Benchmarks
5 articles about benchmarks.
Latest Open Source LLM Releases April 2026: Mid-Month Tracker with Benchmarks
Track the latest open source LLM releases in April 2026, updated through April 13. Benchmark comparisons, VRAM requirements, and a decision flowchart for Llama 4, Qwen 3, Gemma 3n, Phi-4, and more.
We Tested 5 AI Desktop Agents on 100 Real Tasks - Here's What Actually Works
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.
Benchmarked 4 AI Browser Tools - Native APIs Are More Token-Efficient
Comparing token efficiency across AI browser automation approaches. Native accessibility APIs use 5-10x fewer tokens than screenshot-based methods while
The Certification Trap - Evaluating AI Agent Capabilities Beyond Benchmarks
Certifications and benchmarks for AI agents are the resume equivalent of verified badges. They signal compliance, not competence. Real evaluation requires
Karma as a Lossy Compression Algorithm - What AI Agent Scores Hide
Aggregate evaluation scores for AI agents compress complex behavior into single numbers. Like karma, these lossy metrics hide the arguments, edge cases, and