Solving a Million-Step LLM Task with Zero Errors

Authors: Elliot Meyerson, Giuseppe Paolo, Roberto Dailey, Hormoz Shahrzad, Olivier Francon, Conor F. Hayes, Xin Qiu, Babak Hodjat, Risto Miikkulainen (Cognizant AI Lab / UT Austin) Source: arXiv:2511.09030 (Nov 2025) (Notice) | Pages: ~29 | Chapters: 7 | Generated: 2026-08-26

How to Use This Skill

• Without arguments — load core frameworks below for reference
• With a topic — ask about voting, red-flagging, cost scaling, decomposition, or another indexed topic; I find and read the relevant chapter
• With a chapter — ask for ch03; I load that specific chapter
• Browse — ask "what chapters do you have?" to see the full index

When you ask about a topic not covered in Core Frameworks below, I will read the relevant chapter file before answering.