zbot – an AI agent for MCU with Telegram chat (runs on Zephyr or Linux)
ReAct loop running on an nRF5340 MCU with persistent memory across reboots is genuinely impressive.

Treating RAM and timing constraints as design inputs is genuinely clever.
Embedded systems engineers, ML engineers deploying to microcontrollers
Edge Impulse · TensorFlow Lite Micro · STM32Cube.AI
ReAct loop running on an nRF5340 MCU with persistent memory across reboots is genuinely impressive.
Web-configurable MIDI firmware on Zephyr RTOS surpasses QMK for non-coders.
LLM-as-judge metrics beat guessing chunk sizes, but Ragas and LangSmith already exist.
Model-agnostic file pipeline beats provider-specific parsing for AI agents.
Threat models as code with AI-agent integration, but addresses a niche audience within security.
Local-first agent memory with SQLite graphs, but requires a license key.