GPT-5.1-Codex-Max works across days via compaction
The first OpenAI model natively trained to span multiple context windows sustains 24-hour-plus internal runs and hits 77.9% on SWE-bench Verified. Task horizon — how long an agent stays coherent — replaces raw benchmark deltas as the number that matters.