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Discover what actually works in AI. Join millions of builders, researchers, and labs evaluating agents, models, and frontier technology through crowdsourced benchmarks, competitions, and hackathons.
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How does the Q-head work in mini-batch training in the Less is More: Tiny Recursive Networks paper?
Referring to this paper: https://arxiv.org/pdf/2510.04871 My understanding: The Q-head predicts whether to stop early or not to reduce training times (by not...
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Measuring Progress Toward AGI - Cognitive Abilities
Design high-quality benchmarks that go beyond recall to evaluate how frontier models truly reason, act, and judge.
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Can AI Hack? LLM CTF Benchmark
Can AI actually hack? 2,639 real challenge attempts, 10 models, 5 categories
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Reading Beneath the Surface: Social Cognition Benchmark
93-question benchmark testing AI social cognition across perspective awareness, complexity preservation, epistemic humility, and gen value
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Strategic Orbit Wars competition on Kaggle
Conquer planets rotating around a sun in continuous 2D space. A real-time strategy game for 2 or 4 players.
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News Metadata Dataset (7K)
Metadata-only news dataset with structural, bias, and narrative-signals
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Westminster Planning Refusals & Officer Reasoning
Officer reasoning, refusal grounds & policies cited - 50 Westminster cases
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