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Pangram is legit. I don't work at pangram, we integrated it in our paper website and one of the cool emergent behaviors I've seen is that on AI papers with example rollouts, it will accurately mark the paper's main text as human generated and the rollouts as AI generated.

My understanding is that they strongly believe in no false positives, so it's definitely possible to slip something by them but if it marks something as AI, it very likely is.


> My understanding is that they strongly believe in no false positives

Who cares what they "believe" (or, more accurately, say they believe). What are the underlying processes that actually guarantee this, and what data supports it?


What is a rollout in this context?


> Pangram is legit.

Their 99.98% accuracy claim[1] makes me doubt that.

[1]: https://www.pangram.com/solutions/chrome-extension


Rather obviously they're choosing the one that makes them look best. Another they link to¹ shows 98% for example.

Much more importantly, 9/10 dentists agree it's the best.

1: https://arxiv.org/pdf/2501.15654, linked from² https://www.pangram.com/blog/third-party-pangram-evals (the second section)

2: the third study they link there is based entirely around the assumption that Pangram is correct, and seems to have been a collaboration or something as they're included in the credits area.


What I really don't get is why more people don't talk about LMStudio, I switched to it months ago and it seems like a straight upgrade.


Isn’t LMStudio closed source?


How does LMStudio compare to Unsloth Studio?


Hosted on Parasail + Google (both for free, as of now) themselves, probably would give those a shot


I’m surprised that people are surprised. Qwen has been hosting private plus and max variants for a while now.


> In particular, Qwen3.5-Plus is the hosted version corresponding to Qwen3.5-397B-A17B with more production features, e.g., 1M context length by default, official built-in tools, and adaptive tool use. For more information, please refer to the User Guide.

https://huggingface.co/Qwen/Qwen3.5-397B-A17B

So 3.5-plus has been released as open weights.


Well written piece on an attack vector I'd never thought too hard about before. Thanks for elaborating on why sending an email or two to a random person helps an attacker achieve their goal. A lot of similar articles skip over details like that.


How much is OpenAI paying you for this


Absolutely nothing. I have active subscriptions for both. Claude is better at FE stuff. Codex is better at actual programming.


How is FE not actual programming? I spend less time on FE than I once did, but it has presented some of the most interesting programming challenges I've encountered in my career. It's a large technical space, rich with 'actual' programming to be done.


https://tangled.org/ <--- GitHub on ATProto

that's all I'm aware of

(edit) Oops, just saw that you mentioned it, confused by your first line then. Tangled is awesome!



Where on earth are you living with that kind of price point? Unreal.


Italy, France and Spain have 200GB+ plans for 10€. Romania reportedly has unlimited for 4€ but I don't know which operator.

US plans just aren't comparable as they've been historically f'd with astronomical monthly payments.


> Romania reportedly has unlimited for 4€ but I don't know which operator.

Orange Yoxo is the only one which has actually-unlimited, all the others have a fine-print somewhere with "up to X GB/month, then bandwidth is severely throttled".

I'm using the 4.9€ plan for a mountain webcam[1] and they have been true to their word, no throttling so far.

[1] https://ignis.maramures.io/


Played around with the code to implement a little bit of SIMD. Was able to squeeze out a decent improvement, ~250 fps avg, ~140 low, ~333 high (on an m4). Looks pretty straightforward to do threading with as well. Cool stuff! Could work to bring more gpu stuff back down to the cpu.


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