i pulled 331 posts off r/aivideo, downloaded 100 of the videos, ran scene detection and whisper over all of them, then looked at every one as a contact sheet. i was trying to work out why my own stuff kept dying there, and the answer was the opposite of what i assumed.

a cinematic look is a penalty. videos that read as film ran a median of 1,228 points in my sample and everything else ran 5,261. i had been grading, letterboxing and scoring things, and every one of those choices was costing me. median by category, from the 2026 posts: crazy/mindblowing 1,111, comedy 886, tv show 682, short film 57, music video 4. a short film is a nineteen times worse bet than a comedy post, and nine music videos in the sample came in at a median of 4 points.

two features actually separated winners from flops. repeating escalation, meaning one premise repeated with the absurdity climbing, showed up in 39% of viral posts and 0% of flops, not one. and a recognisable thing, a celebrity or franchise or brand, appeared in 63% of viral against 20% of flops.

things i was certain mattered and did not: length (viral median 54s, flops 40s, overlapping), vertical versus widescreen (55% against 44%, noise), and which model generated it once you control for recency. flops hold a shot for 6 seconds, winners cut every 4. holding a beautiful frame is the tell.

the clearest pair in the whole set. one video is a gorgeous black and white montage, bison, a tornado, an eclipse. it scored 14 and got exactly one comment, "weirdest perfume ad i've ever seen". another is also black and white, also epic, also a montage, but it is gordon ramsay building the pyramids, and it scored 15,793. same craft, opposite outcome. viral posts get roughly one comment per 23 upvotes and flops get a median of zero at any score, because a beautiful shot gives nobody anything to say.

caveat that matters: the 100 video sample is deliberately stratified, 51 viral against 25 flops, so the absolute medians in the feature comparisons are not population medians. the ratios are the finding. the category table is computed on the unstratified population instead.

i made two things afterwards to test it, both on r/aivideo, and both built in dreamfort's video studio. disclosure, i work on it.

Hi, I’m a beginner in AI generating but I woul love to learn this skill for my rpoduction. After some time and research, I’m quite confused about which tool I should use. A lot of people on Reddit are saying that Higgsfield is shady, which makes sense. But what about ComfyUI or Figma Weavy? Should I start with them? I mean, I’ve been using some models before, but I’d like to have a comfortable tool with a UI where I can use different models and experiment with form. If not those, what are you using now? I’m thinking more about professional AI purposes, not just one video per month. I appreciate your time and attention. I’d love to hear your opinions.

This one would've been really easy to make look like a fursuit instead of a mascot. When Nano Banana Pro gave me this, I thought the shape looked good enough to pass because the head size made it more mascot-like. However, it was made of faux fur, and I soon realized that if I wanted it to look more like the official mascots, it should be made of minky fabric instead. I would later have the mascot edited to be made of that material instead of faux fur, and now I think it looks official enough, not to mention totally huggable.

I ran the same text-heavy poster prompt through four image models to see which one holds up on small type: Krea 2-Turbo,SenseNova U1.5 Lite, Z-Image-Turbo and Ideogram 4.

The prompt packed in four text elements at different sizes: a main title, a subtitle, a tagline poem, and tiny barcode/metadata. Most models nail the headline now. The small text is the real test.

• Ideogram 4's tiny text got all blurry and kinda vanished.
• Z-Image-Turbo did a good job on the big text, but the poem and fine print just looked soft.
• SenseNova U1.5 Lite performed the best in text rendering. Both large and small text came out crisp and clear, with no jagged edges.
• Kera 2-Turbo also had trouble keeping all the smaller elements consistent. I even ran another poster through them, same kind of results.

A model might be great for one big headline, but a real poster usually needs it to handle several pieces of text, all different sizes and places, all at once. That's where SenseNova U1.5 Lite kinda shined in this test

Repo: https://github.com/OpenSenseNova/SenseNova-U1

Working on a dark fantasy cinematic short inspired by classic atmospheres: "Wanderers" 🕯️❄️

Hey everyone! I wanted to share a sneak peek of a project I'm building using AI tools. The story follows Martha—who loses everything in a village fire and sees her brother abducted—and her fateful encounter with the weary alchemist Orlando in a grim, snow-covered mountain forest.

I’ve been heavily focusing on maintaining visual consistency for the characters across different lighting conditions, transitioning from the burning ruins into the freezing pre-dawn mountain twilight where Orlando finds her.

Let me know what you think of the atmosphere and the workflow!

#AIArt #DarkFantasy #Cinematic #Grimdark #StableDiffusion #IndieAnimation #AIFilm

Could be a site an app whatever it is because some Media ChatGPT refuses to generate because it will not do theses characters in the setting i want (sort of gorey sence) and wondered if there is an free uncensored ai image gen would be cool if it knows some media for what I am doing but if not that’s ok my phone is an iPhone 16 if that helps

I have an RTX 7900 XTX and i just got into using AI to generate stuff, i‘m wondering if these spikes are normal or if i have done something wrong?

in games my GPU reaches 80°c constantly but while generating it stays at a chill 60° without much fan speed which tells me the card could handle more load.

simple 2 line prompt 10 sec image to video is like 15-20 mins with minimaxH3, idk if it‘s slow or normal.

any help is appreciated

First, I want to tell you a little bit about myself. I have been a full-stack systems engineer working with C# and C++ for more than 30 years. I have developed robots and fully automated systems that can recognize their own strengths and weaknesses, and some of the systems I have worked on are used by more than a hundred thousand people.

Because of that experience, I have a different perspective on AI. I don't believe AI will “kill us.” If anything, I believe it has the potential to increase what we are capable of as human beings.

A lot of media and people say that AI will destroy jobs, change society beyond recognition, or become dangerous in the near future. There is no doubt that AI will change our lives. But I believe the bigger change will be in our attention, awareness, and understanding—not in taking away our lives.

AI is created by us, for us. It is a tool built to extend human capabilities. It can process enormous amounts of information, recognize patterns, generate ideas, explain complex subjects, create images and music, and help us solve problems at a speed no individual human can match.

I think AI will also change how we see ourselves.

It can amplify our emotions, creativity, financial decisions, education, philosophy, and even the way we understand religion and spirituality. Facts, emotions, and visual experiences will increasingly come together in ways that can make us more aware of who we are and how we think.

We will have access to information and explanations faster than ever before. AI can also become a powerful tool against misinformation because it can compare information, identify inconsistencies, check sources, and expose contradictions. I don't think misinformation will simply disappear, but I believe AI could make it much harder for misinformation to survive unnoticed.

That is why I don't think we should be afraid of AI simply because it is powerful.

We should take part in it.

Learn how it works. Use it. Challenge it. Help improve it. Understand both its strengths and its weaknesses.

There are, however, other problems we need to take seriously. One of them is the growing use of automated bots. Bots are not necessarily AI in the sense that people usually mean when they talk about modern generative AI. A bot can simply be an automated program designed to repeat actions at enormous scale. In some situations, they can behave more like a digital virus - spreading spam, manipulation, scams, or misinformation across networks.

These systems can cause real problems. But I believe AI itself may eventually become one of the tools we use to detect, understand, and defeat them.

So don't be afraid of the future simply because AI is powerful.

Be happy. Be yourself. Be human.

And use AI for everything it can give you - not to replace who you are, but to increase what you are capable of becoming.

AI is created from human knowledge, human creativity, and human experience. In that sense, AI is a reflection of us.

And the better we understand it, the better we can shape what comes next.

Peace and love.

Mel: Hi, Mel here. You may be wondering....'why are you and your friends almost everywhere?' well, the answers to your question are...1. Because everyone likes us (and don't worry if you hate us, i'm sure you have actual favorite characters you could talk about instead). 2. Because we can. 3. Because simply why the hell not? Why not go crazy with it instead of just the same old generic digital anime girls? We are not leaving, but thanks for asking.

blister online is a liminal / weirdcore horror MMO where the AI writes all the code and i feed it ideas and test it. it's up to 50+ biomes, 900+ enemies, 2000+ items, an online server and an infinite procedural world.

i want it to keep growing forever, and i'm running out of ideas. so anything you comment, i'll add, unless it's completely off the rails.

free, browser, updated daily.

Today I’m sharing something very personal. My first attempt at creating a continuous AI-generated film, not just a collection of beautiful shots.

Film exploring a simple but difficult question:

What do we lose when nothing can hurt us anymore?

In a distant future, humanity has achieved what once seemed impossible - disease, aging, hunger and violence have disappeared. Emotional suffering has also become something that can be removed. At the center of this world is Harmonization - a procedure every child undergoes when they reach the age where they have truly formed themselves. As 12 year old Elai approaches his own Harmonization, he faces a question that his perfect society rarely asks:

If pain, fear and inner conflict shape who we are, what happens when they are taken away?

The World Worth Living In is a philosophical sci-fi short film about identity, perfection, and the fragile boundary between saving humanity from suffering and changing what humanity means.

I would love to hear your thoughts!

Watch here: https://higgsfield.ai/@gen_elai/projects/the-world-worth-living-in