesign notes on execution boundaries and responsibility structures for AI systems interacting with the physical world.\n\n* * *\n\nFrom that definition, a real Matter device is generated on **ESP32-C6** —\nready to execute safely and predictably.\n\n* * *\n\n## Why this matters\n\nAI doesn’t guess what to do.\nIt acts with defined intent and clear boundaries.\n\n* * *\n\n## No code required\n\nJust answer a few questions —\n\n  * 4 for a simple action\n  * up to 9 for full definition\n\n\n\n* * *\n\n## Try it\n\nNemo & Anna User Guide\n\n## Project overview\n\nhttps://anna.software\n\n## Explore the structure\n\nGitHub - anna-soft/Nemo-Anna · GitHub",
  "title": "Physical AI: From Boundaries to Certainty"
}