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The gap between open weights LLMs and closed source LLMs

blog.doubleword.ai

191–200 of 264 posts

Re: The gap between open weights LLMs and closed source LLMs

#191

IMHO, the biggest problem with the future of open weights models is that currently, open weights models are the result of philanthropy by some private org. (e.g. DeepSeek). The spigot can be turned off at any time. Until there's some sort of "community owned hardware", open weights models are always at risk of being discontinued.

Have no fear,after the bubble bursted, there will be more than enough cheap hardware for espacially this.

Re: The gap between open weights LLMs and closed source LLMs

#192

Earlier quoted context omitted.

Yeah, but the biggest plus for open models is that they can never be taken away. In other words, whatever capabilities they reach (even if there will never be another model), those stay forever. That can't be said for API-based models where a provider can sunset models whenever they feel like (i.e. gpt5-mini will soon be gone, and replaced by a more expensive 5.4-mini, same for goog, etc). And there will always be in…

> they can never be taken away Your right to 3d print whatever you want is about to be taken away (in California). What software you can run on your computer can already be restricted. Absolutely everything can be taken away. The simplest way to remove open models is probably to declare them a tool that terrorists could use. Crazy? Yes, the world is totally crazy these days.

Anything can be taken away, yes.

But in a free and democratic society, there's an enormous difference between "the democratically chosen state powers may take something from me" and "a private entity takes away something from me on an inscrutable whim with no recourse".

Neither is good if you don't want the thing taken away. But removing the second mechanism is still a laudable goal.

Re: The gap between open weights LLMs and closed source LLMs

#193

> Now is probably a good time to liquidate your pension, fly to a remote island somewhere, and live out the remaining 6 months or so of civilization in peace. > So maybe the open source apocalypse won’t happen yet. Sorry I wasn't at the last doomer meeting, when did we decide good open source models are a harbinger for the apocalypse?

If anything open-source models are a hedge against the apocalypse. Or at least against the cyberpunk dystopia.

It's an apocalypse for the paid SAAS providers, which is the best thing that could possibly happen to help prevent the completely feudalist future they want to enact down the line. The world's knowledge on a USB stick is the the greatest danger to those that would like to restrict and sell what they freely benefited from themselves.

Re: The gap between open weights LLMs and closed source LLMs

#194
> What is notable is that a large amount of the total improvement of models has been in the coding benchmark. The coding index has gone from 15 months behind to only a month or two behind

This makes sense, right? Coding is one of the most obvious short-term uses of models, it also has a readymade market willing to pay a lot for tokens, it has a huge corpus to work with, and a significant degree of validation is built into the problem domain...

Re: The gap between open weights LLMs and closed source LLMs

#195
post #175
post #169

Earlier quoted context omitted.

100% agree. My impression is that the open-weight models have been drawing close-to-level at coding tasks, while Anthropic and OpenAI have been putting large amounts of effort into developing their models' abilities in other domains: legal, biomedical/science, etc. Anthropic (especially?) has also been putting more obvious resource behind optimising their harnesses - from Code to Cowork (which is kinda Code for normi…

GLM 5.2 has replaced "normie" agentic workflows previously backed by Sonnet and Opus. So I don't know. From my end it seems to me they are perfectly capable of working agenticly.

Maybe we have different definitions of 'normie'.

I'm talking about people who aren't in IT, and who are maybe just learning to use LLMs for aspects of their daily work. These people only know of the big three models, at best - they very rarely know of the open-weight models, and would even more rarely (given their model access is likely determined at a corporate level) be able to access them.

Re: The gap between open weights LLMs and closed source LLMs

#196

> Now is probably a good time to liquidate your pension, fly to a remote island somewhere, and live out the remaining 6 months or so of civilization in peace. > So maybe the open source apocalypse won’t happen yet. Sorry I wasn't at the last doomer meeting, when did we decide good open source models are a harbinger for the apocalypse?

Doomerism is at all time high

People becoming more and more neurotic by the day

Re: The gap between open weights LLMs and closed source LLMs

#197

Earlier quoted context omitted.

Yeah, but the biggest plus for open models is that they can never be taken away. In other words, whatever capabilities they reach (even if there will never be another model), those stay forever. That can't be said for API-based models where a provider can sunset models whenever they feel like (i.e. gpt5-mini will soon be gone, and replaced by a more expensive 5.4-mini, same for goog, etc). And there will always be in…

> they can never be taken away Your right to 3d print whatever you want is about to be taken away (in California). What software you can run on your computer can already be restricted. Absolutely everything can be taken away. The simplest way to remove open models is probably to declare them a tool that terrorists could use. Crazy? Yes, the world is totally crazy these days.

Well that's true isn't it? If your goal is to blow up the proverbial Death Star, you want to be running your AI locally, right?

Re: The gap between open weights LLMs and closed source LLMs

#198

> Now is probably a good time to liquidate your pension, fly to a remote island somewhere, and live out the remaining 6 months or so of civilization in peace. > So maybe the open source apocalypse won’t happen yet. Sorry I wasn't at the last doomer meeting, when did we decide good open source models are a harbinger for the apocalypse?

Doomerism is at all time high People becoming more and more neurotic by the day

[deleted]

Re: The gap between open weights LLMs and closed source LLMs

#199
post #80
post #14

Interesting to consider this inline with recent us export bans, could the US be squandering its lead by giving the open source, largely Chinese labs catch up (in terms of model quality available to masses), will US labs be able to maintain the lead without users being able to use their latest models?

Why do you think this matters? Not that it does or doesn't but what quality does "US WINS" or "CHINA WINS" bring to the table?

Because if enough users switch to the free open Chinese models instead of continuing to pay for last season's American models, the music stops and the bubble pops, and an enormous chunk of the US economy evaporates.

Re: The gap between open weights LLMs and closed source LLMs

#200

IMHO, the biggest problem with the future of open weights models is that currently, open weights models are the result of philanthropy by some private org. (e.g. DeepSeek). The spigot can be turned off at any time. Until there's some sort of "community owned hardware", open weights models are always at risk of being discontinued.

I am the original author of the post - thanks for reading it! I think the future of open weights models will be similar to fabless chip design companies. There will be companies that can train models and they will licence those models to inference companies that manage the APIs. The inference companies need much less capital and the training companies dont need to divert resources from training to inference. Some of…

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