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New models and developer products

openai.com

261–270 of 561 posts

Re: New models and developer products

#263

You can now [1] pay from $2 to $3 million to pretrain custom gpt-n model. This has gone unnoticed but seems really neat. Provided that a start-up has enough money spend on that, it would certainly give competitive advantage. [1] https://openai.com/form/custom-models Edit: forgot to put the link

Well it won’t because they’ll use the model you paid for and take your customers.

Is it the same as avoiding AWS because they will take your software and run it themselves to steal your clients?

Re: New models and developer products

#264
post #208

Earlier quoted context omitted.

The investors will only get their 1000x if OpenAI can convince people its risk free to use. So they'll happily cover the legal battle to prove it or spent every last company penny trying

Or, alternatively, copyright risk is a major concern for real customers, and this is a major step forward in addressing that. Not everything needs to be so cynical. What’s good for investors can be good for users as well.

You’re talking about the issue as if it weren’t your posts, your pictures, or content of artists you are into.

This isn’t a ”copyright risk“, it’s a Silicon Valley corporation getting away with declaring copyright just… obsolete.

Re: New models and developer products

#265

Earlier quoted context omitted.

It's a good strategy. For me, avoiding the moat means either a big drop in quality and just ending up in somebody elses moat, or a big drop in quality and a lot more money spent. I've looked into it and maybe the most practical end-to-end system for owning my own LLM is to run a couple of 3090s on a consumer motherboard at substantial running cost to keep them up 24/7 and that's not powerful enough to cut it and rath…

For me personally, being able to fine-tune the local LLM's at a much higher rank and training more layers is very useful for (somewhat unreliably) embedding information. AFAIK the OpenAI fine-tuning is more geared towards formatting the output.

As I understand it, fine tuning is never really about adding content. RAG and related techniques are likely cheaper/better if that’s what you want.

Re: New models and developer products

#266

Earlier quoted context omitted.

OpenAI offering 128k context is very appealing, however. I tried some Mistral variants with larger context windows, and had very poor results… the model would often offer either an empty completion or a nonsensical completion, even though the content fit comfortably within the context window, and I was placing a direct question either at the beginning or end, and either with or without an explanation of the task and…

Comparing a 7B parameter model to a 1.8T parameter model is kind of silly. Of course it's behind on accuracy, but it also takes 1% of the resources.

Usually the 7B model is fine-tuned with "enriched" data, "textbook quality" generations from the 1.8T model. Riding on its coat tails.

Re: New models and developer products

#267

Most of the products announced (and the price cuts) appear to be more about increasing lock-in to the OpenAI API platform, which is not surprising given increased competition in the space. The GPTs/GPT Agents and Assistants demos in particular showed that they are a black box within a black box within a black box that you can't port anywhere else. I'm mixed on the presentation and will need to read the fine print on…

> most of the products announced (and the price cuts) appear to be more about increasing lock-in to the OpenAI API platform

OpenAI is currently refusing far more enterprises than these products could "lock-in" even with 100% stickiness.

Makes it unlikely this is about lock-in or fighting churn when arguably, the best advertisement for GPT-4 is comparing its raw results to any other LLM.

If you said their goal was fomenting FOMO, I'd buy it. Curious, though, when they'll let the FOMO fulfillment rate go up by accepting revenue for servicing that demand.

Re: New models and developer products

#268
post #258

In people's experience with these sorts of tools, have they assisted with maintainance of codebases? This might be directly, or indirectly via more readable, bette organized code. The reason I ask is that these tools seem to excel in helping to write new code. In my experience I think there is an upper limit to the amount of code a single developer can maintain. Eventually you can't keep everything in your head, so m…

I've been thinking about this for a while now, wrt two points:

1. This will be the end of traditional SWEs and the rise of the age of debuggers, human debuggers who spend their days setting up breakpoints and figuring bugs in a sea of LLM generated code.

2. Hiring will switch from using Leetcode questions to "pull out your debugger and figure out what's wrong with this code".

Re: New models and developer products

#269
post #71

Every day this video ages more and more poorly [1]. categories of startups that will be affected by these launches: - vectorDB startups -> don't need embeddings anymore - file processing startups -> don't need to process files anymore - fine tuning startups -> can fine tune directly from the platform now, with GPT4 fine tuning coming - cost reduction startups -> they literally lowered prices and increased rate limits…

Why don’t you need embedding?

You might. Depends what your trying to do. For RAG seems like they can 'take care of it' but embeddings also offer powerful semantic search and retrieval ignoring LLMs.

Re: New models and developer products

#270

They need to tone down the "GPT" "persona" marketing if they don't want a backlash. It's one thing releasing AI and saying "do what you want with it" but it's another to actively list and illustrate the people it can replace .

Those personas aren't listing jobs, they're listing tasks. If your job is just a task then it's going to be replaced by something anyway even if OpenAI specifically forbids their model from ever doing it.

That said, we should have comprehensive retraining and guaranteed jobs programs, or a UBI. Either would ameliorate the stress on the employment market. When people require their current job to provide them and their family with food, shelter, water, and medical care and someone takes that away, they are going to react regardless of how inevitable it was, and they're right to do so, because people have a right to self-defence.

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