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Sprint projectOct 6, 2024

Using ARC-AGI puzzles as CAPTCHa task

Mikolaj Kniejski · Team Kapcza

Submitted to Agent Security Hackathon. Sprint projects are early-stage work by participants, not Apart Research publications.

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Report: Using ARC-AGI puzzles as CAPTCHa task

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  1. This is more of a concept submission without any PoC implementation. The presentation is not detailed enough to explore concerns around AI getting better at ARC puzzles in the future etc. This is more of a temporary conceptual solution without test results.

  2. CAPTCHA is an important and very relevant problem to solve from a security perspective, especially in current world where LLM agents can potentially solve >50% of the deployed CAPTCHAS. However, I wonder if ARC AGI puzzles maybe too challenging for a non-expert human. As such, such security measures can hamper the ability of a genuine non expert user to access a system.

Cite this project

@misc{kniejski2024using,
  title = {{Using ARC-AGI puzzles as CAPTCHa task}},
  author = {Mikolaj Kniejski},
  year = {2024},
  month = oct,
  note = {Submitted to Agent Security Hackathon, an Apart Research Sprint},
  howpublished = {\url{https://apartresearch.com/sprints/projects/using-arc-agi-puzzles-as-captcha-task}},
  url = {https://apartresearch.com/sprints/projects/using-arc-agi-puzzles-as-captcha-task}
}

Build something like this at the next Sprint

AI Collusion Research Sprint · Oct 23 - 25, 2026