@omarsar0: Your agent traces are your best eval data. The most important failures only show up in production, and they rarely make…

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Summary

DigitalOcean 推出 Signals(Agent Learning Services 与 Agent Data Services),可从生产环境的 agent 轨迹中自动标记失败会话并一键转化为评测集,在真实运行环境中回放验证修复效果。

Your agent traces are your best eval data. The most important failures only show up in production, and they rarely make it into your test set. DigitalOcean's Signals flags sessions where users got frustrated or tools failed and turns them into evals with one click. Simulations then replay them against your fix on your agent's real harness before it ships. If you're running agents in production, you need this loop. https://x.com/digitalocean/status/2109658818196242684/video/1…
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Cached at: 10/12/26, 07:30 PM

Your agent traces are your best eval data.

The most important failures only show up in production, and they rarely make it into your test set.

DigitalOcean’s Signals flags sessions where users got frustrated or tools failed and turns them into evals with one click. Simulations then replay them against your fix on your agent’s real harness before it ships.

If you’re running agents in production, you need this loop.

https://x.com/digitalocean/status/2109658818196242684/video/1…

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

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