Unverified50% confidenceSolutionExact time
The first step in evaluation is to collect a representative set of input-output pairs covering core functional paths, common edge cases, and known historical failure cases.
1
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50%
Confidence
Long-term
Relevance
10/23/2026
First Seen
Sources
LLM App Getting Worse With Every Change? Build an Effective Evaluation System in Three Steps
redditr/LangChain10/23/2026
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Related Claims
UnverifiedThe recommended path for building evaluations is: first define core tasks and collect real samples, build an evaluation set and set clear metrics, then integrate evaluations into the iteration process.74% similarVerifiedThe process layer, also known as Trajectory Evaluation, contains three core metrics: tool invocation precision, execution path efficiency, and autonomous error correction capability.73% similarUnverifiedThe StepFork repository has an issue list with clear scope and acceptance criteria, including entry-level tasks labeled good first issue.73% similarUnverifiedBuild a small evaluation set for the agent that covers typical scenarios, and record the change in pass rate after each modification; the evaluation set should include normal paths, boundary conditions, and deliberately created anomalies.72% similarUnverifiedA common engineering practice is to use end-to-end evaluation as the release gate and component-level evaluation for problem attribution and iteration guidance, with the two forming a complementary rather than substitutive relationship.71% similar
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