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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 ngày trước·6 comments

How we made Ramp Sheets self-maintaining

twitter.com
2 points·by pongogogo·4 tháng trước·0 comments

The Self-Driving Codebase

background-agents.com
1 points·by pongogogo·4 tháng trước·1 comments

The Bitter Lesson of Agent Frameworks

twitter.com
3 points·by pongogogo·6 tháng trước·1 comments

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

youtube.com
1 points·by pongogogo·7 tháng trước·0 comments

AI in 2025: Gestalt

lesswrong.com
3 points·by pongogogo·7 tháng trước·0 comments

The AI Bubble and the US Economy

mronline.org
2 points·by pongogogo·9 tháng trước·3 comments

When Will Quantum Computing Work?

tommccarthy.net
1 points·by pongogogo·9 tháng trước·0 comments

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

muratbuffalo.blogspot.com
3 points·by pongogogo·10 tháng trước·0 comments

Post-Training 101

tokens-for-thoughts.notion.site
2 points·by pongogogo·10 tháng trước·0 comments

Generative Engine Optimization: How to Dominate AI Search

arxiv.org
3 points·by pongogogo·10 tháng trước·1 comments

LLMs as Retrieval and Recommendation Engines

medium.com
3 points·by pongogogo·10 tháng trước·2 comments

EnvX: Agentize Everything with Agentic AI

arxiv.org
1 points·by pongogogo·10 tháng trước·0 comments

VLLM: Anatomy of a High-Throughput LLM Inference System

aleksagordic.com
3 points·by pongogogo·10 tháng trước·0 comments

Why language models hallucinate [pdf]

cdn.openai.com
2 points·by pongogogo·10 tháng trước·0 comments

comments

pongogogo
·16 ngày trước·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 ngày trước·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 tháng trước·discuss
Beautiful site, worth a read.
pongogogo
·9 tháng trước·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 tháng trước·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)