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Why we label every span instead of a sample

Alex Li

|

Oct 29, 2026

Sampling the judge is a rational answer to per-call prices. It leaves most runs without a label, and those are the runs you need to group a pattern or find its cause.

Thin lines, one per agent run, cross and sort into three blocks. The top block is lit and has a loop arrow over it.
Thin lines, one per agent run, cross and sort into three blocks. The top block is lit and has a loop arrow over it.

Why we group agent runs by the shape of their execution path

Alex Li

|

Oct 22, 2026

The same cause gets investigated by different people on different days. Group every run by its execution path, which tools in what order, and each repeat joins one shape.

Every trace looks green and the agent is still failing

Alex Li

|

Oct 14, 2026

Every span returns OK and the user still got the wrong answer. The failures that cost trust don't throw. Give every span a label so they have a name you can count.

Nobody should have to open hundreds of agent traces one at a time

Alex Li

|

Oct 6, 2026

At a hundred runs, opening every trace is diligence. Somewhere before a thousand it turns into a sample nobody chose. One picture of all agent runs fixes that.

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© 2026 Kubit AI, Inc

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Subscribe for product updates

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About Us

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© 2026 Kubit AI, Inc

GDPR Cookie Policy

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Terms of Service