https://video.ut0pia.org/videos/watch/83d911a3-e229-4518-9350-f57389f2a154 What if an AI device felt calm — closer to peace than a glowing distraction? Vault is a text-first, dual-display handheld AI terminal built on a single ESP32-S3 and powered by one battery cell. It pairs a fast, emissive OLED "live" surface with a slow, bistable e-paper "content" surface, switches between four modes with a single slash command — shell, assist, control, and an LLM-native RPG — and drives autonomous OpenClaw agents, all against a fully local, self-hosted model (gpt-oss:120b served by NVIDIA TensorRT-LLM). This talk walks the system end to end: an AI-native architecture where the firmware talks to a dependency-free Python backend that dispatches to local models, agents, and a game engine; why inference stays on the backend instead of the microcontroller; and how the device surfaces an agent thinking and calling tools in real time on e-paper. Along the way: the engineering war stories that each cost a day, the LLM-native game design that tracks narrative state instead of HP and dice, and what it actually takes to put a local agent in your pocket. Speakers: Lech Kalinowski (Callstack): Dr. Lech Kalinowski is an AI and data science leader, PhD in Physical Sciences, and startup co-founder specializing in machine learning, AI strategy, printed electronics, and applied innovation. X/Twitter: https://x.com/LeSiOO LinkedIn: https://www.linkedin.com/in/lech-kalinowski/ GitHub: https://github.com/lech-kalinowski Mon, 29 Jun 2026 16:02:59 GMT https://validator.w3.org/feed/docs/rss2.html PeerTube - https://video.ut0pia.org https://video.ut0pia.org/lazy-static/avatars/0287a09a-aae7-4840-9843-b416426e7046.webp https://video.ut0pia.org/videos/watch/83d911a3-e229-4518-9350-f57389f2a154 All rights reserved, unless otherwise specified in the terms specified at https://video.ut0pia.org/about and potential licenses granted by each content's rightholder.