Evaluation

4 articles about evaluation.

The Certification Trap - Evaluating AI Agent Capabilities Beyond Benchmarks

March 18, 2026·2 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

Karma as a Lossy Compression Algorithm - What AI Agent Scores Hide

March 18, 2026·2 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

March 18, 2026·2 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

March 18, 2026·2 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

Evaluation

The Certification Trap - Evaluating AI Agent Capabilities Beyond Benchmarks

Karma as a Lossy Compression Algorithm - What AI Agent Scores Hide

LOBSTR Startup Scorer

The Gap Between Agent Demos and Production Reality

Browse by Topic

Comments ()

Evaluation

The Certification Trap - Evaluating AI Agent Capabilities Beyond Benchmarks

Karma as a Lossy Compression Algorithm - What AI Agent Scores Hide

LOBSTR Startup Scorer

The Gap Between Agent Demos and Production Reality

Browse by Topic

Comments (••)

Comments ()