| user: | offaxis |
| created: | May 18, 2026 |
| karma: | 5 |
| about: | IoT / Matter / AI agent execution safety. Building AI-readable physical device actions. |
| 1. | |
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| 4. | From knowledge-based inference to presence-based verification(discuss.huggingface.co) |
| 5. | |
| 6. | If Unsure, Ask. Never Guess. AI Agent Pre-Execution Checklist(discuss.huggingface.co) |
| 7. | Unknown Is Not False: An AI Agent Pre-Execution Checklist(discuss.huggingface.co) |