Evolving Deeper LLM Thinking · HackerPapers discussions

Evolving Deeper LLM Thinking — mentioned by irthomasthomas

Mon, 15 Jun 2026 17:16:08 GMT

I have a version of this called llm-consortium which I originally vibe-coded from a karpathy tweet[0]. "I find that recently I end up using all of the models and all the time... for a lot of problems they have this 'NP Complete' nature to them, where coming up with a solution is significantly harder than verifying a candidate solution. So your best performance will come from just asking all the models, and then getting them to come to a consensus." I realized at some point that 'consortium' was not proper term for what this was doing, since I was creating a kind of llm organization/council…

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Evolving Deeper LLM Thinking — mentioned by irthomasthomas

Fri, 01 Aug 2025 17:24:56 GMT

I didn't mean to suggest it's a clone of Deep Think, which is proprietary. I meant that it's a version of parallel reasoning. Got the idea from Karpathy's tweet in December and built it. Then DeepMind published the "Evolving Deeper LLM Thinking" paper in January with similar concepts. Great minds, I guess? https://arxiv.org/html/2501.09891v1 2. The correlated errors thing is real, though I'd argue it's not always a dealbreaker. Sometimes you want similar models for consistency, sometimes you want diversity for coverage. The plugin lets you do either - mix Claude with kimi and Qwen if you…

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Evolving Deeper LLM Thinking — mentioned by hariseldom

Thu, 15 May 2025 19:35:22 GMT

https://arxiv.org/pdf/2501.09891v1 from deepmind in January goes into the evolutionary algorithm a bit - no math though.

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Evolving Deeper LLM Thinking — HN submission

Wed, 22 Jan 2025 13:57:58 GMT

Evolving Deeper LLM Thinking

1 point; 0 discussion replies on HN. Paper and source history. A submission is not an endorsement.

Evolving Deeper LLM Thinking — HN submission

Mon, 20 Jan 2025 04:24:10 GMT

Evolving Deeper LLM Thinking

12 points; 0 discussion replies on HN. Paper and source history. A submission is not an endorsement.