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#benchmarks
Every story tagged benchmarks, newest first.
World Labs' Atlas wins six of seven 3D benchmarks, and you cannot run it
World Labs says its new Atlas world model beats five specialist reconstruction models. Averaged, it does. Row by row it wins six of seven, one of those by 0.2, and a one-billion-parameter open model takes the seventh. Access is limited to selected partners.
Ahmad J · Sep 2, 2026 · 5 min read
What an AI Benchmark Actually Measures (And Why Leaderboards Mislead You)
A benchmark score doesn't measure intelligence: it measures how well a model was trained to score on one frozen test. How benchmarks get built, how contamination and saturation inflate the numbers, and how to read a model release like a skeptic.
Ahmad J · Aug 10, 2026 · 5 min read
Xiaomi's MiMo Code Claims to Out-Agent Claude Code on 200-Step Tasks: What the Numbers Actually Show
Xiaomi has open-sourced MiMo Code V0.1.0, a terminal-native agentic coding assistant it says outperforms Claude Code on long-horizon tasks, with caveats worth reading before you switch toolchains.
Ahmad J · Jun 19, 2026 · 4 min read