6 tagged esp idf, measured the same way as everything else here.
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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…
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Embedded firmware engineer — ESP32, STM32, FreeRTOS, bare-metal, peripherals.
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Hardware & PCB engineer — schematics, PCB layout, component sourcing, RF design.
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Firmware code reviewer — memory safety, ISR, RTOS, C/C++ UB, peripheral correctness.