Posted by atgctg 12/11/2025
System card: https://cdn.openai.com/pdf/3a4153c8-c748-4b71-8e31-aecbde944...
Did they figure out how to do more incremental knowledge updates somehow? If yes that'd be a huge change to these releases going forward. I'd appreciate the freshness that comes with that (without having to rely on web search as a RAG tool, which isn't as deeply intelligent, as is game-able by SEO).
With Gemini 3, my only disappointment was 0 change in knowledge cutoff relative to 2.5's (Jan 2025).
What makes you think that?
> Did they figure out how to do more incremental knowledge updates somehow?
It's simple. You take the existing model and continue pretraining with newly collected data.
We're still talking about OpenAI right?
I feel like there is a small chance I could actually make this work in some areas of the business now. 400k is a really big context window. The last time I made any serious attempt I only had 32k tokens to work with. I still don't think these things can build the whole product for you, but if you have a structured configuration abstraction in an existing product, I think there is definitely uplift possible.
Let me know when Gemini 3 Pro and Opus 4.5 are compared against it.
I will run 80 3D model generations benchmark tomorrow and update this comment with the results about cost/speed/quality.
"All models" section on https://platform.openai.com/docs/models is quite ridiculous.