Solving a Million-Step LLM Task with Zero Errors · HackerPapers discussions

Solving a Million-Step LLM Task with Zero Errors — mentioned by nprz

Thu, 05 Feb 2026 19:10:54 GMT

There is research[0] currently being done on how to divide tasks and combine the answers to LLMs. This approach allows LLMs reach outcomes (solving a problem that requires 1 million steps) which would be impossible otherwise. [0]https://arxiv.org/abs/2511.09030

Paper and discussion history. A mention is not an endorsement.

Solving a Million-Step LLM Task with Zero Errors — mentioned by jdironman

Mon, 08 Dec 2025 03:46:14 GMT

I am going to give this a shot, but using a method I have been using lately with subagents. Basically, what I do is have it create an Architect, Executor, Adjudicator subagents. Architect breaks any ask down into atomic and testable subtasks that take 1-3 minutes 'dev' time. Executor (can spawn more than one) implements them. Then adjudicator reviews that they are to spec / requirements. This all happens in subagent files + a runbook.json in the .claude folder of a project. Its based on a paper* that was featured on here a while back actually [1]. [1] https://arxiv.org/abs/2511.09030

Paper and discussion history. A mention is not an endorsement.

Solving a Million-Step LLM Task with Zero Errors — HN submission

Tue, 18 Nov 2025 16:26:28 GMT

Solving a million-step LLM task with zero errors

222 points; 95 discussion replies on HN. Paper and source history. A submission is not an endorsement.

Solving a Million-Step LLM Task with Zero Errors — HN submission

Sun, 16 Nov 2025 00:52:50 GMT

Solving a Million-Step LLM Task with Zero Errors

2 points; 1 discussion reply on HN. Paper and source history. A submission is not an endorsement.

Solving a Million-Step LLM Task with Zero Errors — mentioned by jarrattp31

Fri, 14 Nov 2025 17:16:09 GMT

Apple’s Illusion of Thinking study showed how even strong LLMs lose reliability as reasoning chains grow. Our new research demonstrates the first system to complete 1M+ dependent reasoning steps with zero errors using a decomposed, microagent-based approach. Paper: https://arxiv.org/abs/2511.09030 Blog: https://www.cognizant.com/us/en/ai-lab/blog/maker

Paper and discussion history. A mention is not an endorsement.

Solving a Million-Step LLM Task with Zero Errors — HN submission

Fri, 14 Nov 2025 17:16:09 GMT

First Agentic System to Solve a Million-Step Reasoning Problem with Zero Errors

3 points; 1 discussion reply on HN. Paper and source history. A submission is not an endorsement.