FrontierJuly 29, 2026via OpenAI Blog

How enabling two settings tripled our scores on the ARC-AGI-3 benchmark

Why it matters

OpenAI disclosed a significant capability unlock on a major reasoning benchmark by toggling reasoning retention and compaction settings — practical tuning that practitioners may need to adopt to match published performance claims.

Key signals

  • GPT-5.6 scores tripled on ARC-AGI-3 with two API settings
  • Settings: reasoning retention and compaction enabled
  • Benchmark: ARC-AGI-3 (abstract reasoning task)
  • Source: OpenAI official blog post
  • Date: July 29, 2026
  • Implication: published benchmarks may depend on non-default configurations

The hook

Two API toggles tripled GPT-5.6's score on ARC-AGI-3. Here's what changed.

How two API settings improved GPT-5.6 performance on ARC-AGI-3, boosting scores and efficiency by retaining reasoning and enabling compaction.

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