DigitalOcean 推出 Agent Learning Services 与 Agent Data Services
DigitalOcean 推出智能体静默失败检测与回放工具
DigitalOcean 发布 Agent Learning Services 与 Agent Data Services，通过基于规则的监控系统捕捉智能体静默失败信号，并利用回放功能在修复后进行验证。该方案通过自动将生产环境中的真实失败会话转化为测试集，替代了传统的人工审查或 LLM 评估流程。
Rohan Paul· @rohanpaul_ai · X·2026-10-13 00:22· 29 分钟前AI 评分49
AI 导读
DigitalOcean 发布 Agent Learning Services 与 Agent Data Services，用廉价规则（而非 AI 模型）监控实时会话，捕捉用户重复提问、要求转人工、工具循环重试等信号，标记静默失败的智能体会话。
正文
Agent failures often pass every health check. A tool call hits the wrong database region, returns 200, and the user gets a slower, worse answer. Nothing alerts.
DigitalOcean’s new tools flag agent sessions that fail silently, then replay them against a fix before release.
Because, the clue behind an agent bug is often sitting in something nobody can search.
Signals watches every live session with cheap rules, not an AI model, that look for human trouble signs such as a user repeating themselves, asking for a human, or a tool being retried in a loop, then passes those sessions to Simulations, which replays them with a fake user against your fixed agent to check the whole conversation works before the fix ships.
Until now teams had to pay an LLM to grade every conversation, read transcripts by hand, or invent test cases from imagination, while here the real failures from production automatically become the test set.
https://x.com/digitalocean/status/2109658000612835374/video/1
Catch it at the first user, not the four-hundredth. A new user’s bank link fails, the agent says “try again later,” and nothing shows up in the logs. Watch a team find the bug and fix it before anyone else hits it, with Agent Learning Services and Agent Data Services, launching today.在 X 查看被引用的帖子
来源：Rohan Paul · x.com
来源：AIHot · aihot.news