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I can't think of any "select partners" that would want to use this non-SOTA model. Just put it on OpenRouter.

If Microsoft is a select partner, maybe they could shove it into Copilot for VS or something, but yeah, I'm wondering the same, maybe Apple could be one of their partners too?

Costs can always be optimized, revenue is much harder to optimize.

Please commit your CLAUDE.md

> they have no idea if one product costs more than another by weight

In proper countries the price per kg is displayed under the price


You're probably joking, but this is interesting. If we throw more RAM at AI, it can help us optimize programs to reduce our RAM needs, I haven't thought about it like that

The article says "POSTED ON MARCH 30, 2026"

Arguably, an even worse day to release it ;)

Why?

Benchmarks are not interesting in deciding the "size class". Bigger size means more knowledge. Also, the Qwen 3.5 27B is a dense 27B active parameter model. StepFun 3.5 Flash has 11B active parameters.

> Bigger size means more knowledge.

Qwen 3.5 27B beats StepFun 3.5 Flash on GPQA Diamond too, so probably no.


You're confused, AI can't itself hold copyright, but the human who triggered the AI to write the code holds the copyright instead.

IIUC, a person can only claim copyright if they have significantly transformed the output. Unaltered LLM output is not copyrightable per US court decisions.

The whole thing is a legal mess. How do you know the LLM did not reproduce existing code? There is an ongoing legal battle in German between GEMA and OpenAI because ChatGPT reproduced parts of existing song lyrics. A court in Munich has found that this violates German copyright law.


I think you're misunderstanding copyright and ownership.

A copyright over code means that ONLY you can use that code, and nobody else; otherwise, you can sue them. For example, if you are an arist, you want to protect your IP this way.

Yes, AI generated code is not copyrightable but so is most code in general. It is very hard to truly get a copyright for a piece of code. But just because you don't have copyright to something doesn't mean it's not your property.

For example, you can buy several movies on DVD and those DVDs will still be your property even though you don't have copyright and if someone does steal those DVDs, it will be considered theft of your property. Similarly, just because the code is AI-generated/not copyrightable, doesn't mean others can just steal it.

Think about it - so many codebases are not legally protected as copyrighted material but are absolutely protected by IP laws and enforced by the companies that own them.


I think you are fundamentally misunderstanding the concepts of copyright and licensing.

> but so is most code in general.

That's definitely not true. All the code I write has my copyright, unless I waive that right to some other entity. If there was no copyright, there would no licensing. How else could you license your code, if you were not the copyright holder?

Have you never seen "Copyright (c) <Authors> 2025" in source code files?

The very fact that your code has your copyright is also the reason for things like CLAs.

> For example, you can buy several movies on DVD and those DVDs will still be your property even though you don't have copyright

That's because artistic works are distributed under a license. Just like software. Licenses have terms under which circumstances a work can be used, modified and (re)distributed. In the case of DVDs, you are generally not allowed to make your own copies and then sell them. In the case of software, that's why you have the various software licenses (proprietory or open-source).

> Similarly, just because the code is AI-generated/not copyrightable, doesn't mean others can just steal it.

You can't set licensing terms for something that is not copyrightable.


(Not a lawyer.)

Huh? Normal property law is plainly not applicable to a non-rival good like information (unlike for instance a physical DVD: if someone takes a DVD from me, I don’t have it anymore). “Intellectual property” is, but it is not so much a legal regime as confusing shorthand for a number of distinct ones:

- Trademark law, which applies to markings on copies rather than copies themselves;

- Trade secret law, which stops applying when the information escapes into the wild through the secret-holder’s own actions;

- Patent law, which definitionally only applies to public knowledge as an incentive to not keep it secret instead;

- Publicity rights, which only apply to depictions or discussions of natural persons;

- Moral rights, which are mostly about being recognized as the author and even in their strongest incarnations do not restrict unmodified copies;

- Database right, which isn’t applicable as we’re not talking about a compendium of things, and anyway does not exist in the US and most other places outside the EU;

- Copyright, which you’ve conceded is not applicable here.

There’s no “intellectual property” distinct from these things, and none of them are relevant.


No the human cannot hold the copyright also. They can own the property rights to the code and protect it. It's not like the rule is "AI cannot copyright stuff but humans can" but rather code is rarely copyrighted and in its case, ownership is much more important.

If your code was generated by you and you store it in your system and have property rights over it, you can enforce legal actions even without holding a copyright over the code.

In general, it is kind of weird to want to copyright code. How do you patent a for-loop for example


You can definitely copyright code. I think the English term "copyright" is a bit misleading. In German it is "Urheberrecht" (= author's right), which I think is much clearer.

If you author something, you have the sole copyright. In fact, in Germany you can't even waive your copyright away. However, you can grant licenses for the use of your work.

The difference between copyright and licenses is crucial! By licensing your work, you do not waive your copyright. You still remain the owner. If you publish your code under the GPL and you are the sole author, you can always relicense your code or issue commercial licenses under different terms.

> In general, it is kind of weird to want to copyright code. How do you patent a for-loop for example

There is a fundamental difference between copyright and patents! Patents require a novel technical contribution and they must be granted by a patent office.


“Loop structure for operations in memory”

https://patents.google.com/patent/US9583163B2/en

> How do you patent a for-loop for example



This is even worse. My Claude Code instance can theoretically write the same code as your instance for a similar prompt. Why should one of us be able to have the copyright?

You overestimate Wikipedia.

Unless the repository uses GitHub's CI. Then it's extremely useful, could be used as RL environment.

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