The Ledger
Every statement that passed quotation and attribution checks. Mix any filter with any other: certainty 1/5, debate potential 5/5, or both at once.
why aren't all 24 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 1 checkable ones are still open, waiting for their date. predictions held up or didn't; assertions are supported or contradicted. on every card: ▮▮▮▮▮ certainty · ▮▮▮▮▮ debate potential. speakers are clickable
Wang: A single AI model will never satisfy all use cases
“I definitely don't think that, that the broad amount of use cases will be fully satisfied by one model at any point. So I think that there will always be a diversity of models. Some, like I'll give you an example, but some, you know, we could optimize for inst…”
Oliver Wang: Great art is often in-distribution relative to prior art
“I think that out of distribution sample, that is a little bit too restrictive. I think a lot of great art is actually in distribution for art that occurred before it.”
Oliver Wang: Human intent is the defining element of art
“Like to me, I think that the most important thing for art is intent. And so the, what is generated from these models is, is a tool to allow people to create art.”
Wang: Generative AI can solve visual problems using 2D projections
“I think we can solve almost all the problems, if not all the problems, working on the projection of the three-D world directly, and letting the models learn the latent world representations.”
Oliver Wang: AI image models must raise worst-case output quality
“Every model can cherry pick images that look perfect. So like now I think the real question is like how expressible is this model and what's the worst image you would get given what you're trying to do? So I think by raising the quality of the worst image We r…”
Oliver Wang: Professional creatives will always adopt state-of-the-art AI tools
“The high end, and the professionals, and the creatives, like, they'll always use state-of-the-art tools, and this is like another tool in the tool belt for people to make cool things.”
Oliver Wang: DeepMind has not solved combining simple and professional AI UIs
“We haven't exactly figured out how to enable both of those yet.”
Oliver Wang: AI models struggle to generate childlike crayon drawings
“We've been trying to get the model to create like, childlike crayon drawings, which is actually quite challenging. Ironically, you know, sometimes the things that are hard to make are, because the level of abstraction is very large. So it's actually quite diff…”
Oliver Wang: Multimodal AI will transform education through visual learning
“I'm in general, I'm very, Optimistic about AI for education, and part of the reason is I think that most of us are visual learners, right? So the AI right now as a tutor, basically all it can do is talk to you or give you text to read, and that's definitely no…”
Wang: Visual modality will remain critical for AI agents collaborating with humans
“A hundred percent. I definitely think so. The future for these AI models that I'm most excited by is where they are tools for people to accomplish more things. Like, I think if you imagine a future where you have these agentic models that just talk to each oth…”
Wang: AI image models will adopt multi-hour test-time compute when needed
“Yeah, absolutely. If it's necessary, yeah.”
Wang: AI-generated videos yield highly accurate 3D reconstructions
“Video models have very good three-D understanding. You can run reconstruction algorithms over the videos you generate, and they're very accurate.”
Wang: Image model adoption accelerates once character consistency crosses quality threshold
“Once the quality gets above a certain level for character consistency, it can kind of just take off because it becomes useful for so much more.”
Wang: Generative AI model output reflects research lab preferences over objective standards
“There is no right answer. So actually there's quite a lot of, I don't know if it's taste, but it's like preference that goes into the models. And I think you can kind of see the difference in preferences of the different research labs in the models that they r…”
Wang: Artists want AI models to infer intent, which models now do better
“Really what an artist wants when they want to do something is they want the intent to be understood. And I think that, that these AI models are getting better at understanding the intent of users. So often when you ask text queries now, the model gets what you…”
Wang: AI models will solve complex multi-person scenes without dedicated pose interfaces
“Yeah, I think in that case, I wouldn't spend a ton of time building a custom interface for making this picture of 46 people. It seems like the kind of thing that we can solve.”
Oliver Wang: Editability is the main reason to leave pixel representations
“The primary reason I think you would want to leave the pixel domain is for editability.”
Oliver Wang: Generative AI is heading toward fully interactive real-time environments
“Making something that's like fully interactive and real time and is the direction this field is headed.”
Wang: Optimizing AI models for average user preferences dilutes creative output
“So when we're, you know, when we're optimizing these models, like, one thing we could do is we could optimize for Like the average preference of everybody. But I don't think you end up with interesting things by doing that. You end up with something that every…”
Oliver Wang: Nano Banana exceeded initial LMSYS Chatbot Arena query capacity
“What we saw was that we budgeted like, you know, a comparable amount of queries per second as we had for our previous models that were on Ella Marina. And we had to keep upping that number as people were going to Ella Marina to use the model.”
Wang: Nano Banana follows instructions less effectively in long conversations
“Once you get into real long conversations, like it starts to follow your instructions a little bit worse”
Oliver Wang: Nano Banana renders functional webpages from HTML code images
“I've seen examples where people give it, like an image of HTML code and have the model render the webpage.”
Wang: Core value of edit models is extreme personalization
“The real beauty of the edit models is that you can make it about the one thing that matters most to you.”
Wang: Users have not yet discovered Nano Banana's interleaved generation feature
“I think we've always been amazed that nobody ever posts anything about, so interleaved generation is what we call the model's ability to generate more than one image for a specific prompt. So you can ask for like, I want a story, like a bedtime story or someth…”