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Pixel Lights, Robot Mowers, Maslow CNC and Home Automation – HGG687

Seth Johnson from HomeTech.fm joins Jim Collison to talk about programmable pixel lights, holiday displays and the hardware behind thousands of individually addressable LEDs. They cover HolidayCoro, QuinLED, WLED, Xlights, Home Assistant and why electrical calculations still need more than a confident AI answer. Click for more / Podcast Player>
AI model routes flowing through trust checks and permission boundaries before reaching protected operational systems

The Model Is Part of the Permission Boundary: Routing AI Work by Risk and Trust

I originally treated AI model routing as a cost and capacity decision: use a smaller local model for routine work and reserve GPT for harder tasks. A scheduled security audit showed me why that was incomplete. Even read-only models can make consequential mistakes when their judgment influences what happens next. In this eighth OpenClaw post, I explain how permission, model trust, deterministic checks and guarded execution now work together.

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