Benchmarks
3 articles about benchmarks.
Benchmarked 4 AI Browser Tools - Native APIs Are More Token-Efficient
·3 min read
Comparing token efficiency across AI browser automation approaches. Native accessibility APIs use 5-10x fewer tokens than screenshot-based methods while achieving higher reliability.
browser-automationtoken-efficiencyaccessibility-apibenchmarksai-agentsweb-automation
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
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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