Cognition SWE-2 Explained: Frontier Code Benchmark Results and Cost Trade-offs
Cognition SWE-2 reportedly scores 50 percent on Frontier Code at 70 percent lower cost. What is verified, how coding benchmarks mislead, and how to evaluate it.
Agent Benchmarks in 2026: SWE-bench Verified, GAIA, and tau-bench
A deep dive into 2026 AI agent benchmarks: SWE-bench Verified, GAIA, and tau-bench — what they measure, how they leak, and how to read agent leaderboards honestly.
MiniMax M3: An Open-Weight LLM Benchmark Analysis (2026)
A 2026 benchmark analysis of MiniMax M3: open-weight coding, 1M-token context, and multimodality — methodology caveats, results, and how to read the numbers.