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Nano Banana 2: Google's latest AI image generation model

https://blog.google/innovation-and-ai/technology/ai/nano-banana-2/
285•davidbarker•2h ago

Comments

aliljet•2h ago
I really really want to see how these images are starting to form into videos. The stills are clearly getting better and better, but what about when you need the stills to organically conform to a keyed script?
vessenes•2h ago
the workflow right now would be to take this images, make a sequence of them for key "shots" and send them to an I2V model. LTX-2 is the model the r/stablediffusion folks are playing with right now, but there are a fair few.
progbits•2h ago
I'm seeing more and more AI video memes and they are getting really good. Still just bunch of short clips, long shots are not working well enough, but typical Hollywood movies have few second cuts anyway so this is almost good enough to make a marvel fanfic.
Mizza•2h ago
Check out Seedance 2: https://seed.bytedance.com/en/seedance2_0

Nano Banana was technically impressive the first time, but after Seedance it's not really. It's all just an internet pollution machine anyway.

rany_•1h ago
The page looks promising but how can I try it out?
rabf•55m ago
They have an API.
sync•2h ago
Did gemini-2.5-flash-image get an upgrade as well? I just got the following, which is fascinating, and not something I've seen before:

> I'm sorry, but I cannot fulfill your request as it contains conflicting instructions. You asked me to include the self-carved markings on the character's right wrist and to show him clutching his electromancy focus, but you also explicitly stated, "Do NOT include any props, weapons, or objects in the character's hands - hands should be empty." This contradiction prevents me from generating the image as requested.

My prompts are automated (e.g. I'm not writing them) and definitely have contained conflicting instructions in the past.

A quick google search on that error doesn't reveal anything either

sorenjan•2h ago
Is this a distillation of Nano Banana Pro?
meetpateltech•2h ago
Gemini 3.1 Flash Image is based on Gemini 3 Flash.

source: https://deepmind.google/models/model-cards/gemini-3-1-flash-...

dgtlanml2•2h ago
Wow the article narration with Umbriel is silent after the 6 second mark.
vessenes•2h ago
Interesting they get to rev this with the release of a new flash model. I'm speculating part of the distil pipeline includes the image gen stuff; that seems like internal tooling that will pay dividends over time, if true. New frontier model -> automatic new image model. Even if it's just incremental updates, it's good for both the product cadence and compounding improvements.
WarmWash•2h ago
The confusion here is dense, 3.1 Flash Image is not 3.1 Flash.

The banana models (image) are a different than the mainline models, but the confusingly leverage the same naming scheme.

NitpickLawyer•1h ago
> the distil pipeline

I don't have inside info, but everything we've seen about gemini3.0 makes me think they aren't doing distillation for their models. They are likely training different arch/sizes in parallel. Gemini 3.0-flash was better than 3.0-pro on a bunch of tasks. That shouldn't happen with distillation. So my guess is that they are working in parallel, on different arches, and try out stuff on -flash first (since they're smaller and faster to train) and then apply the learnings to -pro training runs. (same thing kinda happened with 2.5-flash that got better upgrades than 2.5-pro at various points last year). Ofc I might be wrong, but that's my guess right now.

minimaxir•2h ago
Google updated it early in AI Studio so I've been experimenting:

- Base pricing for a 1024x1024 image is almost 1.6x what normal Nano Banana is ($0.067 vs. $0.039), however you can now get a 512x512 image for cheaper, or a 4k image for cheaper than four 1k images: https://ai.google.dev/gemini-api/docs/pricing#gemini-3.1-fla...

- Thinking is now configurable between `Minimal` and `High` (was not the case with Nano Banana Pro)

- Safety of the model appears to be increased so typical copyright infringing/NSFW content is difficult to generate (it refused to let me generate cartoon characters having taken psychedelics)

- Generation speed is really slow (2-3min per image) but that may be due to load.

- Prompt adherence to my trickier prompts for Nano Banana Pro (https://minimaxir.com/2025/12/nano-banana-pro/) is much worse, unsurprisingly. For example I asked it to make a 5x2 grid with 10 given inputs and it keeps making 4x3 grids with duplicate inputs.

However, I am skeptical with their marquee feature: image search. Anyone who has used Nano Banana Pro for awhile knows that it will strongly overfit on any input images by copy/pasting the subject without changes which is bad for creativity, and I suspect this implementation appears the same.

Additionally I have a test prompt which exploits the January 2025 knowledge cutoff:

    Generate a photo of the KPop Demon Hunters performing a concert at Golden Gate Park in their concert outfits.
That still fails even with Grounding with Google Search and Image Search enabled, and more charitable variants of the prompt.

tl;dr the example images (https://deepmind.google/models/gemini-image/flash/) seem similar to Nano Banana Pro which is indeed a big quality improvement but even relative to base Nano Banana it's unclear if it justifies a "2" subtitle especially given the increased cost.

sheept•2h ago
For your knowledge cutoff test, did it failing mean that it generated a generic "Kpop demon hunter" or it rejected the prompt?
minimaxir•2h ago
Generic "Kpop demon hunter". Nano Banana 2 atleast has fun with it, though.
shostack•1h ago
The pricing changes are interesting. I wonder if at some point they will deprecate the less expensive model to increase their margins.

Original Nano Banana (gemini-2.5-flash-image): $0.039 per image (up to 1024×1024px)

Nano Banana 2 (gemini-3.1-flash-image-preview): $0.045 per 512px image $0.067 per 1K (1024×1024) image $0.101 per 2K image $0.151 per 4K image

Nano Banana Pro (gemini-3-pro-image-preview): $0.134 per 1K/2K image $0.240 per 4K image

So at the most common 1K resolution, NB2 is ~72% more expensive than the original NB ($0.067 vs $0.039), but still half the price of NB Pro ($0.134).

arctic-true•7m ago
They may be victims of their own success here. At a certain point, if you can consistently make perfect images indistinguishable from reality, you’re done improving. All that’s left to do is make it faster or cheaper or better-aligned - but these aren’t going to show up readily in ways the typical user can understand.
pietz•2h ago
I'm officially done with the Nano Banana name. It was fun, but can we go back just calling it Gemini Image?
bonoboTP•2h ago
Name recognition has big value. People remember what an advancement the first banana was. Nowadays it's no longer so unique, ChatGPT's and Grok's image editors are also strong.
PunchTornado•57m ago
I really like it. Nano banana is like the best product name in AI.
meowface•2h ago
How does it compare to Nano Banana Pro?
riteshyadav02•2h ago
Would be interesting to see latency vs quality tradeoffs here. Are they targeting consumer-facing generation speed or prioritizing fidelity for professional workflows?
yakattak•2h ago
I think this tech is cool, from an engineering perspective. I’m trying to figure out if there’s any justification for using it in a business world outside of: “We don’t want to pay an artist.”

You can argue things like code generation are an extension of the engineer wielding it. Image generation just seems like a net negative overall if it’s used at scale.

Edit: By scale, I mean large corporations putting content in front of millions. I understand the appeal for smaller businesses where they probably weren’t going to pay an artist anyway.

bonoboTP•2h ago
Drafting, iteration, mockups. Quite useful during ideation.
yakattak•2h ago
All things traditionally done by artists or artist adjacent roles. I can understand at an individual level, say for a solo gamedev who wasn’t going to pay an artist anyway. That’s not at scale though.

Larian Studios most recently was under fire for this [1]. Like I can see a director going “what would X look like?” and then speeding over to the concept artists for a proper rendition if they liked it. I don’t think this is at scale though. Any large business is just going to get rid of the concept artists.

[1]: https://www.pcgamer.com/games/rpg/baldurs-gate-3-developer-l...

bonoboTP•1h ago
There are many places in general office work where you need some kind of graphics. Slides, reports, info graphics, dataviz. Or academic papers. Some are just illustrations, like a fancy clipart or stock photos, some are drafts for a proper tikz or svg or something that you then redo in draw.io etc. There is much more use for graphics than the use cases where people would ever even consider hiring an actual artist. I've seen good results for iterating on eg model architecture figures quickly between PhD students and supervisors, faster than dragging boxes around and fiddling with tikz. Obviously you don't simply paste the result into the paper. You redo it but it's a good discussion basis. That's for info graphics stuff. But the same can apply to creative stuff, like an event poster, an invitation card to your wedding, storyboards, mood boards, DIY interior design, outfit planning etc etc
yakattak•1h ago
Yeah that’s a good point. I don’t think that’s what I meant by “at scale” but I can see that being useful day to day.
jezzamon•2h ago
One major thing is photoreal use cases, which artists can't really do. A lot of that is deep fakes / scams but there are some real use cases
yakattak•2h ago
Isn’t that what photographers are for?
rafael09ed•2h ago
It is faster as well
tantalor•2h ago
Won't somebody think of the window replacers?
garbawarb•2h ago
Advertising? "We don't want to pay an artist" goes a long way for a small business with a limited budget.
rm_-rf_slash•2h ago
It can also backfire. AI slop ads and marketing material imply cut corners and poor quality products. If a bakery isn’t going to bother touching up its AI slop banner, I don’t expect their cookies to be great either.
hypeatei•1h ago
This assumes that models won't improve and you'll always be able to tell that it's "AI slop" ... that seems like a bad bet. Five years ago you'd be laughed out of the room for suggesting that a computer could produce images from a natural language prompt and that it'd be accessible to everyone -- not just corporations with deep pockets.
yakattak•1h ago
Yeah if/when it becomes indistinguishable I think most people won’t care. That being said I do think someone finding out something is AI generated will be met with poor response. Does that ultimately matter? Probably not in a business world.
awepofiwaop•1h ago
The amount of lost revenue due to the implication of cut corners needs to be higher than the cost of hiring an artist by enough of a margin that the managers who make the decision start to care, and enough that they're willing to put the effort into hiring an artist.
gwd•1h ago
FWIW I've never seen a correlation between a small company's website and the quality of their product. Slick website? Maybe they care for their craft, maybe they're all marketing and no content. Website stuck in 1998? Maybe they're sloppy and don't care; maybe they care about their core product, not a slick marketing brochure. I don't see any reason AI would be different in that regard.
yakattak•1h ago
That’s true. I think it’s more of a problem of getting someone in the door. Anecdotally going to art festivals I’m much more likely to enter the booth of someone who has handcrafted marketing over the person who has generated marketing.
hedora•1h ago
Basic marketing theory says that spending extra to make your ads signals (term of art) to your potential customers that (1) you are successful, since you can afford it and (2) you are confident your product is superior, since you’re effectively paying people to try it, and expect doing this will generate revenue in return.

Much like the star bellied sneetches, when the quality of some ad format becomes untethered from the cost of production and placement, then marketers will flock to some alternative.

YouTube influencers fill[ed] that niche for a while because content milling SEO spam and fake reviews is a lot more expensive if you present the results in video form with good production values. (Not sure how long that will be true, since AI is getting better at short-term video).

switchbak•1h ago
Every local business I deal with is completely lacking on the online side. They might have square POS terminals and all that stuff, but their website either doesn't exist, sucks (not updated in years) or they throw me to Facebook (also sucks).

This is like the last mile for online presence. The average barber out here doesn't use Squarespace, barely knows how to use Facebook and doesn't touch GenAi. But they can still cut your hair pretty well - tech savvyness doesn't have a huge connection to business competence out here.

sekai•1h ago
> It can also backfire. AI slop ads and marketing material imply cut corners and poor quality products. If a bakery isn’t going to bother touching up its AI slop banner, I don’t expect their cookies to be great either.

Average person won't notice, and would not care either way.

whynotmaybe•1h ago
We're using voice generation from clipchamp for our promotional videos.

It's an ethical conundrum because we're not paying anyone, but we don't have the money to pay anyone, and it's good enough for our budget.

But we're getting used to the process of changing a part of the text in a few seconds without any artist involved and for 0$.

I guess that soon we'll be able to create voice sample from know personalities for a few $ with prices based on the popularity of the artist and some sanity check based on the artist preferences.

yakattak•1h ago
I think this is where I see the benefit for small business. I don’t want to speak for you, but I imagine it’s either “no voice over, we can’t afford it.” or “inexpensive AI voice over to make it more accessible and appealing.”

My thought is the large corps that could afford it, still won’t because it’s a cost they don’t need to incur. For them it’s not even a moral conundrum.

alex43578•2h ago
When a company uses a photocopier, they don’t want to pay a scribe.

When a company sends an email or docu-sign, they don’t want to pay a courier.

Technology supplements or replaces jobs, often reducing costs. This is no different.

nindalf•2h ago
Art isn't just a job or a way to make money, like being a courier is.
progbits•1h ago
For corporate art it is. Nobody draws memphis out of passion.
dizlexic•1h ago
The real victims here are going to be the graphic designers who worked for firework importers.
konschubert•2h ago
I disagree with your premise that everybody should endure friction and cost such that artists can earn a living producing cookie-cutter content.
testing22321•2h ago
> I’m trying to figure out if there’s any justification for using it in a business world outside of: “We don’t want to pay a human.”

You could easily say the same about anytime computers or robots or automation have taken a job away. We’ve been going down this road for decades.

yakattak•2h ago
Those industries (computers, robots) created other jobs though. This doesn’t seem to.
jedberg•1h ago
It will. There will be people whose skillset is advanced prompting.
sempron64•1h ago
Diagrams! So much documentation lacks diagrams because they are hard to make
yakattak•1h ago
True! Though I’d argue diagrams as code like PlantUML or Mermaid are better than an image!
vunderba•1h ago
Agree just from a text search perspective alone that Mermaid even ASCII diagrams are usually preferable.
the_mar•1h ago
a friend of mine was a creative director and a big tech co until recently, she was replaced by AI
RickS•1h ago
Same answers you'd use beyond "we don't want to pay an engineer". 100x shorter iteration speed, and the associated workflow (stream of microrevisions and spaghetti throwing), top quartile outputs in many langs/styles/contexts without having to source, hire, and maintain a fleet of separate specialists who can quit when they feel like it.

I'm torn on the scale thing. It definitely seems net negative. But I think we collectively underestimate just how deeply sick the existing thing already is. We're repulsed by image gen at scale because it breaks our expectation that images are at least somewhat based on reality, that they reflect the natural world or what we can really expect from a product, from a company, from the future. But that was already a bad expectation: when's the last time you saw a mcdonalds meal that looked like the advert? Or a sub-30$ amazon product that wasn't a complete piece of shit? Advertisements were already actively malicious fantasies to exploit the way our brains react to pictures. They're just fantasies that required whole teams of humans doing weird bullshit with lighting and photoshop, and I'm not sure that's much better. It was already slop. All the grieving we do about the loss of truth, or the extent to which corps will gleefully spray us with mind-breaking waterfalls of outright lies, I think those ships sailed a long time ago. The disgust, deceit, the rage we feel about genAI slop is the way we should have felt about all commercials since at least the 80s IMO.

yakattak•1h ago
> Advertisements were already actively malicious fantasies to exploit the way our brains react to pictures. They're just fantasies that required whole teams of humans doing weird bullshit with lighting and photoshop, and I'm not sure that's much better.

This is a good point. My gut reaction is “well at least someone was paid to do it and can continue to keep society/the economy going ”.

I can see the other side where that’s a soulless job. Not sure what’s worse. Soulless job where your skills apply or even less jobs in a competitive industry.

jedberg•1h ago
I've been using it to replace things that I used to do for personal projects in photoshop/gimp. Remove a background, add a person, put a letter in here that looks like the same crayon as the other letters.

Things that would take me an hour or so the old way takes three minutes with NB.

But I can see this applying to small businesses. Something that some random person would have to spend on hour photoshopping can be done in a few minutes with NB.

zamalek•53m ago
Sora is already a flop. People are sick of slop and are getting good at identifying it. Grok is the only player that has any semblance of success in the visual gen market, only because they do the one thing that will always make money.
nickandbro•2h ago
These image gen models are getting so advanced and life like that increasingly the general public are being duped into believing AI images are actually real (ex Facebook food images or fake OF models). Don't get me wrong I will enjoy the benefits of using this model for expressing myself better than ever before, but can't help feeling there's something also very insidious about these models too.
WarmWash•2h ago
It's more likely than not that every single person who uses the internet has viewed an AI image and taken it as real by now.

The obvious ones stand out, but there are so many that are indiscernible without spending lots of time digging through it. Even then there are ones that you can at best guess it's maybe AI gen.

versk•2h ago
At the point now where basically any photo that isn't shared by someone I trust or a reputable news organisation is essentially unverifiable as being real or not

The positive aspect of this advance is that I've basically stopped using social media because of the creeping sense that everything is slop

yieldcrv•1h ago
people only notice when they are prompted to look for AI or scrutinize AI

a lot of these accounts mix old clips with new AI clips

or tag onto something emotional like a fake Epstein file image with your favorite politician, and pointing out its AI has people thinking you’re deflecting because you support the politician

Meanwhile the engagement farmer is completely exempt from scrutiny

Its fascinating how fast and unexpected the direction goes

tokai•1h ago
Maybe not an actual argument for anything, but even before these image models everyone that used the internet had seen a doctored image they believed to be real. There was a reason that 'i can tell by the pixels' was a meme.
WD-42•56m ago
People will continue to retreat into walled, trusted networks where they can have more confidence in the content they see. I can’t even be sure I’m responding to a real person right now.
techpression•2h ago
Oh we’ve seen nothing yet of the chaos that generative ai will unleash on the world, looking at Meta platforms it’s already a multi million dollar industry of selling something or someone that doesn’t exist. And that’s just the benign stuff.
whynotmaybe•2h ago
>fake OF models

Soon many real OF models will be out of job when everyone will be able to produce content to their personal taste from a few prompts.

baal80spam•2h ago
And this can't come soon enough.
noumenon1111•1h ago
Coming soon... YOU!
coldtea•1h ago
And they might have to gasp! get an honest job!
switchbak•1h ago
I don't know much about that side of things, but I presume that's hard work! Maybe not always so honest though.
xfeeefeee•1h ago
That's a pretty wide brush you are painting with there
pousada•1h ago
You can’t really because these powerful models are censored. You can create lewd pictures with open models but they aren’t nearly as good or easy to use.
coffeebeqn•1h ago
I’ve seen some very high quality NSFW AI video in the last few months. Those models are not far behind and the search and training space for porn is smaller than being able to generate anything
sosodev•1h ago
Doesn't Grok allow users to create lewd content or did they roll that back?

Also, I suspect that we'll soon see the same pattern of open weights models following several months behind frontier in every modality not just text.

It's just too easy for other labs to produce synthetic training data from the frontier models and then mimic their behavior. They'll never be as good, but they will certainly be good enough.

dragonwriter•1h ago
Because models can be used to alter existing images, you can use open and commercial models together in content creation workflows (and also the available findings of open models, and the ability to further tube them very specific used, are quite powerful on their own), so the censorship on the commercial models has a lot less effect on what motivated people can produce than you might think.

I still think, even with that, that like most predictions of AI taking over any content industries, the short-term predictions are overblown.

infecto•1h ago
Just a matter of time and open models will get there. Not once have we seen a moat across the model spectrums.
sodacanner•1h ago
People already have access to every form of niche pornography they could dare to imagine (for absolutely free!), I really doubt that 'personal taste' is the part that makes OF models their money. They'll be fine.
sosodev•1h ago
I think you're under-estimating how much personal taste applies in that industry. Yes, there's a lot of free content but it's often low quality and/or difficult to find for a particular niche. The OF pages, and other paid sites, are curated collections of high quality stuff that can satisfy particular cravings repeatedly with minimal effort.

A big part of it also the feeling of "connection" with the creator via messages and what not, but that too can be replicated (arguably better) by AI. In fact, a lot of those messages are already being generated haha.

sodacanner•57m ago
I was mostly hinting towards the 'connection' part of it, yes - I think that's really where the money is made more than anything else. That's the part that'll start killing the industry once some company tunes it in.
sekai•1h ago
> Soon many real OF models will be out of job when everyone will be able to produce content to their personal taste from a few prompts.

net positive to society

dfxm12•1h ago
I don't think so. Talking to people in this space, I've found out about broad camps. There are probably more:

-They simply aren't into real women/men (so you couldn't even pay a model to do what they're looking for).

-They want to play out fantasies that would be hard to coordinate even if you could pay models (I guess this is more on the video side of things, but a string of photos can put be together into a comic)

-They want to generate imagery that would be illegal

Based on this, I would guess fetish artists are more at risk than OF models. However, AI isn't free. Depending on what you're looking for commissions might be cheaper still for quite a while...

kevincox•1h ago
I actually think this was a good thing. Manipulating images incredibly convincingly was already possible but the cost was high (many hours of highly skilled work). So many people assumed that most images they were seeing were "authentic" without much consideration. By making these fake images ubiquitous we are forcing people to quickly learn that they can't believe what they see on the internet and tracking down sources and deciding who you trust is critically important. People have always said that you can't believe what you see on the internet, but unfortunately many people have managed without major issue ignoring this advice. This wave will force them to take that advice to heart by default.
lm28469•1h ago
I feel like there is one or two generations of people who are tech savy and not 100% gullible when it comes to online things. Older and younger generations are both completely lost imho, in a blind test you wouldn't discern a monkey from a human scrolling tiktok &co
manuelabeledo•1h ago
How so? This "tech savvy and not 100% gullible" generation, gave birth to a political landscape dominated by online ragebait.
lm28469•46m ago
Boomers used to tell us to never trust anything online and now they send their life savings to "Brad Pitt"

New generations gets unlimited brain rot delivered through infinite scroll, don't know what a folder is, think everything is "an app" and keep falling for the "technology will free us from work and cure cancer"

There was a sweet spot during which you could grow alongside the internet at a pace that was still manageable and when companies and scammers weren't trying so hard to robbyou from your time money and attention

manuelabeledo•1h ago
> By making these fake images ubiquitous we are forcing people to quickly learn that they can't believe what they see on the internet and tracking down sources and deciding who you trust is critically important.

Has this thought process ever worked in real life? I know plenty of seniors who still believe everything that comes out of Facebook, be AI or not, and before that it was the TV, radio, newspapers, etc.

Most people choose to believe, which is why they have a hard time confronting facts.

rootusrootus•1h ago
> I know plenty of seniors

And not just seniors. I see people of all ages who are perfectly happy to accept artificially generated images and video so long as it plays to their existing biases. My impression is that the majority of humanity is not very skeptical by default, and unwilling to learn.

slfnflctd•1h ago
I remember telling my parents at a young age that I couldn't be sure Ronald Reagan was real, because I'd only ever seen him on TV and never in real life, and I knew things on TV could be fake.

That was the beginning of my journey into understanding what proper verification/vetting of a source is. It's been going on for a long time and there are always new things to learn. This should be taught to every child, starting early on.

fortyseven•1h ago
It's shitty, but I think it's almost as bad that people are calling everything AI. And I can't even blame them, despite how infuriating it is. It's just as insidious that even mundane things literally ARE AI now. I've seen at least twice now (that I'm aware of) where some cute, harmless, otherwise non-outrageous animal video was hiding a Sora watermark. So the crazy shit is AI. The mundane shit is AI. You wonder why everyone is calling everything AI now. :P
switchbak•1h ago
It seems like a low level paranoia - now I find myself double checking that the youtube video I'm watching isn't some AI slop. All the creators use Getty b-rolls and increasingly AI generated stuff so much that it's not a far stretch to have the voice and script all be auto generated too.

I suppose if the AI was able to tell me a true and compelling story, I might not even mind so much. I just don't want to be spoon fed drivel for 15 minutes to find it was all complete made up BS.

Havoc•1h ago
Don’t think the demand for real OF is going anywhere
derwiki•1h ago
How do you know they’re real right now?
JasonADrury•1h ago
A lot of escorts have OF profiles.
vunderba•1h ago
Jaded, but if I knew there was a possibility of a bunch of incriminating footage of me (images, video, etc.) out there in the pre-AI days, I would do my absolute best to flood the internet with as many related deepfakes (including of myself) as possible.
dfxm12•1h ago
This has been true for a while with digital art, photoshop, etc. Over time, people's BS detectors get tuned. I mean, scrolling by quickly in a feed, yeah, you might miss if an image is "real" or not, but if you see a series of photos side by side of the same subject (like an OF model), you'll figure it out.

Also, using AI will not allow you to better express yourself. To use an analogy, it will not put your self-expression into any better focus, but just apply one of the stock IG filters to it.

itintheory•56m ago
> a series of photos side by side of the same subject

Cameras are now "enhancing" photos with AI automatically. The contents of a 'real' photo are increasingly generated. The line is blurring and it's only going to get worse.

neogodless•1h ago
> Facebook food images or fake OF models

What in the world is a fake OF model?

Does "OF" stand for "of food"?

bena•1h ago
It stands for "OnlyFans" a website originally for creators to engage directly with their audiences but quickly became a website where women sold explicit pictures of themselves to subscribers.
sebzim4500•1h ago
TIL it wasn't created to be a porn site
pancakeguy•40m ago
Surely this is a problem that we will never be able to solve.
jacquesm•2h ago
What a great thing this didn't exist in the past. We likely wouldn't have had any of the amazing artworks that we have now. Imagine an AI generated Mona Lisa, Nightwatch or Sistine Chapel ceiling because prompting would have been so much cheaper than paying Leonardo, Rembrandt or Michelangelo...

Now extrapolate to all other artforms. Sculpture seems safe, for now, but only barely so.

tom1337•2h ago
I'd say these models only exist because we had amazing artworks in the past.
jacquesm•1h ago
Absolutely.
wordpad•2h ago
I feel like the complete opposite is true.

Artists aren't doing it for the money. With advanced tools like these they wouldve iterated much faster and created much grander designs.

Art is about pushing limits of what's possible and AI just raises those limits.

__alexs•1h ago
There is a tremendous amount of "art" that is produced for purely commercial reasons. It employs many thousands of people. These roles are definitely threatened by image generators.

Agree that if you are Artist this is not going to be a big concern to you.

gm678•1h ago
Also, many (I would even venture to say most) of the great artists most people know of earned their bread with intermittent commercial contracts, even rote advertising commissions in the 19th/20th century.
coldtea•1h ago
>Art is about pushing limits of what's possible

That's engineering, if that.

Art isn't, and has never been about that.

williamcotton•1h ago
Sure it has. See the modernism as a whole.
lm28469•1h ago
Have you talked to "artists"? In my experience the vast majority say the opposite of what you worded here.
Timpanzee•1h ago
AI isn't a tool for creating art in the same way as a paintbrush or clay. AI is describing a painting you want, then having someone else creating the artwork for you. You aren't doing art in the same way hiring a sculptor isn't doing sculpting.

AI is well on the way to eliminating human made art since the skills to actually make art will be lost to the skill of being able to describe art. You know, since the only thing that matter is reducing costs.

nluken•1h ago
I hear this often and it's such a strange view of art, like the only thing that matters is scale and speed. It's a perspective so colored by mechanization that it fails to account for other philosophies in art. Think of what, say the Arts and Crafts movement was all about!
rdedev•1h ago
An aspect of art is this pursuit of pushing boundaries within the confines of what is considered good. Would an artist with an infinite image generator be interested in pushing said boundaries? Maybe but they will definitely miss out on getting stuck on an idea and coming up something completely new
autoexec•1h ago
Yet somehow with AI art we end up with https://i.redd.it/3v2uwwxxkhkg1.png more often than https://upload.wikimedia.org/wikipedia/commons/7/73/Michelan...

The only thing AI art makes possible that wasn't possible before is the scale of slop

jacquesm•1h ago
> Artists aren't doing it for the money.

That is unlike any artist that I know and I know quite a lot of them. They love their work and the process but they also need to eat. And that included those mentioned above.

theappsecguy•1h ago
Art is about creating something from scratch. This isn't creating anything but cobbling together elements of scraped/stolen content to generate an imitation of prior work.
jayd16•52m ago
The Sistine Chapel was a commission.
jacquesm•40m ago
A very large fraction of everything we collect as great art marking our history was made on commission. The GGP is showing their complete ignorance of the history of art.
NoGravitas•33m ago
Taste is not scaleable.
ahtihn•1h ago
Would anyone even care about Mona Lisa if the exact same painting was done by a random nobody? It's just a portrait.
__alexs•1h ago
Da Vinci is maybe only the 5th most interesting thing about the Mona Lisa.
coldtea•1h ago
Most people no. Then again most people are idiots barely aware of the world they live in, much less culture.

People who actually care about art, if given a chance to see it, yes.

Of course, it being done by Davinci is not some random fact about the painting - as if a painting is a mere artifact.

techjamie•1h ago
Ironically we live in a time that, overall, is probably better for artists than the world any of those guys grew up in. People have always valued art but not the artists, and many artists through history, including the famous ones, died broke with their works only posthumously attaining value.

These days, through commissions, art is a much more viable profession than it ever was.

coffeebeqn•1h ago
Is it though? It was for the last 20 years but I’d imagine sales of commissions are down immensely and going down every day
jacquesm•1h ago
It was until ~2021 and it going rapidly downhill. I know some people that are really good at art and they got work on commission from publications, venues and so on. They have seen a significant drop in their bookings and the ones that they do get negotiate hardball because (1) everybody else is desperate too and (2) if they can't get to a deal then AI is now an alternative for the not-so-discerning public which was a fairly large chunk of the usecases.

So you were making book covers? Ah, so sorry. Nobody really cared that it was you.

And you can probably extend that to what's between the covers...

charcircuit•1h ago
We would have tons of great artworks if it existed in the past. The works would be both more numerous and at a higher quality.
jacquesm•1h ago
Absolutely not a chance. You see, in the past there was nothing to train it on. And that's sort of the point: the only reason that this AI image generation works at all is because it is lifting on the hard work of the people that had the skills, put the time and the effort in.
zackmorris•1h ago
I think of it more as that AI will destroy the profit motive in all things, not just art. What we used to think of as talent/skill/experience will no longer be scarce, because anyone will be able to make anything with a prompt. The perceived value will be in wholes built of valueless parts (gestalts).

AI is incompatible with capitalism, but the world isn't ready for that. So we'll have a prolonged period of intense aggregation where more and more value is attributed to systems of control that already have more than they could ever spend, long after the free parts could have provided for basic human needs.

In other words, the masters existed because they had benefactors and a market for their art and inventions. Today there are better artists and inventors toiling in obscurity, but they won't be remembered because they merely make rent. Which gets harder every day, so there's a kind of deification of the working class hero NPC mindset and simultaneously no bandwidth for ingenuity (what we once thought of as divine inspiration).

Terence McKenna predicted this paradox that the future's going to get weirder and weirder back in 1998:

https://www.youtube.com/shorts/KZ2ZtTsHqO0

jacquesm•1h ago
On the contrary, the talent will be more scarce because there is no longer a motivation to acquire it in the first place.
hypeatei•1h ago
I'll just be extremely candid: a lot of people don't give a shit about these art pieces or art in general. It's okay if you do, there is nothing wrong with that, but it's a myopic view that the world would be worse off if we didn't have a portrait of Mona Lisa.
jacquesm•59m ago
Yes, who gives a shit about culture, after all humanity doesn't really need it...
hypeatei•50m ago
That's not the point, but okay. I'm simply pointing out the fact that there'd still be art, just not those pieces created by those specific people and the world would be just fine. Humanity would've fared okay if Nano Banana was created 500 years ago.
jacquesm•39m ago
What would you have trained it on?
hypeatei•16m ago
Photos, I guess? Your original comment implied access to AI so they'd also have ways to take pictures, probably.
nzach•53m ago
That's true, but you forgot a key piece in this puzzle. The AI can only produce things that already exist. It can combine new things, this is why you can it for a picture of Jesus planting a flag on the Moon. But it only works because Jesus is a concrete concept that already exists in our world. If you ask for a picture of jacquesm planting a flag on the Moon the result will be nonsensical.
dfxm12•34m ago
I disagree. On the one hand, yeah, On This Day... 1776 is terrible, and it is sad to compare it to Requiem for a Dream or Pi, but even in this age where AI is available, we see tons of critically successful art being made without the use of AI.
WarmWash•5m ago
I have the creativity of someone not at all creative (couldn't even come up with a good analogy) and the stuff I created with AI art tools is awful compared to what I see from "AI artists" on social media.

Just being able to generate a vision and then be able to capture it in a prompt is an art within itself.

hmokiguess•1h ago
The Chinese are so much ahead in this space, their models are way better at this stuff. For example, https://hunyuan.tencent.com/image/en?tabIndex=0 and https://seed.bytedance.com/en/seedream5_0_lite
KK7NIL•1h ago
Kind of a pointless comment without a link to such a model.
hmokiguess•1h ago
sorry, I've edited my original comment with one such example, but they're easily discoverable I assumed it was popular knowledge

- https://hunyuan.tencent.com/image/en?tabIndex=0

- https://seed.bytedance.com/en/seedream5_0_lite

someone shared benchmarks that differ my experience tho, so I may be biased

sigmar•1h ago
which models?

we have user-preference rankings that put NB2 on top: https://arena.ai/leaderboard/text-to-image

hmokiguess•1h ago
interesting, maybe this is just anedoctal experience then and I'm biased but I have been preferring theirs over Nano Banana
raincole•34m ago
When it comes to image prompts, Seedream is far behind Nano Banana. "Far behind" is a ridiculous understatement here, btw.

Afaik the only real competitor is Riverflow V2.

evrenesat•1h ago
I only needed help of this banana boy twice, it managed to disappoint me each time. The most recent one, I was trying different beard and mustache styles on myself, on a photo I imported from my own Google photo gallery, and it consistently rejected me, claiming I'm a public figure. Nobody ever told me that I look like any famous person, so that's googles own bananination. ChatGPT nicely handled the job.
wnevets•1h ago
does it still break images with transparent pixels?
fasteddie31003•1h ago
I'm building my personal home right now. The AI image models have been a game-changer in designing the look of the house. My architect did an OK job, but the details that Nano Banana added really bring the house up a notch. I just do hundreds of renders from the basic 3D models and I find looks that I like and iterate from there. We are implementing the renders from Nano Banana over our Interior Designers designs. We would not have hired the Interior Designers again after using Nano Banana to do our interiors.

I think part of the issue with architects and designers today is that they use CAD too much. It's easy to design boxes and basic roof lines in CAD. It's harder to put in curves and more craftsman features. Nano Banana's renders have more organic design features IMO.

Our house is looking great and we're very happy how it's going so far with a lot of the thanks to Nano Banana.

kristjansson•1h ago
Part of the job of interior design is delivering the promised images in … yknow, physical reality? How are you going from nano banana images to actual plans, materials, finishes, products, paint codes, … ?
fasteddie31003•1h ago
I just gave the renders to the cabinet makers and they had no problems recreating.
kristjansson•57m ago
Interesting. I model interior architecture as "here's $xxxK, make it nice" and they do a bunch of work to figure out what you mean by nice, and a bunch more work to codify your definition of nice into, like, SKUs of sconces and so on. Seems like NB helped you figure out your definition of nice, and your subcontractor had a good designer on staff to execute on that.
PunchTornado•1h ago
not the op, but this is what i did too and bypassed the designer. I iterated with nano banana and gave the result to the company that builds the kitchen. the middleman is gone now.
jatari•1h ago
Presumably you give the render to a designer and they recreate it using real materials.
bartman•1h ago
Can you write a bit more about your workflow? I've been thinking about doing the same, but since I'm very non-interior-design minded have struggled to ask the right things.

Like... What are your inputs to the model? Empty renders of the space, or more fully decorated views/ photos? Do you have a light harness around this to help you discover the style you like and then stay consistent with it?

Do you find that giving a lot of context around the space you're designing helps (it hasn't in my attempts)?

fasteddie31003•1h ago
I started with sketchup to make basic floor plans and house shapes. I had a rough idea of the style of the home. I picked "Transitional English Estate" since the build site is out on a farm that sorta looks like the Cotswolds. I used AI in this process to get rough renders and feedback on the floorplan. I then took that basic floorplan and house dimensions to a Draftsman who did a lot of tweaking to get it up to code and fix issues. I got his plans and took it to a Sketchup Pro on Fivver . They made a detailed sketchup model. I then took that model and took screenshots from different perspectives and tweaked the prompt to get renders I liked. These changes were reencorprated into the blueprints. I did the same thing with the interior. Took screenshots from sketchup and put them into AI and tweaked the prompt. https://imgur.com/a/lSIYTYr
elliottboxx•18m ago
super interesting - can you share some of the other elements. screenshots of the sketchup model, the AI image output, etc?

would you recommend this workflow to others, or just noting that it is what you did? any regrets, road blocks, frustrations?

a ball park price would also be interesting: total cost of sketchup license + ai token cost + fivver modeler + draftsman etc. I assume under $1k?

soared•1h ago
Mine was far more lightweight, but u just uploaded pics of my yard and prompted manually a bunch of times. Sometimes id find reference images to give as context, draw on the image to call out specific areas, etc.

It wouldn’t show me the exact things I wanted, but got close enough that I could test ideas and iterate quickly.

shostack•1h ago
What tooling are you using to use this and manage it?
soared•1h ago
Same! I redid my backyard entirely and needed ideas. Gemini took a pile of dirt and gave me countless ideas, improved my plans, recommended materials, etc. a designer gave me two out of the box ideas that Gemini didn’t come up with, but it did everything else perfectly. (Designer said, put a patio out in the yard and put your table there, and take your ugly shed and make it the center of attention, since you’ll never succeeed trying to hide it)
veb•56m ago
Same thing here. I took a picture of some gravel/grass and asked it to show me what it'd look like with tiles. I showed it another part of the property, and asked it to show me what it would look like with a raised lawn. Super impressive to be able to see a cloudy idea in the physical realm like that.
lurkingllama•18m ago
I actually built an app to accomplish this exact thing as I was finishing building my home and was clueless when it came to interior design. I'm genuinely astonished by the capabilities of these models with regards to this, and it feels vastly underutilized by the general populace. Being able to try out multiple paint colors in seconds, or add real furniture or wall decor from Ikea, or move objects around instantly - it still blows my mind.
throwaway4928ab•1h ago
Can we now edit the images it spits out? All prior tests in trying to edit AI images has failed miserably and laughably
vunderba•1h ago
I've only had a brief opportunity to try out NB Pro 2 (`gemini-3.1-flash-image-preview`), so I haven't had a chance to update GenAI Showdown.

Here's some of my captions that tend to trip up even state-of-the-art models.

https://mordenstar.com/other/nb-pro-2-tests

So far it does feel more iterative than an entirely new leap in terms of capabilities, but I haven't run it through the more multimodal aspects such as editing existing images.

That being said, it actually managed the King Louie jump rope test which surprised me.

runamuck•1h ago
I saw an item for sale on Ali Express's video and I thought "Wow, they hired some really attractive actors to pitch their little gadget." 30 seconds in, I realized they used GenAI. Not because it looked AI, but because the production values looked too high and professional for the item. I would get in on this if you sell anything online.
coffeebeqn•1h ago
They can even combine the models, create the presenters with nano banana and then use that as the reference for a video model and paste in your product
arctic-true•12m ago
One thing I notice is that the voices in video AI are absolute hogwash. Voice AI is great, video AI is great, but AI videos where humans speak give me the feel of really poorly dubbed foreign TV - the timing is not quite right and the facial expressions don’t always match up with the words being spoken.
ge96•1h ago
My naive question, can image generation make something novel eg. "show me a DNA structure that cures cancer" can it do that, or it has to have seen something before to generate it.

Just think we conceptually know what a brushless motor design looks like and it's just pixels. I guess even if it did produce the image we wouldn't know what it means.

minimaxir•1h ago
All image models can generate images that were not in its training dataset, but it can't generate reductive extreme cases like your example.
ge96•1h ago
What about it is extreme? It's a concept, like "generate an xray image" eventually hopefully the cure to cancer could be represented as a simple molecule or whatever, I'm not saying I know.
minimaxir•1h ago
There is currently no knowledge nor progress for what a cure for cancer, and nothing a LLM can draw upon.

You could generate "pregnant Elon Musk with four arms and three eyes doing yoga poses" because the image models have enough visual concepts of each of those individual things, but that specific image is (likely) not in any training dataset.

ge96•1h ago
What I'm saying is if this thing can generate random things (noise) couldn't it make that or new tech like negative mass. Anyway I get it too if we don't know then something we made wouldn't know.
claysmithr•27m ago
You are overestimating it's intelligence, but I bet it would hallicinate some result, why not try it yourself?
ge96•11m ago
I don't know what the cure of cancer would look like ha (not an organic chemist or biology, genomist... not even sure what field that would be).

But yeah I am slowly trying to incorporate AI into my life (the delegation, work in my sleep part). I develop it is the funny thing (RAG agents) but yeah. Sometimes I get sold on it like "wait a minute maybe it can do that" but no. Can probably tell I don't get deep into the technical part I'm an API consumer. That's the thing I realize too, can only know so much about a topic if you're spread thin/a generalist.

CWuestefeld•1h ago
What they've chosen as examples to illustrate the strength of the new model surprises me.

The "cubism" example seems like it would be a closer fit to something like stained glass or something. I don't think the thing really understands what cubism was all about. Cubist painters were trying to free themselves from the confines of a single integral plane of perspective by allowing themselves to show various parts of the image from different viewpoints, different times, different styles, etc.

The division of the image into geometric shapes is just a by-product of that quest, whereas the examples here have made it the sum total of the whole piece.

This feels to me like an example of how LLMs still don't "understand" what the art means, and are just aping its facade.

kevinsync•1h ago
I had a similar thought before realizing that I'm pretty sure what they were demonstrating wasn't art style, but adherence to correct physical dimensions and construction of the buildings referenced, that was then expressed in an art style (or reasonable facsimile thereof). The before prompts would just conjure a random building out of thin air, the after prompts searched the web for reference material and then used that in image generation.

And actually, the link I saw a bit ago was this [0] which is more in-depth and has a lot more examples + prompts.

[0] - https://deepmind.google/models/gemini-image/flash/

zug_zug•1h ago
I'm sure this has been written about but here's what happens long term - images are commoditized and lose their emotional appeal.

Probably about half of us here remember photos before the cell phone era. They were rare, and special, and you'd have a few photos per YEAR to look back on. The feel of photos back then, was at least 100x stronger than now. They were a special item, could be given as a gift. But once they became freely available that same amount of emotion is now split across many thousands of photos. (not saying this is good or bad, just increased supply reducing value of each item)

With image/art generation the same thing will happen and I can already feel it happening. Things that used to be beautiful or fantastic looking now just feel flat and AI-ish. If claymation scenes can be generated in 1s, and I see a million claymation diagrams a year, then claymation will lose its charm. If I see a million fake Tom Cruise videos, then it oversaturates my desire for desire for all Tom Cruise movies.

What a time to be alive.

gradus_ad•1h ago
Exactly right. A flood of content devalues content, which devalues whatever makes that content. AI fanboys are gushing over every overhyped release and reveal but are really just showing themselves to be incapable of second order thinking and very susceptible to marketing hype.
nathan_compton•1h ago
People here like to say "Commoditize your Compliment" but to a company the size of google or amazon literally EVERYTHING is your compliment. Too bad no philosopher or political scientist or economist every thought about this stuff before or we might have some kind of plan to make the future less miserable and alienating.
NoGravitas•39m ago
> Too bad no philosopher or political scientist or economist every thought about this stuff before

I see what you did there and know exactly the political economist you are talking about, but if you Speak His Name, the shrieking hordes descend.

GaggiX•1h ago
You can still buy a Polaroid, there is one factory left in the world able to produce the film required but they still make them.
ctmnt•1h ago
“Still” isn’t the right word. Once Polaroid stopped making the film, closed their factories, and sold or junked their machines, their supplies did the same, and so some of the components stopped being manufactured and available for purchase. What’s sold now as Polaroid film was a reinvention of the same idea. And it’s notably not as good. The dwindling stock of unused true Polaroid film is getting absurdly expensive as a result.

The one factory you refer to was the last one, and was purchased by the Impossible Project (now Polaroid BV). So they were able to save one set of machines. But the actual process of making the film was lost. So it’s an old set of machines making a new but similar product.

GaggiX•35m ago
Yeah I know but it's still incredible that we have something like that in 2026 being produced.
electrosphere•1h ago
It reminds me of the Star Wars content thats come out recently - before there was the Original Trilogy which we all watched many times and the lines became iconic. Since then it's all become a mismash and blur of mediocrity due to over-exposure.

(except The Mandalorian, and I can't believe I'm using the word "content" :/)

edit: Totally forgot about Andor & Rogue One sorry, great film and two seasons of top-notch storytelling.

hackyhacky•1h ago
> except The Mandalorian,

To each their own, but I think Andor is, by far, the best post-ROTJ output.

mcny•52m ago
> To each their own,

And that is the gist of the problem, isn't it? As we approach our forties and beyond, chances are we have lived more than half our lives. So do I really want to spend hours watching something I might hate and might leave a bad taste in my mouth? (See game of thrones season 8 or worse, Westworld the HBO series which I don't even want to know what happened in season 3 or 4). I am sure there are people who will enjoy those but for the average person it is highly unlikely.

TaupeRanger•1h ago
Andor is fantastic. The good content still stands out. Mediocre content will have to compete with AI slop at an increasing rate.
mghackerlady•1h ago
Rogue One was very good, to the point that I consider it on equal standing to the original trilogy and prequels
adammarples•1h ago
It's a blur of mediocrity due to its mediocrity, not its overexposure
camdenreslink•13m ago
Yea, if the new stuff coming out was great then people would be begging for more.
ex-aws-dude•54m ago
That is something that annoys me with fandoms

You could ask "how many more movies should we make?" and the answer would be "there is no limit, I always want more"

"I like this thing therefore more of it is obviously better"

I think it takes maturity to say "I like this thing and I don't want more of it."

lukol•1h ago
Don't disagree but being the social animals we are, images and videos will never not be important. Things will always feel better when I can connect it with a friendly face.
EForEndeavour•1h ago
The source, personal significance, and intent of images and videos will matter a lot, though. I'll cherish photos of my family members forever, regardless of technical excellence.

Or a photo of my freshman dorm room during exam season. Subpar image quality, lousy lighting, etc. but so many memories, positive and negative, are elicited by that fleeting glimpse from an era of excitement, boredom, stress, uncertainty, and optimism, not knowing where I was going in life, when I'd ever look back at that snapshot, but deciding on a whim to grab it during a break from cramming topics now long forgotten.

But I roll my eyes at the idea of injecting my likeness into a short clip depicting random over-the-top action sequences, no matter how photorealistic, because I've never wanted to do that.

patwolf•1h ago
The first time I got a photo scanner, I was blown away that I could see myself on a screen. I eventually got a digital camera, and the novelty started to wear off. Now I can make myself the lead in a blockbuster movie, but that feels boring.
sarreph•1h ago
> They were rare, and special, and you'd have a few photos per YEAR to look back on.

Um yeah I don't know. I fully resonate with the _emotional_ appeal here, but realistically I remember going round to people's houses to be shown analog photo albums that nobody was that bothered about seeing, because they didn't really care -- they weren't their photos.

The special photos (a few a year) still exists in digital form.

999900000999•1h ago
Your photos of your dog mean nothing to me.

I have a photo of a friend I’ve since drifted from, it’s her in her army fatigues after basic. She was had just went through a horrible divorce and that was a shining achievement for her.

The story behind the photo is what makes it matter.

Not the format.

However I will agree AI is a poor substitute. You’ll have people creating AI photos of a fake marriage and fake pets in a big fake house, while they sleep in a bunk bed in a halfway house.

ChaitanyaSai•1h ago
Agree. But there are some use-cases where images can still be of huge help. Making textbooks come alive for instance. We are trying to do that and make a whole bunch of Indian textbooks into comics and free for students. (zerobyheart.com if anyone's interested and would like to make suggestions; the panel-to-panel continuity is still off and something we are working on )
bananaflag•1h ago
> I'm sure this has been written about

Scott Alexander has written about it:

https://www.astralcodexten.com/p/the-colors-of-her-coat

vunderba•1h ago
> If I see a million fake Tom Cruise videos, then it oversaturates my desire for desire for all Tom Cruise movies.

I often call this over-saturation the media equivalent of semantic satiation. Anything commoditized or mass-manufactured isn't going to have emotional appeal.

https://en.wikipedia.org/wiki/Semantic_satiation

mannanj•1h ago
I've often had an "addictive" personality and now I see it as an over satiation, in a semantic way, sort of thing. When I found something I liked I would over saturate my self in it, and lose interest and move on faster than others I knew.

Feels like what you described describes that inner personality trait better than I have heard before.

vunderba•1h ago
As somebody who juggles both figuratively and literally a lot of hobbies, I can definitely relate! One of my friends is a bit like you, they tend to experience the sudden flash of interest in various hobbies, dive extremely deeply and then experience a "bit flip". (a quote describing John Romero's hot/cold personality when he worked at id Software)

With respect to people with a consumptive addictive personality though - I really feel for them, it's a rough time to be alive.

soperj•1h ago
> you'd have a few photos per YEAR to look back on

My parents took way more photos with film than I do with my cellphone camera.

obscurette•1h ago
While it wasn't really rare, it was far from common. It was almost full time hobby back then. (I grew up in sixties/seventies.)
spchampion2•1h ago
It sounds like you've been reading Susan Sontag. For others, I recommend:

- https://en.wikipedia.org/wiki/On_Photography

- https://en.wikipedia.org/wiki/Regarding_the_Pain_of_Others

seydor•1h ago
contrary to that i use it to restore old pictures and it has increased their emotional appeal
skerit•1h ago
> They were rare, and special, and you'd have a few photos per YEAR to look back on. The feel of photos back then, was at least 100x stronger than now. [...] But once they became freely available that same amount of emotion is now split across many thousands of photos

I don't think I fully agree. Sure people make so many photo's that they don't have the time or the will to start looking through them all.

You can't just whip out your phone and start scrolling through thousands of photo's with friends. It would get so boring so fast.

But if you put some effort into making a nice little selection of the best photo's, that emotion is 100% still there.

Bewelge•1h ago
So now the value is created through curation. Before it was inherent at creation. If you never curate it might seem like it lost value in comparison.
Daishiman•33m ago
Curation was implicit when the cost of image creation was high and authors had to consider the photos they were taking beforehand. Now curation comes afterward.
1shooner•22m ago
In my childhood, slide shows were very deliberately curated, in no small part because the presentation of the slides was a relatively elaborate, shared family event.
NewsaHackO•10m ago
But curation was done mainly by the creators, who were the people who were able to do the creation in the first place (professional photographers, people who could afford to buy the expensive camera, people who could afford the software for editing photos/slideshows in mass etc.). Now everyone can curate, and consumers can actually pick which curated collection is truly the best.
Someone•29m ago
And there’s software to help you with that. For example, using faces, time stamps and GPS info iOS creates collections for you.

Yes, it’s crude, and you have to do the face tagging, but I think it’s a huge improvement over not having that.

thoughtlede•1h ago
Strictly speaking, I don't think it is the generation or creation that diminishes their value. it is the consumption.

You said it too:

> If I see a million fake Tom Cruise videos, then it oversaturates my desire for desire for all Tom Cruise movies.

The trick of course is to keep yourself from seeing that content.

The other nuance is that as long as real performance remains unique, which so far it is, we can appreciate more what flesh and blood brings to the table. For example, I can appreciate the reality of the people in a picture or a video that is captured by a regular camera; it's AI version lacks that spunk (for now).

Note that iPhone in its default settings is already altering the reality, so AI generation is far right on that slippery axis.

Perhaps, AI and VR would be the reason why our real hangouts would be more appreciated even if they become rare events in the future.

com2kid•1h ago
> They were rare, and special, and you'd have a few photos per YEAR to look back on. The feel of photos back then, was at least 100x stronger than now. They were a special item, could be given as a gift. But once they became freely available that same amount of emotion is now split across many thousands of photos. (not saying this is good or bad, just increased supply reducing value of each item)

I take a hundred photos on a trip, my phone uses AI (not even the new fancy AI, but old 5-10 year old stuff to detect smiling faces and people in frame) to pull out less than a dozen that are worth keeping. Once a month or so I get fed a reminder of some past trip.

This isn't any different than before. The number of photos taken is greater, but the overall number of worthwhile photos from a given trip is about the same.

Brybry•27m ago
To add to this, on family trips in the 90s we would take a few disposable cameras and each was ~27 shots.

And we were lucky if even 1 picture per roll was worth keeping long term. And my family almost never looks through those photo albums.

Digital picture frames with a curated rotation of old scans and new digital pictures are what made pictures great for my family.

Aerroon•1h ago
I don't fully agree. Perhaps you're right when it comes to images as a whole, but I think individual images themselves still capture that emotional value for me.

Even if there were a million fake Tom Cruise movies I would still like Edge of Tomorrow (even if it had been AI made).

rootusrootus•1h ago
> a few photos per YEAR to look back on

I totally get this, but on the other hand, we have definitely benefited from being able to take more photos. I have some older friends (pushing 80 or so) who sucked at taking photos, so 9 of 10 photos they have from their prime adult years raising their family are blurry to the point of not recognizing the people if you don't already know who they are.

They have great photos from the last 15-20 years, but of course they do, phone cameras are vastly superior to the point-and-shoot cameras from the 70s, and when you reflexively shoot a dozen photos every time you pose for a picture your odds are way better that one will come out clear, everyone looking at the camera, smiling, etc.

blindriver•1h ago
> images are commoditized and lose their emotional appeal.

No, ALL CONTENT is asymptotically approaching 0. This includes photos, videos, stories, app features, even code. Code is now worthless. If you want better security from generated code, wait 2 months and it will be better. If you want a photo, you just prompt and it will generate it on the fly.

AI will be generating movies and videos on the fly, either legally or illegally infringing on IP. Do you want a movie where Deadpool fights The Hulk? Easy. And just like how ad technology knows your preferences, each movie will be individually tailored to YOUR liking just so that your engagement will increase. Do you like happy endings? Deadpool and Hulk will join forces and defeat Thanos. Do you prefer dark endings? Deadpool and Hulk fight until they float off into the Sun and get atomized but keep regenerating for eternity.

If you want to see a photo of you and your family from 15 years ago, it will generate slightly better versions of yourself and your wife and maximize how cute your kids look. This is the world we are facing now, where authenticity is meaningless. And while YOU may not prefer it, think about the kids who aren't born yet and will grow up in a world where this exists.

imiric•37m ago
> AI will be generating movies and videos on the fly, either legally or illegally infringing on IP.

> If you want to see a photo of you and your family from 15 years ago, it will generate slightly better versions of yourself and your wife and maximize how cute your kids look.

Sure, but why would any of this media have any emotional significance?

The reason we enjoy media of friends and family is because it depicts a moment in the life of our loved ones. A fake image or video of them is of absolutely zero value to anyone.

The reason we enjoy cinema is because a talented group of people had an interesting story to tell and brought it to life in a memorable way. Me, or a random person with no filmmaking talent, prompting a tool to generate a particular scene wouldn't be interesting at all. Talented individuals will also rely on this technology, of course, but a demand for human creativity will still exist, possibly even stronger than today, once everyone is exhausted from the flood of shitty Deadpool vs Hulk videos.

I suspect the same will eventually happen with every other product these tools are currently commoditizing, including software.

All of this seems like a neat technology in search of a problem to solve, while actually introducing countless societal problems we haven't even begun to acknowledge, let alone address. But it sure is a great money and power grab opportunity for giant corporations to further extend their reach. And they have the gall to tell us it will bring world prosperity. Most of these sociopathic assholes should be prosecuted and jailed. And you, dear reader who is generously employed by these companies, are complacent with all of this.

dfxm12•1h ago
I think you're being tricked by nostalgia. It's about the fact that of course older photos you remember have a stronger emotional tie to you (they've had more time to form that bond), and it just so happens that older photos are not digital.

In my experience, a digital photo of myself and my partner used as the lock screen of my phone has the same emotional weight as the one sitting on my desk (which is a print out of a digital photo). Additionally, printing out a photo of you and your partner and gifting it to them has the same weight as going through childhood photo. A scrapbook of a recent vacation filled with printed digital photos evokes memories just as vividly as one from the 80s. On the flip side of this, a photo in a box in the basement has the same weight as a photo sitting in the cloud.

I'll offer you some more food for thought: are Aardman Animations films charming because they use claymation? Or is it the creative force of people like Nick Park and Peter Lord?

fortzi•59m ago
This.

Unimaginable abundance may sound good (it does to me), but scarcity has value too. We might just find put that its value is too important. I just hope that if we do, it’s not too late.

Mars008•47m ago
There is something that's not easy to scale: humans. Live concerts, performance, etc. They are local
thewebguyd•58m ago
I believe this is the reason for a return to interest in analog media with both my generation (millenials) and gen-z. I do wedding photography on the side, and the past ~2 years have seen a huge increase in requests for film photography, either exclusively film or as an add-on to digital. Offering film has been one of the best things I've done for my side hustle.

Likewise with the sort of resurgence of vinyl, and the obsession over "old" point and shoot digicams.

xnx•48m ago
> huge increase in requests for film photography

Also for VHS camcorder footage

giancarlostoro•45m ago
The best weddings I've been to had a photo booth where you can have photos printed out (any number) and texted to you. I think that's the best way to do it. I agree, people like physical photos still. I've bought my wife several different ways to print photos, including a smaller portable printer, and one of those Instant photo cameras.
hirako2000•23m ago
What about yoldo potato, turn any photo into a vintage looking gem you can print out.
esafak•58m ago
There is still room for art. Any photographer sees lots of pictures, but can tell the good from the bad, and find pleasure. They don't dismiss photography altogether.
techterrier•56m ago
Make Theatre Great Again
_trampeltier•56m ago
A kind of the same happend to music. With a LP or a tape, you had to listen to all songs. Later with a CD you just skipped the not so good songs. And with MP3, you don't even bothered to save not so good songs. And now with TikTok etc. a song just have to be 20sec but has to bang hard for this short time.
mrbonner•53m ago
You know, all of a sudden, I am starting to lose interest in meticulously drawn Mermaid diagrams in README, perfect grammar and spelling in doc reviews, or neat generated general photographs. They are all correctly presented, of course. But the ideas are mostly wrong, too.

I guess my stick figure hand drawn diagrams, a doc with few mistakes in grammar or spelling would be seen as more worthy to read as long as my ideas are sound. Right? :-)

bonoboTP•4m ago
Yes, genuineness, authenticity, quirky imperfection will be prized. But presumably some of that can also be trained into the models so...

If this becomes a trust signal, you can prepare for next gen models to do stick figure hand-drawn-like diagrams with spelling mistakes.

TiredOfLife•53m ago
Probably some of us here remember paintings before the photography era. They were rare, and special, and you'd have a few painting per YEAR to look back on. The feel of paintings back then, was at least 100x stronger than now. They were a special item, could be given as a gift. But once they became freely available that same amount of emotion is now split across many thousands of photos. (not saying this is good or bad, just increased supply reducing value of each item)
Bratmon•53m ago
You're presenting this as an argument against AI, but really it's an argument against all human endeavor.

https://xkcd.com/915/

Papazsazsa•51m ago
You're presenting this as an argument against snobbery, but really it's an argument against all humanity.
Mars008•52m ago
There is more to that, globalization. Now we have 8 billions humans. They are connected to the same infospace (internet) and share much more and more diverse content. Which means a lot more of emotional/interesting/helpful things. While each of them becomes less emotional.

Well, world changes dramatically. Connected old folks are like neanderthals in big city now. However not connected are still living locally in their minds. Youngsters are just accepting the world as it is. Nobody is amused by computers and cameras anymore. (at least in developed areas)

And with all that the worst is yet to come...

mrandish•49m ago
> They were rare, and special, and you'd have a few photos per YEAR to look back on.

My generation generally only had photos from birthdays, holidays, vacations, weddings, graduations and reunions. We looked at the three albums which contained every family photo often and I know them all by heart.

My kid was born in 2009 and our family digital album has nearly 1,000 photos per year of her life. And she's seen virtually none of them and seems to have little interest in ever seeing them since she creates so many of her own photos every day which are ephemeral.

benterix•45m ago
> The feel of photos back then, was at least 100x stronger than now.

I dare say, the feel of photos from back then is much stronger than of the photos taken today. See e.g.:

https://plfoto.com/zdjecie/413363/bez-tytulu?from=autor/beak...

https://plfoto.com/zdjecie/619173/bez-tytulu?from=autor/beak...

Razengan•43m ago
Every time in human civilization there's a new technology, existing humans rail against it and want the Good Old Days back, existing children grow up to get used to it, the generation-to-be-born knows it as the normal baseline, then maybe future generations rediscover the past and take the best things about how things used to be without being held back by how bad they were. (see retro games made after retro games died)
Bombthecat•38m ago
Yeah, pixel games are huge now.

But I think it's more because of growing up with it have now pc, money. Not because people rediscover pixel games.

pancakeguy•43m ago
This is the same argument illustrators made upon the invention of photography.
torginus•40m ago
Considering half of the memes are still rage comics drawn with MSPaint i'm kind of skeptical of this statement.
bryanrasmussen•34m ago
https://medium.com/luminasticity/art-as-a-tool-for-storing-m...

"One of the primary properties of anything with Mana is a feeling of uniqueness. That one has never encountered something like this before, and therefore it is important. The uniqueness of the thing is a property that pulls you in to focus more closely, to attempt to understand more closely why the thing is unique."

rhubarbtree•22m ago
As Grayson Perry described the instagram age: “photography rains down on us like sewage from the sky.”
verelo•13m ago
Had a meeting with a friend the other day, discussing the 'times' and all that is happening around us.

I sit here thinking how wonderful and terrible of a time it is. If you can afford to sit in the stands and watch, it's exciting. There's never been so much change in such a short period of time. But if you're in the arena, or expecting to end up in the arena at some point, what terrifying moments lay ahead of you.

I never thought I'd say this, but I expect the arena is where I'll end up...I've enjoyed my time in the stands, but I'm running low on energy, capital and the will to keep trying.

ngruhn•5m ago
Wait what does the arena stand for?
danesparza•1h ago
Is it just me, or is Nano banana not working in Gemini currently?
jakub_g•1h ago
Since talking images, are there any AI models that can output real transparent gifs/pngs?

And not a (botched) fake white/gray grid background that is commonly used to visualize transparency?

minimaxir•1h ago
You can output to a plain background and use any number of tools to mask it.
jakub_g•1h ago
I know. It sounds like a perfect task for AI to do it though (wasn't the whole premise of AI do to mundane things for us), yet they fail to do it, and I need to use an external tool.
minimaxir•1h ago
Alpha is a 4th image channel that 99%+ of images in the training data do not use, so it makes more pragmatic sense to just not allow it.
dyates•33m ago
ChatGPT's image generator has been able to do this since last year. That NBP still can't is baffling. They should at least train it to respond to requests for transparency with a solid colour pink background.
LeoPanthera•1h ago
It's notable that this model is less advanced that the previous "Pro" model, and also that the Gemini interface is defaulting all requests to "Fast" even if you've previously changed it to Pro.

I guess even Google is running out of GPUs.

JOJESU•1h ago
I’ve been exploring this exact problem space from the angle of extreme constraints (single-digit MB memory, no cloud assumptions). I documented what broke first and why here, in case it’s useful: https://github.com/nullclaw/nullclaw
nathan_compton•1h ago
So this is an ultra-minimalist software platform to farm work out to enormous energy chugging AI models?
RivieraKid•1h ago
It's extremely slow, takes several minutes to generate an image.
hedora•1h ago
Open weight? How many parameters?
Scene_Cast2•1h ago
It still seems to have the same pitfalls as all the other image generation models. I ran it through my test prompt (wary of posting it here, lest it gets trained on) - it still cannot generate something along the lines of "object A, but with feature X from Y", where that combo has never been seen in the training data. I wonder how the "astronaut riding unicorn on the moon" was solved...

EDIT: after significant prompting, it actually solved it. I think it's the first one to do so in my testing.

jslakro•1h ago
It'll be great to find a web directory dedicated exclusively to good/useful prompts with nano banana
hubraumhugo•1h ago
It's working pretty well for generating an xkcd comic for your HN profile: https://hn-wrapped.kadoa.com/

Previous nano banana frequently made speech attribution errors, the new one seems a lot more consistent.

neom•59m ago
I did some tests, my education is in digital imaging technology/film from 20 years ago so I find this stuff fun to follow.

Two what I could consider "interesting prompts" for image gen testing. Did pretty well.

https://s.h4x.club/KouXmB1O

"A macro close-up photograph of an old watchmaker's hands carefully replacing a tiny gear inside a vintage pocket watch. The watch mechanism is partially submerged in a shallow dish of clear water, causing visible refraction and light caustics across the brass gears. A single drop of water is falling from a pair of steel tweezers, captured mid splash on the water's surface. Reflect the watchmaker's face, slightly distorted, in the curved glass of the watch face. Sharp focus throughout, natural window lighting from the left, shot on 100mm macro lens." - Only major problem i could find at a glance is the clasps don't make sense probably, and the drop of water inside the watch on the cog doesn't make sense/cog mangled into tweezers.

https://s.h4x.club/7KuGJmNw

"A candid photograph taken from behind an elderly woman sitting alone on a park bench in late autumn. She is gently resting one hand on the empty seat beside her, where a man's weathered flat cap and a folded newspaper sit untouched. Fallen golden leaves cover the path ahead. The low afternoon sun casts her long shadow alongside a second, fainter shadow that almost seems to be there, the suggestion of someone sitting next to her, visible only in the light on the ground. Muted, warm color palette, shallow depth of field on the background trees, photojournalistic style." - I don't know why but it internal errored twice on this one but then got there.

ozgung•58m ago
Any info or speculation about technical details?
keiferski•48m ago
Some random predictions about what AI image generation tools will do/are doing to art:

1. The narrative/life of the artist becomes a lot more important. The most successful artists are ones that craft a story around their life and art, and don't just create stuff and stop. This will become even more important.

2. Originality matters more than ever. By design, these tools can only copy and mix things that already exist. But they aren't alive, they don't live in the world and have experiences, and they can't create something truly new.

3. Those that bother to learn the actual art skills, and not merely prompting, will increasingly be miles ahead of everyone else. People are lazy, and bothering to put in the time to actually learn stuff will stand out more and more. (Ditto for writing essays and other writing people are doing with AI.)

4. Taste continues to be the single most important thing. The vast, vast majority of AI art out there is...not very good. It's not going to get better, because the lack of taste isn't a technical problem.

5. Art with physical materials will become increasingly popular. That is, stuff that can't be digitized very well: sculpture, installation art, etc. Above all, AI art is uncool, which means it has no real future as a leading art form. This uncoolness will push people away from the screen and towards things that are more material.

avmich•18m ago
I mostly disagree.

> 1... The narrative/life of the artist becomes a lot more important.

When I watch a movie, I don't care about the artist's life. I care about character life, that's very different.

> 2... Originality matters more than ever. By design, these tools can only copy and mix things that already exist.

It's like you assigning to humans divine capabilities :) . Hyperbolizing a little, humans also only copy and mix - where do you think originality comes from? Granted, AI isn't at the level of humans yet, but they improve here.

> 4... It's not going to get better, because the lack of taste isn't a technical problem.

Engineers are in business of converting non-technical problems into technical ones. Just like AI now is way more capable than it was 20 years ago, and able to write interesting texts and make interesting pictures - something which at the time wasn't considered a technical problem - with time what we perceive as "taste" may likely improve.

> 5... Above all, AI art is uncool, which means it has no real future as a leading art form.

AI critics are for a long time mistaking the level with trend. Or, giving a comparison with SpaceX achievements, "you're currently here" - when there was a list of "first, get to the orbit, then we'll talk", "first, start regular payload deliveries to orbit, then we'll talk", "first, land the stage... send crewed capsule... do that in numbers..." and then, currently "first, send the Starship to orbit". "You're currently here" is the always existing point which isn't achieved at the moment and which gives to critics something to point to and mount the objection to the process as a whole, because, see, this particular thing isn't achieved yet.

You assume AI won't be able to make cool art with time. AI critics were shown time and time again to be underestimating the possibilities. Some people find it hard to learn in some particular topics.

CryptoBanker•10m ago
> When I watch a movie, I don't care about the artist's life. I care about character life, that's very different.

I’m fairly certain the original comment was referring to instances where the artist is the character/primary subject.

bjackman•12m ago
> The narrative/life of the artist becomes a lot more important.

Less the narrative of the art's production and more the message that it's conveying.

I don't mean (necessarily) a political message or a message that can be put in to words. But the abstract sense of connecting with the human who created it some way.

This isn't just art though. An example: soon, Sora will be able to generate very convincing footage of a football match. Would any football fan watch this? No. A big part of why we watch football is that in some sense we care about the people who are playing.

Same with visual art. AI art can be cool but in the end, I just don't really give a shit. Coz enjoying art is usually about the abstract sense that a human person decided to make the thing you are looking at, and now you are looking at it... And now what?

This is why every time someone says "AI art sucks" and someone replies "oh yeah? But look at THIS AI art" I always wonder... What do you think art is _for_?

ane•3m ago
I am also glad the commercial niche illustration markets like Magic the Gathering are extremely hostile to AI art, though of course I would think Wizards of the Coast, the company that publishes MTG, probably see artists as a cost. Maybe.

Perhaps in the future artists will be used to train models that can output a certain style of art and the artist will receive royalties based on their influence on the trained model and its popularity.

dyauspitr•38m ago
I really wish they opened a version of this up for adult content. They would make immense amounts of money and it could be fenced off behind some sort of paywall where they could verify the age of the person.
MaxikCZ•38m ago
I have Google AI Ultra. Where can I test this? They say its in aistudio, which says its a paid model and I need to setup billing (as if paying for Ultra isnt enough). They say its available in antigravity, but I cant seem to find it there?
rosstex•27m ago
Adding to predictions: the magic of travel might actually be reborn, as people seek authentic experiences.
mowmiatlas•17m ago
So, I'd suspect the seedance2.0 competitive video model is coming as well soon? ;)

AirSnitch: Demystifying and breaking client isolation in Wi-Fi networks [pdf]

https://www.ndss-symposium.org/wp-content/uploads/2026-f1282-paper.pdf
191•DamnInteresting•2h ago•97 comments

Google Street View in 2026

https://tech.marksblogg.com/google-street-view-coverage.html
44•marklit•1h ago•27 comments

Open Source Endowment – new funding source for open source maintainers

https://endowment.dev/
117•kvinogradov•2h ago•67 comments

Palm OS User Interface Guidelines [pdf, 2003]

https://cs.uml.edu/~fredm/courses/91.308-spr05/files/palmdocs/uiguidelines.pdf
42•spiffytech•1h ago•10 comments

Nano Banana 2: Google's latest AI image generation model

https://blog.google/innovation-and-ai/technology/ai/nano-banana-2/
285•davidbarker•2h ago•276 comments

Will vibe coding end like the maker movement?

https://read.technically.dev/p/vibe-coding-and-the-maker-movement
60•itunpredictable•2h ago•62 comments

I baked a pie every day for a year and it changed my life

https://www.theguardian.com/lifeandstyle/2026/feb/22/a-new-start-after-60-i-baked-a-pie-every-day...
29•NaOH•2d ago•18 comments

BuildKit: Docker's Hidden Gem That Can Build Almost Anything

https://tuananh.net/2026/02/25/buildkit-docker-hidden-gem/
77•jasonpeacock•4h ago•23 comments

Bild AI (YC W25) Is Hiring Interns to Make Housing Affordable

https://www.workatastartup.com/jobs/80596
1•rooppal•1h ago

SynthID

https://deepmind.google/models/synthid/
25•tosh•1h ago•21 comments

Google API keys weren't secrets, but then Gemini changed the rules

https://trufflesecurity.com/blog/google-api-keys-werent-secrets-but-then-gemini-changed-the-rules
1089•hiisthisthingon•22h ago•260 comments

Show HN: Terminal Phone – E2EE Walkie Talkie from the Command Line

https://gitlab.com/here_forawhile/terminalphone
238•smalltorch•8h ago•54 comments

Anthropic ditches its core safety promise

https://www.cnn.com/2026/02/25/tech/anthropic-safety-policy-change
526•motbus3•5h ago•294 comments

Show HN: Hacker Smacker – spot great (and terrible) HN commenters at a glance

https://hackersmacker.org
19•conesus•1d ago•8 comments

Show HN: Deff – side-by-side Git diff review in your terminal

https://github.com/flamestro/deff
5•flamestro•50m ago•0 comments

just-bash: Bash for Agents

https://github.com/vercel-labs/just-bash
70•tosh•5h ago•40 comments

Steering interpretable language models with concept algebra

https://www.guidelabs.ai/post/steerling-steering-8b/
12•luulinh90s•18h ago•1 comments

Show HN: Beehive – Multi-Workspace Agent Orchestrator

https://storozhenko98.github.io/beehive/
7•mst98•2d ago•0 comments

Show HN: Mission Control – Open-source task management for AI agents

https://github.com/MeisnerDan/mission-control
7•meisnerd•5h ago•1 comments

iPhone and iPad approved to handle classified NATO information

https://www.apple.com/newsroom/2026/02/iphone-and-ipad-approved-to-handle-classified-nato-informa...
18•throwfaraway4•27m ago•4 comments

Twitch: "Hey, come back! This commercial break can't play while you're away."

https://twitter.com/KryDotExe/status/2026806591517856208
39•josephcsible•32m ago•16 comments

Show HN: Linex – A daily challenge: placing pieces on a board that fights back

https://www.playlinex.com/
6•Humanista75•1d ago•6 comments

Tell HN: YC companies scrape GitHub activity, send spam emails to users

458•miki123211•9h ago•157 comments

He saw an abandoned trailer. Then, uncovered a surveillance network

https://calmatters.org/justice/2026/02/alpr-border-patrol-caltrans/
10•Element_•17m ago•2 comments

Jimi Hendrix was a systems engineer

https://spectrum.ieee.org/jimi-hendrix-systems-engineer
618•tintinnabula•22h ago•208 comments

Banned in California

https://www.bannedincalifornia.org/
423•pie_flavor•19h ago•498 comments

Those who can, teach history

https://www.historytoday.com/archive/making-history/those-who-can-teach-history
40•hhs•4d ago•36 comments

How will OpenAI compete?

https://www.ben-evans.com/benedictevans/2026/2/19/how-will-openai-compete-nkg2x
409•iamskeole•20h ago•578 comments

Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents

https://machinelearning.apple.com/research/ferret-ui
26•CharlesW•4d ago•4 comments

Bus stop balancing is fast, cheap, and effective

https://worksinprogress.co/issue/the-united-states-needs-fewer-bus-stops/
408•surprisetalk•1d ago•594 comments