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Welcome — I lead firmware & systems teams shipping reliable, diagnosable products.
This blog documents AI-assisted firmware workflows, TinyML at the edge, and networking/telemetry for datacenter-class reliability.
👉 Start here:
- AI-Assist in Firmware: Guardrails that Actually Work
- TinyML Anomaly Monitor on Zephyr — Design Notes
- Packet Telemetry + Simple Classifier: Firmware-in-the-Loop
Posts
- 
        OpenBMC Manageability Pack — Sensors, Redfish/IPMI, and Recovery
- 
        VR Wrist EMG Interface & System Lab — Hobby Project
- 
        Deterministic TinyML on Zephyr: DMA, ISR, and Cache Pitfalls
- 
        Firmware-in-the-Loop Packet Telemetry (MCU + SBC Classifier)
- 
        AI-Assist in Firmware: Guardrails that Actually Work
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