We prototyped a tactile desk robot using LEGO, a Raspberry Pi, and a hybrid LLM setup: ✨ Gemma 4 runs locally for instant, private zero-cost chat ✨ Auto-escalates to Gemini Flash for complex reasoning & code Here’s how we wired and coded DinoDesk AI:

A prototype Seiko "Sunny Men" equatorial sundial watch designed as a portable astronomical observatory. It was created for Seiko's 2024 Power Design Project to reimagine timekeeping by connecting it directly to the sky using ancient techniques. © watch_time_traveler

The P/D prototype connected DEP4 prefill to DEP8 decode on 12× GB300 with FP8, NIXL and a 384 GiB cache store. It recorded 514,784 prefix-hit tokens (91.24%); two 1,000-request OCR runs scored 90.4% and 89.4%, with zero request errors. This was a pre-release, pre-rebase test. The P/D PR remains open; check the final build separately. 5/6

Meta built the first prototype of Muse in just 2 weeks. It started with @natfriedman going “all in” on OpenClaw. “He had an experience I would describe as somewhere between terrifying and euphoric.” “He told his OpenClaw that he wanted to drink more water, and then his OpenClaw would watch him in security footage to make sure that he was drinking water and tell him good job.” @alexandr_wang says he wrote a memo about how this was likely going to become the “final consumer product.” “Many of the decisions that made its way into the final Muse product were present in the first prototype.”

Agents are easy to prototype. Hard to put into production. And as they multiply, so does everything you have to secure, govern, and pay for. Red Hat AI Elevate is a 3-hour virtual showcase unveiling Red Hat AI 3.6. Secure agent execution, models-as-a-service with per-tenant quotas and token metering, automated safety and security evals, and live demos. Nov 5, live or on demand: