OpenAI Says GPT-6 Astra Runs 40 Minutes on One Task. Your Agent Loop Probably Can't.

OpenAI reports GPT-6 Astra averaging ~40 minutes per OSWorld 2.0 task. Here is how to checkpoint agent state in TypeScript so a dead run resumes.