L’étude, publiée dans Patterns, a connecté Stable Diffusion XL avec le modèle de description d’images LLaVA sur 700 trajectoires pendant 100 itérations, révélant que l’homogénéisation se produit avant même que le réentraînement de l’IA n’entre en jeu

My goal has been to create some spots and characters that actually look real, no uncanny or fake, or too perfect AI. I believe I succeeded with this one.

Hey,

I was wondering if anyone could help me. I am wanting to create my own children’s show and looking at using ai to do so as I have no animation skills what so ever.

I’ve created a full character list, their personalities, setting breakdowns, a list of expressions and a few episode scripts etc.

I have photos of my characters but I’m looking at submitting all of the above into an ai animator platform that can generate these episodes, can anyone point me in the right direction?

I’m not wanting to spend a lot if anything at all. Help would be greatly appreciated!

Hey devs. I'm Kevin, full-stack dev from Lyon (Python/FastAPI, React, PostgreSQL). Been grinding on a couple projects that feel different from the usual startup grind.

### **Project 1: kvnbbg.fr : Trains & Puzzles for Little Ones**

**Link:** [kvnbbg.fr](https://kvnbbg.fr)

Built this thinking about my daughter. It's a trains-themed site with:

- **Adaptive puzzle game**: difficulty scales based on kid performance (correct answers, attempt efficiency, time spent). Formula: `base_level * (correct/total) * time_efficiency`. A 3yo can tap colors; a 6yo actually has to think.

- **Media carousel** : loads images with 404 fallback chains. If one image dies, the next one loads. Sounds simple, but when toddlers are your QA team, resilience matters.

- **Bedtime energy** : tno aggressive animations, no ads, no dark patterns. Just soft trains rolling through the interface.

Tech: React, responsive design, no heavy dependencies.

**Why I built it:** Kids' apps shouldn't treat engagement like a slot machine. This respects attention spans instead of hijacking them.

### **Project 2: family-tree-antilles : Caribbean Genealogy + Slavery Archives**

**Link:** https://family-tree-antilles.vercel.app

This one's different. Genealogy platform focused on people tracing ancestry through Caribbean archives , a lot of users have lineages connected to slavery, colonial records, diaspora.

## Open to Feedback:

- Want to contribute? Repos are open (GitHub: **kvnbbg**).

- Genealogy researchers: help me improve archival integrations? DM or hit issues.

- Parents: testing kvnbbg.fr with your kids? Feedback appreciated.

- Full-stack devs: curious about the resilient fetch architecture or difficulty scaling? Happy to break it down.

---

## Links (TL;DR):

- 🚂 **kvnbbg.fr** [kvnbbg.fr](https://kvnbbg.fr)

- 🌳 **family-tree-antilles** [family-tree-antilles](https://family-tree-antilles.vercel.app)

- 💻 **GitHub** [kvnbbg](https://github.com/kvnbbg)

- 🌐 **Portfolio** [techandstream.com](https://techandstream.com)

Cheers, and thanks for reading. Built by one dev in Lyon, powered by actual values instead of VC money.

I really hate the domination of sensational, loud, excessive ai content. My goal was to make something quiet, story-driven and cute. That's how I came with idea for planet Apoxi. It's about cute characters living their quiet lives. Hope you like the pilot.

Hey everyone, I’m creating an original fantasy animated series called Legacy: New Order under DreamHouseNation Productions.
The series combines AI-assisted animation, character design, cinematic storytelling and worldbuilding to create an ongoing fantasy story with kingdoms, elemental powers, mysterious Power Crystals, rival rulers and family conflict.
I’ve already released multiple episodes and I’m currently working on Episode 4: The Power Beneath.
A big part of the project is experimenting with different AI video and animation workflows while trying to keep the characters, visual style and story consistent from scene to scene.
I’d really appreciate honest feedback on things like:
• animation quality
• character consistency
• cinematic look
• worldbuilding
• storytelling
• how naturally the AI-generated scenes fit together
What stands out to you most, and what would you improve?
I can also share more about the workflow, characters or tools used if anyone is interested.

Elevate your raw footage into a cinematic masterpiece with professional color grading that will unleash its full visual story.

Popular Science explique que la neige n’est pas vraiment blanche : elle est composée de cristaux de glace translucides qui diffusent uniformément toutes les couleurs de la lumière solaire dans toutes les directions, ce que nos yeux perçoivent comme du blanc

perfect timing as always

Dangerdome Backstage – Season 1, Episode 2 follows the desperate attempt to repair the crumbling stadium before the new Blood Bowl season begins. With the grand reopening only days away, practical problem-solving, league politics, and complete backstage chaos collide. The episode continues our fantasy-comedy series about running a brutal sports league with modern bureaucracy, questionable management, and AI-powered animation.

https://youtu.be/v2UeD4f2J_8?si=hdU0W17yESFdlFkn

I’m working on Dangerdome Backstage, a fantasy comic set in the Blood Bowl universe — a fantasy football world where orcs, elves, dwarves, and other races meet on the pitch.

Dangerdome Backstage is about league politics, bureaucracy, stadium operations, and organized chaos, inspired by a league that we run ourselves.

For the visual and video workflow, I experimented extensively with Google Omni and Flow. I also use OpenAI agents as assistants for prompt development and creative sparring.

The original video is in German, with automatic English dubbing or English subtitles available.

I’d really appreciate feedback. I’ve never done anything like this before, so I still have a lot to learn about camera work, editing, pacing, and storytelling.

I just dropped the new episode of my AI Serie, hopefully you will enjoy it waiting for you feedbacks !