Key takeaways
Tencent practice: error-code triage from 3–8 hours to minutes. One agent with four skills (KB, code graph, observability, code host) cross-checks business semantics × static code × runtime; workflow structures output; badcase/regression iterate. Reuse the method, not the whole rule set.
