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Rohan Paul· @rohanpaul_ai · X·· 3 小时前AI 评分52
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DigitalOcean 今日推出 Agent Learning Services 和 Agent Data Services,用于捕捉智能体静默失败:工具调用打错数据库区域却返回 200,日志无告警。

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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

引用DigitalOcean@digitalocean
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.
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来源:Rohan Paul · x.com