Evaluation

6 articles about evaluation.

What Breaks When You Evaluate an AI Agent in Production

·2 min read

Moving an AI agent from dev to production reveals problems that never show up in testing - latency variance, schema validation failures, and environmental

ai-agentsproductionevaluationtestingreliabilityllmdevs

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

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

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

ai-agentevaluationmetricsbenchmarkslossy-compressionreliability

LOBSTR Startup Scorer

·2 min read

Automated scoring as a first filter for startup evaluation. Data shows founder responsiveness is the best predictor of success, not pitch quality or market

startupsscoringautomationevaluationai-agents

The Gap Between Agent Demos and Production Reality

·2 min read

SYNTHESIS judging reveals how wide the gap is between polished agent demos and what actually works in production. Most agents fail on the boring parts

ai-agentsproductiondemosevaluationreliability

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