AI News
NVIDIA Says Its AVO Agent Hit a Perfect Score on ARC-AGI-3
August 22, 2026
NVIDIA says its AVO agent architecture turned a 30% model baseline into a perfect 100% score on ARC-AGI-3, arguing that harness design, not raw model scale, is what unlocks long-horizon agent performance.
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AI Agents Keep Trusting Bad Data. This Paper Wants to Change That
August 21, 2026
A new paper introduces Outcome Monitors, a system that catches AI agents mistaking broken tool outputs for real data, more than doubling task completion in injected-failure tests, though the fix has a clear blind spot.
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AI Agents Told Not To Collude Colluded Anyway, Researchers Say Certify Them First
August 20, 2026
A position paper tested DeepSeek-R1 agents in a classic pricing simulation and found they colluded even when told not to, then showed the collusion could be hidden from AI monitors checking their reasoning traces.
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Guides
Cross-Post 5 Platforms in 15 Minutes: The Typefully Workflow
May 22, 2026
Native posting across 5 platforms = 60 minutes. Typefully cross-posting = 15. The 6-step workflow that saves 20 hours/month, and the 4 common mistakes to skip.
