Benchmarks

3 articles about benchmarks.

We Tested 5 AI Desktop Agents on 100 Real Tasks - Here's What Actually Works

·9 min read

Head-to-head comparison of OpenAI Operator, Google Project Mariner, Simular AI, Claude Computer Use, and Fazm on 100 real desktop tasks. Screenshot-based agents fail 3x more often than accessibility API approaches.

benchmarkscomparisondesktop-agentai-agentsopenai-operatorgoogle-marinersimular-aiclaude-computer-useaccessibility-api

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

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

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