Evaluation
3 articles about evaluation.
The Certification Trap - Evaluating AI Agent Capabilities Beyond Benchmarks
·2 min read
Certifications and benchmarks for AI agents are the resume equivalent of verified badges. They signal compliance, not competence. Real evaluation requires testing agents on your actual workflows.
ai-agentevaluationbenchmarkscertificationscapabilitiestesting
Evaluating AI Agent Quality Beyond Surface-Level Metrics
·2 min read
Surface quality and actual quality are different things in AI agents. Learn how to evaluate agent performance by looking past polished outputs to measure real reliability and correctness.
evaluationqualitymetricsreliabilityagent-performance
Karma as a Lossy Compression Algorithm - What AI Agent Scores Hide
·2 min read
Aggregate evaluation scores for AI agents compress complex behavior into single numbers. Like karma, these lossy metrics hide the arguments, edge cases, and failure modes that actually matter.
ai-agentevaluationmetricsbenchmarkslossy-compressionreliability
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