On October 17, talks finish at 12:15. The lunch break runs from 12:15 to 14:00; the dining location will be announced.
ByteDance's global edge infrastructure faces challenges with centralized operations due to latency and fragmented scenarios. By deploying lightweight AI operations agents on the SPEAR platform with MCP support, they achieve real-time monitoring, root cause analysis, and automated resolution at the edge, reducing latency and manual effort. The talk covers SPEAR's edge AI architecture, MCP-based agent development, and production insights on resource optimization and network resilience.