Know which capabilities are reliable before you depend on them.

Evaluation turns Agent work from a demo into an organizational capability you can compare, improve, and trust.

Evaluation / Skill quality

Competitor research brief

Skill · competitor-research · v0.8
Completed
StandardSource fidelityUseful synthesisActionable next step20 cases · 4 dimensions
Overall score92.4+8.1 vs v0.7
CaseResultEvidence

Find relevant conversationsPass4 sources

Summarize competing claimsPass3 artifacts

Keep source links intactReview1 regression

Every capability should have a way to show readiness, regressions, dependencies, feedback, and the evidence behind its score.

The interface is only the surface. The useful part is the relationship between the goal, the environment, the capability, and the evidence left behind.

01

Compare versions

Run the same cases against a new version and see whether reliability improved or regressed.

02

Keep the evidence

Connect runs, artifacts, dependencies, and feedback to the capability that produced them.

03

Make improvement continuous

Use human and Agent feedback to decide what deserves another iteration.

Reliability is something you can inspect.

Evaluation connects versions, cases, runs, artifacts, and feedback into a capability that improves over time.

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