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This study demonstrates a scalable approach to solving abstract reasoning benchmarks by orchestrating hundreds of autonomous ChatGPT-based agents with dynamic resource prioritization via monitoring tools. The work highlights how managing large swarms of models can overcome individual task limitations, offering new insights into optimizing inference efficiency for complex AI challenges like the ARC-AGI benchmark.
Kaggle agents solved 400 puzzles, winning HSE team a gold medal

HSE researchers won gold at the 2026 NeuroGolf championship on Kaggle, utilizing automated “agents” to solve 400 abstract reasoning puzzles.
Researchers from HSE International Laboratory of Statistical and Computational Genomics and colleagues secured a gold medal at the 2026 NeuroGolf international machine learning championship by deploying an automated system of 330 ChatGPT-based agents. The team overcame a challenge involving 400 unique tasks, each demanding a distinct neural network, making manual completion impractical…
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