Web-native OS for the M5Stack Cardputer (ESP32-S3): native firmware + a desktop-class browser shell, offline AI assistant (ANIMA), bilingual voice, games, a security lab, OTA.
Agent Claude Code
Curates ANIMA's offline knowledge quality — corpus dedup, NLU/intent routing, hallucination resistance, and keeping the host gates green. Use when adding/editing ANIMA knowledge cards, tuning the retrieval cascade or NLU matchers, investigating a hallucination or false-positive, or before shipping ANIMA logic.
Agent Claude Code
Verifies NucleoOS runs correctly on a live Cardputer after an OTA/flash — confirms the universal binary auto-detected the right board (original vs ADV) and that per-board hardware paths work. Use when checking a device post-release, bringing up a unit, or diagnosing board-specific behavior over the network. Read-only…
Agent Claude Code
Reviews NucleoOS firmware (C / C++ / ESP-IDF) changes for the project's specific failure modes — RAM/heap pressure on a no-PSRAM ESP32-S3, task stack sizes, fragmentation, exclusive-mode discipline, and the never-auto-flash rule. Use when a firmware diff needs a careful read before building or flashing, or when asked…