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Evaluation toolEvaluation tool

ARC-AGI

Project record

Maintained by ARC Prize Foundation1391261

ARC-AGI is a series of benchmarks that measure how efficiently a system acquires new skills on unfamiliar tasks, using tasks that rely only on basic "core knowledge" priors and are easy for people. ARC-AGI-1 (introduced in 2019) and ARC-AGI-2 (March 2025) are grid puzzles in which the solver infers a transformation from a few input-output examples; ARC-AGI-3 (March 2026) consists of interactive, turn-based game environments in which agents must explore and infer goals without explicit instructions. Public tasks are released for each version, while semi-private and private evaluation sets used for official scoring are held back.1235614

Last reviewedEntry updated Documented release 2019

Availability and license

Overall availability

Partial

ARC-AGI-1 (400 training and 400 evaluation tasks) and ARC-AGI-2 (1,000 training and 120 public evaluation tasks) are downloadable from GitHub under Apache 2.0. ARC-AGI-3 games can be played in a browser or through the toolkit and API; an API key is optional but gives access to more games. The semi-private and private evaluation sets of ARC-AGI-1 and -2, and the semi-private set of ARC-AGI-3, are not published.78910351114

Availability is separate from permission: read the license before using or redistributing.

A license for the ARC-AGI-3 game environments themselves was not found in the pages read; the toolkit that connects agents to them is MIT-licensed.115

Public materials checklist

Items for a evaluation tool under USASI rubric v0.1. Unknown means unassessed or insufficient evidence.
Public materials checklist for ARC-AGI
ItemStatusNotes and evidence
CodeIs the evaluation code published?PublicThe ARC-AGI-1 repository includes a browser-based testing interface (Apache 2.0), and the ARC-AGI-3 toolkit (arc-agi on pip) is MIT-licensed.71112
Tasks / dataAre the tasks or test data available?PartialPublic training and evaluation sets are released for ARC-AGI-1 and -2, and a public game set for ARC-AGI-3; the semi-private and private evaluation sets of ARC-AGI-1 and -2, and ARC-AGI-3's semi-private set, are withheld.23414
MethodologyIs the method for scoring described?PublicThe ARC-AGI-1 README defines the JSON task format and the scoring rule (exact output grid, three trials per test input); ARC-AGI-2 evaluation tasks were calibrated with human testers; the ARC-AGI-3 technical report describes the environment design and efficiency-based scoring.736
ReproducibilityAre instructions for reproducing results published?PartialThe public sets can be run locally from the documented task formats or through the toolkit, but official scores on the semi-private and private sets are produced only by ARC Prize through verified testing or its competitions.71114
LimitationsAre known limitations documented?PartialThe testing policy acknowledges possible limited leakage of the semi-private set over time because tasks are sent to external APIs, and the ARC-AGI-1 README warns against leaking evaluation-set information into solutions.147

What it is useful for

Evaluating abstraction and few-shot reasoning on grid tasks (ARC-AGI-1 and -2) and exploration, goal discovery, and learning in interactive environments (ARC-AGI-3); the public sets support development, and the withheld sets are used for verified testing and ARC Prize competitions.79414

Organization context

U.S. eligibility

Project eligibility rests on documented governing or maintaining entities, not on contributors.

Eligible · basis: U.S.-governed project

ARC Prize Foundation publishes the ARC-AGI-2 tasks and the ARC-AGI-3 toolkit in its arcprize GitHub organization (the toolkit's MIT license names ARC Prize Foundation), presents ARC-AGI-1 through -3 as its ARC-AGI series, and is credited as the author of the ARC-AGI-3 technical report. The foundation is a nonprofit with a San Francisco, California address per its site terms and its 2024 Form 990. The original ARC-AGI-1 repository remains in its creator's personal GitHub account.139121615162

Assessed Sep 29, 2026

Sources

  1. 1.
    What is ARC-AGI? (ARC Prize) (external site: arcprize.org)

    ARC Prize Foundation · Official page · accessed Sep 29, 2026

  2. 2.
    ARC-AGI-1 (ARC Prize) (external site: arcprize.org)

    ARC Prize Foundation · Official page · accessed Sep 29, 2026

  3. 3.
    ARC-AGI-2 (ARC Prize) (external site: arcprize.org)

    ARC Prize Foundation · Official page · accessed Sep 29, 2026

  4. 4.
    ARC-AGI-3 (ARC Prize) (external site: arcprize.org)

    ARC Prize Foundation · Official page · accessed Sep 29, 2026

  5. 5.
    Announcing ARC-AGI-3 (external site: arcprize.org)

    ARC Prize Foundation · Announcement · published Mar 25, 2026 · accessed Sep 29, 2026

  6. 6.
    ARC-AGI-3: A New Challenge for Frontier Agentic Intelligence (arXiv 2603.24621) (external site: arxiv.org)

    arXiv (ARC Prize Foundation) · Paper · published Mar 24, 2026 · accessed Sep 29, 2026

  7. 7.
    fchollet/ARC-AGI README.md (ARC-AGI-1) (external site: raw.githubusercontent.com)

    ARC-AGI-1 repository · Documentation · accessed Sep 29, 2026

  8. 8.
    fchollet/ARC-AGI LICENSE (external site: raw.githubusercontent.com)

    ARC-AGI-1 repository · License · accessed Sep 29, 2026

  9. 9.
    arcprize/ARC-AGI-2 (external site: github.com)

    ARC Prize Foundation · Repository · accessed Sep 29, 2026

  10. 10.
    arcprize/ARC-AGI-2 LICENSE (external site: raw.githubusercontent.com)

    ARC Prize Foundation · License · accessed Sep 29, 2026

  11. 11.
    arcprize/ARC-AGI (ARC-AGI Toolkit) README (external site: raw.githubusercontent.com)

    ARC Prize Foundation · Documentation · accessed Sep 29, 2026

  12. 12.
    arcprize/ARC-AGI LICENSE (external site: raw.githubusercontent.com)

    ARC Prize Foundation · License · accessed Sep 29, 2026

  13. 13.
    ARC Prize Foundation (arcprize) on GitHub (external site: github.com)

    ARC Prize Foundation · Repository · accessed Sep 29, 2026

  14. 14.
    ARC Prize Verified Testing Policy (external site: arcprize.org)

    ARC Prize Foundation · Official page · accessed Sep 29, 2026

  15. 15.
    ARC Prize Terms and Conditions (external site: arcprize.org)

    ARC Prize, Inc. · Official page · published Jun 3, 2024 · accessed Sep 29, 2026

  16. 16.

This listing is not an endorsement, a safety assessment, or a federal approval.

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