Benchmark checker Knowledge and reasoning

Is ARC-AGI-2 still meaningful?

Status:Near ceiling Checked against the report, 5 November 2026

Verdict

Barely. It went from 54% to 95% in nine months, and little headroom is left.

Why near ceiling: GPT-6 Astra scores 95.0% (Sep 2026), and humans reach 100%, so only a small gap remains.[1][1] ARC-AGI-2 leaderboard data ARC Prize Primary

What “Near ceiling” means

Known problems

  • It went from 50% to 90% in seven months.[2][2] Benchmark data bundle Epoch AI Primary
  • Anthropic dropped ARC-AGI from its Claude Opus 5.5 launch table (22 Sep 2026).[3][3] Introducing Claude Opus 5.5 Anthropic Vendor

What to look at instead

  • ARC-AGI-3 Status:Contested Yes, but only with the harness named. One adapter moves the top score by 37 points.

Where it appears in the report

Chapter 1, Benchmarks

Sources

Copied from the chapter source lists. Each number links back to the source in its chapter.

  1. [1]
    ARC-AGI-2 leaderboard data, ARC Prize. Semi-private scores and the human panel result. Primary arcprize.org Chapter 1, source 2
  2. [2]
    Benchmark data bundle, Epoch AI. Dated scores (5 Nov 2026) and ceilings for most benchmarks here. Primary epoch.ai Chapter 1, source 1
  3. [3]
    Introducing Claude Opus 5.5, Anthropic. It gives Anthropic's launch table and caveats. Vendor anthropic.com Chapter 1, source 12