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korrents.com
Qualitative claims about AI alignment cannot be validly inferred from quantitative scores on mundane use-case tests.Their words
Making qualitative claims about alignment, based on quantitative data on mundane use case tests, was bullshit when Anthropic did it, and it is bullshit now when OpenAI does it. You cannot conclude one from the other.
Related posts
David Spiegelhalter Papers
Patient reactions to a web-based cardiovascular risk calculator in type 2 diabetes: a qualitative study in primary care
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9 September
23 August
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Their words
/Z, /J, and /MT are not levels on a performance slider. They change restartability, buffering, and concurrency.
4 June
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Their words
I do think there's this qualitative shift that we I think we agree is coming, which is that there will be at least some goods whose network-adjusted capital share goes to one, right? Because the whole supply chain can be automated and there's no part in it that we care intrinsically about having a human do. Um, so that'll be a, you know, that'll be a qualitative shift. Interestingly, the implications of that shift for the overall capital share are ambiguous
13 October 2025
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Their words
Over the past few decades, journal editors and peer-reviewers have increasingly insisted that papers must present large datasets that have been treated using complex statistical methods in order to make even the mildest claims about what caused what.
19 August 2025
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Their words
I'm now fairly pessimistic about ambitious interpretability (i.e. complete reverse-engineering), and I'm excited about model biology (studying qualitative high-level properties of models) and applied interpretability (rigorously doing useful things with interp).
1 July 2025
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korrents.com
Culture can be changed, so falling birth rates are a fixable problem rather than a one-way ratchet of modernity.Their words
My qualitative research has taught me one thing: culture is malleable! So surely this issue is fixable!
5 June 2025
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Their words
While the fact that merely scaling up AI models often results in qualitative leaps in performance may seem empirically mysterious, in retrospect it should be seen as a rational necessity.
20 December 2024
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Their words, before
This "memorize, fetch, apply" paradigm can achieve arbitrary levels of skills at arbitrary tasks given appropriate training data, but it cannot adapt to novelty or pick up new skills on the fly (which is to say that there is no fluid intelligence at play here.)
Their words now
OpenAI's new o3 model represents a significant leap forward in AI's ability to adapt to novel tasks. This is not merely incremental improvement, but a genuine breakthrough, marking a qualitative shift in AI capabilities compared to the prior limitations of LLMs.
29 August 2023
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korrents.com
AI progress is faster than people expect, and ordinary scaling can be enough to solve problems that looked very hard.Their words
This rapid scaleup will probably drive another qualitative leap forward in capability like what we saw over the last 18 months.
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