As a community developer of openUBMC and maintainer of the openUBMC AI‑SIG, I am committed to building the fault‑localization harness for BMC scenarios to realize automatic fault localization and self‑healing, as well as constructing and deploying the AI‑assisted BMC development toolchain. The goal is to improve BMC firmware debugging efficiency, reduce hardware troubleshooting costs, and advance the intelligence of out‑of‑band management and operation workflows.