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You can’t fix what you can’t see

How end-to-end traces turn agent debugging from guesswork into engineering.

When an agent gives a wrong answer, the cause is usually upstream: a retrieval that missed, a tool that returned an error, a context window that silently dropped instructions.

Traces make those causes visible. Every model call, retrieval and tool call is a span with its inputs, outputs, timing and cost, and every trace is tied to the version that produced it.

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