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pongogogo

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Summary of METR's predeployment evaluation of GPT-5.6 Sol

metr.org
10 points·by pongogogo·16 dagen geleden·6 comments

How we made Ramp Sheets self-maintaining

twitter.com
2 points·by pongogogo·4 maanden geleden·0 comments

The Self-Driving Codebase

background-agents.com
1 points·by pongogogo·4 maanden geleden·1 comments

The Bitter Lesson of Agent Frameworks

twitter.com
3 points·by pongogogo·6 maanden geleden·1 comments

Don't Build Agents, Build Skills Instead [video]

youtube.com
1 points·by pongogogo·7 maanden geleden·0 comments

AI in 2025: Gestalt

lesswrong.com
3 points·by pongogogo·7 maanden geleden·0 comments

The AI Bubble and the US Economy

mronline.org
2 points·by pongogogo·9 maanden geleden·3 comments

When Will Quantum Computing Work?

tommccarthy.net
1 points·by pongogogo·9 maanden geleden·0 comments

Supporting our AI overlords: Redesigning data systems to be Agent-first

muratbuffalo.blogspot.com
3 points·by pongogogo·10 maanden geleden·0 comments

Post-Training 101

tokens-for-thoughts.notion.site
2 points·by pongogogo·10 maanden geleden·0 comments

Generative Engine Optimization: How to Dominate AI Search

arxiv.org
3 points·by pongogogo·10 maanden geleden·1 comments

LLMs as Retrieval and Recommendation Engines

medium.com
3 points·by pongogogo·10 maanden geleden·2 comments

EnvX: Agentize Everything with Agentic AI

arxiv.org
1 points·by pongogogo·10 maanden geleden·0 comments

VLLM: Anatomy of a High-Throughput LLM Inference System

aleksagordic.com
3 points·by pongogogo·10 maanden geleden·0 comments

Why language models hallucinate [pdf]

cdn.openai.com
2 points·by pongogogo·10 maanden geleden·0 comments

comments

pongogogo
·16 dagen geleden·discuss
They note in the paragraph I quoted at the top that prompting has a big impact on behaviour, so yes this would work. I think that's not what METR are interested in though.
pongogogo
·16 dagen geleden·discuss
I would say this is quite a fun post and worth reading, to quote:

" For our task suite, we define “cheating” as behavior where the model improves evaluation performance by exploiting bugs in the evaluation environment or by adopting strategies disallowed by the task, rather than solving the task within the expected evaluation constraints. Some examples we saw when evaluating GPT-5.6 Sol included the model packaging exploits in its intermediate submissions to reveal information about a task’s hidden test suite and, in another task, extracting hidden source code detailing the expected answer. "
pongogogo
·4 maanden geleden·discuss
Beautiful site, worth a read.
pongogogo
·9 maanden geleden·discuss
It's hard to tell from the data, it's so concentrated within a handful of companies who are all buying from eachother, so it feels like the contagion risk is low. At the same time it feels very clearly overvalued and the size of the inflows are huge.
pongogogo
·10 maanden geleden·discuss
The post mentions an approach of using a large model to generate labels and then distilling this into a smaller model to lower cost (though it doesn't provide an example)