NVIDIA AVO Records 85.1% on ARC-AGI-3

NVIDIA's AVO has achieved an 85.1% performance on the ARC Prize community leaderboard, according to NOOA. However, claims that AVO achieved a 100% success rate on ARC-AGI-3 do not align with official documentation. According to the ARC Prize leaderboard, NOOA recorded 85.1% on July 9, 2026, during the ARC-AGI-3 Public Demo, and AVO's 100% submission has not been verified. The AVO paper focuses on GPU kernel optimization research, with the researchers confirming performance improvements on NVIDIA's Blackwell (B200) GPU. ARC-AGI-3 scores are based on human behavior efficiency (RHAE), where 100% means completing all games and levels above human efficiency standards. The ARC Prize announced that at its public unveiling in March 2026, humans scored 100%, while frontier AI scored 0.51%. Currently, the 100% results for ARC-AGI-3 are confirmed in the Tycho paper, which was released on July 30, 2026. Although Tycho's ARC-AGI-3 Public Demo score is reported as 100.0%, it is mixed with self-reported characteristics and does not guarantee general inference capabilities in actual product environments. This issue highlights the structural differences in enhancing AI agent performance compared to AVO's claim of achieving 100%.

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