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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 giorni fa·6 comments

How we made Ramp Sheets self-maintaining

twitter.com
2 points·by pongogogo·4 mesi fa·0 comments

The Self-Driving Codebase

background-agents.com
1 points·by pongogogo·4 mesi fa·1 comments

The Bitter Lesson of Agent Frameworks

twitter.com
3 points·by pongogogo·6 mesi fa·1 comments

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

youtube.com
1 points·by pongogogo·7 mesi fa·0 comments

AI in 2025: Gestalt

lesswrong.com
3 points·by pongogogo·7 mesi fa·0 comments

The AI Bubble and the US Economy

mronline.org
2 points·by pongogogo·9 mesi fa·3 comments

When Will Quantum Computing Work?

tommccarthy.net
1 points·by pongogogo·9 mesi fa·0 comments

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

muratbuffalo.blogspot.com
3 points·by pongogogo·10 mesi fa·0 comments

Post-Training 101

tokens-for-thoughts.notion.site
2 points·by pongogogo·10 mesi fa·0 comments

Generative Engine Optimization: How to Dominate AI Search

arxiv.org
3 points·by pongogogo·10 mesi fa·1 comments

LLMs as Retrieval and Recommendation Engines

medium.com
3 points·by pongogogo·10 mesi fa·2 comments

EnvX: Agentize Everything with Agentic AI

arxiv.org
1 points·by pongogogo·10 mesi fa·0 comments

VLLM: Anatomy of a High-Throughput LLM Inference System

aleksagordic.com
3 points·by pongogogo·10 mesi fa·0 comments

Why language models hallucinate [pdf]

cdn.openai.com
2 points·by pongogogo·10 mesi fa·0 comments

comments

pongogogo
·16 giorni fa·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 giorni fa·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 mesi fa·discuss
Beautiful site, worth a read.
pongogogo
·9 mesi fa·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 mesi fa·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)