Abstract: Spectrum-based fault localization (SBFL) techniques can automatically localize software faults. They employ the program spectrum, such as code coverage profile with test verdicts, to rank ...
New root cause analysis technology gives AI coding agents the ability to diagnose application failures and deliver actionable debugging insights with less developer involvement.
如果你正在跑 Agent,今天至少做一件事:加一个最大步数限制。五分钟的改动,省下的可能是下个月某天凌晨的一笔意外 token 账单。然后开始写 JSONL——等你攒了 50 条 trace,HALO 这类工具也差不多成熟到能用了。 6 月 23 日到 24 日,Hacker News 首页在 24 小时内出现 ...