better than Opus? not even close. after struggling thru server overload for the past couple hours i finally put 5.1 thru the paces and it's....okay. failed some simple stuff that Sonnet/Opus/Gemini didn't. failed it badly and repeatedly actually. this was in typescript, btw. not sure if i'll keep the subscription or not
after you go from from millions of params to billions+ models start to get weird (depending on training) just look at any number of interpretability research papers. Anthropic has some good ones.
It’s been a lot longer than that. There was a reasonable sized effort to provide binaries via conda-forge but the users never came. That said, the PyPy devs were always a pleasure to work with.
The problem is that it is lagging behind enough that it is falling out of the support window for a lot of libraries.
Imagine someone releases RustPy tomorrow, which supports Python 2.7. Is it maintained? Technically, yes - it is just lagging behind a few releases. Should tooling give a big fat warning about it being essentially unusable if you try to use it with the 2026 Python ecosystem? Also yes.
3.11 still has 2 years of active security patches, and has most of the modern python ecosystem on tap. That is a whole different ballgame than stuff stuck in the pre-split 2.x world
the default heretic with only 100 samples isn't very good, you really need your own, larger dataset to do a proper abliteration. the best abliteration roughly matches a very careful decensor SFT
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