Evaluation & Benchmarks: Build task evals
Build task evals
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Category overview
What Evaluation & Benchmarks is designed to cover
Generic leaderboards don’t reflect your users. Build evaluation sets from your tasks; track groundedness, consistency and harmful outputs. Red‑team models; monitor drift over time; report cost per successful action. Integrate with CI to stop regressions before they reach production.
Editorial objectiveBuild task evals; catch regressions; quantify safety; track drift and cost; gate releases.
What good looks like
Outcomes to look for in Evaluation & Benchmarks
Use the source objective as a testable brief, then measure quality, correction effort and control.
Build task evals; catch regressions; quantify safety; track drift and cost; gate releases.
Evaluation & Benchmarks: Catch regressions
catch regressions
Evaluation & Benchmarks: Quantify safety
quantify safety
Evaluation & Benchmarks: Track drift and cost
track drift and cost
Practical workflows
Ways to put Evaluation & Benchmarks to work
Start with a workflow that has clear inputs, a named owner and an output that can be checked.
Build task evals
Build task evals
Catch regressions
catch regressions
Quantify safety
quantify safety
Track drift and cost
track drift and cost
Questions about Evaluation & Benchmarks
Evaluation & Benchmarks FAQ
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