That’s like saying a carpenter doesn’t understand woodworking because they sometimes buy pre milled lumber. Or that landscaper a doesn’t understand mowing because they don’t trim each blade of grass individually.

Mining the chats for "good ideas" would be untenable, but that's a different situation than data ending up in a training set for a problem that OpenAI also happens to be independently working on. Still, I opt out (business plan), and I don't know why you wouldn't.

Why would mining chat transcripts for ideas be untenable? They already run a summarization model to auto-title the chat, and to run a bunch of safety filters, and presumably to score transcript quality for A/B testing and to collect more finetuning data. Seems like evaluating for open research questions and approaches would be pretty trivial extension of this, after all it’s kind of their core business model

Indefensible, not impossible. As you say it is quite technically feasible.

In what way are those two different? What makes the training data valuable if not to extract valuable information from it?

They sure as hell don't need it just to produce English.

You can also pay for their business plan, which includes data controls and starts at $50/mo (2 seats). Not exactly a high bar.

Appears to be the evals. Those are part of the process for developing the skill text, not something that is distributed with the skill.

The cases are $60, the "original" price, not $300. Search ebay for BC-250, they're everywhere.

Agreed a $60 case, even if 3d printed as long as it's good, is no scam.

This does seem to just be a subagents implementation.

>Europe is probably much closer in values.

85% of Canadians live within 100 miles/160 km of the border. These are very integrated communities.

> 85% of Canadians live within 100 miles/160 km of the border. These are very integrated communities.

Yes, but the culture and values start shifting as soon as you cross the border, and they shift more the further south you go.

Spoken like someone who's never been to Alberta

There are a great number of Albertans that are elbows up and are pissed at Smith for entertaining the separatists so don’t paint them all with the same brush.

That's just not true. What do you think the culture of northern US states is like? We're not talking about the deep south here. It makes this needless destruction all the more terrible.

Using git is another option, you'll get the actual commits/history to reference:

GIT_LFS_SKIP_SMUDGE=1 git clone https://huggingface.co/unsloth/Qwen3.8-27B-GGUF

cd Qwen3.8-27B-GGUF

git lfs pull --include="Qwen3.8-27B-UD-Q8_K_XL.gguf" --exclude=""

hf download maintains each downloaded version in a commit-hash-addressed snapshots dir, with symlinks to the underlying files content-addressed in a blobs dir. It’s not quite git, but it is a stable reference path.

This is very cool, thanks

Ah this feels much nicer than learning yet another custom vendor cli thing

I had a similar thought, but I suppose they decided to prioritize price on the assumption that initial adopters are handy enough to fashion an enclosure if they’d like one. Not a terrible assumption.

Yeah, of all the parts to leave a out, sorting out a little enclosure is certainly the easiest and most likely to require customization.

Maybe if you’re building something from scratch every time, but otherwise the difference becomes noticeable fast. Just today 5.6 Terra tried to silently import half my backend into the frontend bundle. After switching to Sol it quickly found and fixed that.

Try getting karpathy guidelines skill. Tends to help with that. I use it universally with all models and all harness.

Sol xhigh is my default rn.