# Stable Diffusion Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/stable-diffusion
> Markdown URL: https://aitinkerers.org/technologies/stable-diffusion.md
> Technology record last updated: 2026-02-25T18:58:43Z
> Generated: 2026-09-21T20:39:55Z

Stable Diffusion is a latent text-to-image diffusion model: it generates detailed, photo-realistic imagery from a text prompt.

Stable Diffusion is a generative AI model, developed by Stability AI, that transforms text descriptions into high-resolution digital images. Released in 2022, this deep learning system is an open-source latent diffusion model (LDM), a key distinction from proprietary competitors. It requires minimal hardware (e.g., a modest GPU with 2.4 GB VRAM) for local operation, democratizing high-end image synthesis. Beyond text-to-image generation, the technology supports image-to-image translations, inpainting (editing within an image), and outpainting (extending an image).

- Official technology site: https://stability.ai/stable-image
- Public AI Tinkerers demos and talks: 32
- Result page: 1 of 2

## Recent Public Talks and Demos

### [Converting free Image generator into a paid AI media studio](https://valencia.aitinkerers.org/talks/rsvp_DQaYLcNOM3Y)

ClipMode is a live AI media studio (consistent-face photo/video). The GTM project is the full acquisition → paid conversion system: free generators → trained identity → Premium/credits. Acquisition channels: - Affiliates payouts - Newsletter + email - Blog / SEO content - Paid ads - Influencers (TikTok, YouTube)

- Event context: GTM Teardown August — AI Tinkerers Valencia — 2026-08-11 — Valencia
- Public talk page: https://valencia.aitinkerers.org/talks/rsvp_DQaYLcNOM3Y

### [Infinite Wiki - Using GenAI for cooperative World Building](https://cologne.aitinkerers.org/talks/rsvp__PwrDSyvMvE)

I'll be showing off a hobby project that's using generative AI to auto-create an ever expanding wiki on any world you can think of. The project goes for a human-AI collaborative approach giving humans lots of control during generation and editing capabilities.

- Event context: AI Tinkerers Cologne #2: Let's Build. — 2026-01-21 — Cologne
- Public talk page: https://cologne.aitinkerers.org/talks/rsvp__PwrDSyvMvE

### [Controllable AI Video Generation: Wan 2.1 & ComfyUI](https://la.aitinkerers.org/talks/rsvp_wTyb6qTHp6Q)

Wan2.1 is an open-source video generation and control project developed by Alibaba team. It introduces innovative control codes mechanisms combined with deep learning and multimodal conditional inputs to generate high-quality videos that conform to preset control conditions. The project focuses on precisely guiding generated video content through multimodal control conditions. Playbook 3D is building a unified platform and custom interface around ComfyUI to ensure security, scalability, and reusability across productions.

- Event context: June 9th - LA AI Tinkerers Meetup & Demos — 2025-06-10 — Los Angeles
- Public talk page: https://la.aitinkerers.org/talks/rsvp_wTyb6qTHp6Q

### [An image is worth a thousand words - How a simple sketch can help your image generation process](https://lausanne.aitinkerers.org/talks/rsvp_KzlATt5sa20)

When using AI to generate images, it is sometimes difficult to clearly explain in a prompt what we have in mind, especially in terms of spatial placement of the different elements in the image. Leveraging a webcam, a pen and a piece of paper, this demo shows how a simple sketch can drastically help the image generation process and end up with the dream image with fewer efforts.

- Event context: AI Tinkerers Lausanne April 2025 Meetup — 2025-04-01 — Lausanne
- Public talk page: https://lausanne.aitinkerers.org/talks/rsvp_KzlATt5sa20

### [Our Successful Bootstrap Journey (so far)](https://seattle.aitinkerers.org/talks/rsvp_qJzQqPjnyzU)

AI Game Master is really hitting it off with traction and monetization. We're a 2-man (1-developer) team with no funding - I think this could speak to a lot of people

- Event context: AI Tinkerers Seattle - March Meetup — 2025-03-28 — Seattle
- Public talk page: https://seattle.aitinkerers.org/talks/rsvp_qJzQqPjnyzU

### [Sistema de soporte y asesoría a clientes vía red de agentes de IA generativa](https://santiago.aitinkerers.org/talks/rsvp_kaRov7j_5J4)

con más de 150 mil clientes, busca entregar el mejor servicio de inversiones para cualquier persona, independiente de sus ingresos. Para poder hacer esto de manera escalable, hemos implementado una red de múltiples agentes especialistas con acceso al know-how e información de una empresa Fintech

- Event context: AI Tinkerers - Santiago — 2025-02-27 — Santiago
- Public talk page: https://santiago.aitinkerers.org/talks/rsvp_kaRov7j_5J4

### [Fast Streaming Diffusion - Fusing 40+ images a second on rtx3090](https://prague.aitinkerers.org/talks/rsvp_CeZdkocmqGE)

In this talk, I will quickly walk you through the technical difficulties encountered while building a live video-to-video pipeline and its implications for the interactive and immersive art.

- Event context: AI Tinkerers Prague - February 2025 Meetup — 2025-02-25 — Prague
- Public talk page: https://prague.aitinkerers.org/talks/rsvp_CeZdkocmqGE

### [Building a Dynamic AI-Powered Trading Card Generation Pipeline](https://chicago.aitinkerers.org/talks/rsvp_MGCTXwzxCM0)

A demo of an automated pipeline that transforms financial market data into a dynamic trading card game. I'll show the complete system: from data extraction to LLM-powered creature generation to final card artwork creation. Includes live generation examples and useful techniques like meta-prompting, where one AI model optimizes prompts for another.

- Event context: AI Tinkerers Chicago February Meetup — 2025-02-18 — Chicago
- Public talk page: https://chicago.aitinkerers.org/talks/rsvp_MGCTXwzxCM0

### [nanoDiffusion](https://zurich.aitinkerers.org/talks/rsvp_iPlQoUZ8s9U)

Nano sized image generator than can be trained in a couple of CPU minutes on your personal laptop.

- Event context: AI Tinkerers Zurich - February 6 — 2025-02-06 — Zürich
- Public talk page: https://zurich.aitinkerers.org/talks/rsvp_iPlQoUZ8s9U

### [Wildfire prediction through Mobile Device Pings](https://toronto.aitinkerers.org/talks/rsvp_rB4CJR7UnJI)

Wildfires are a growing threat, with devastating consequences for communities and ecosystems. Inspired by recent events in LA, I'm working on a system that uses ConvLSTM (Convolutional Long Short-Term Memory) to predict wildfire spread based on crowd-sourced mobile device location data. The demo will showcase a live walkthrough of the model in action. I’ll start by showing how location pings and time-series data from nearby users are preprocessed into spatial-temporal inputs. Then, I'll dive into the ConvLSTM code, explaining how it processes this data to generate wildfire likelihood heatmaps over time. To bring the predictions to life, I’ll visualize the output heatmaps as dynamic animations, representing how a wildfire might spread in real-time. I’ll also briefly highlight how external factors like wind direction, temperature, and vegetation type can be incorporated using public APIs and how they influence predictions. This isn't a polished product, but a tinkerer's attempt to explore how accessible data and open-source AI tools can solve real-world problems!

- Event context: AI Tinkerers Toronto - January 2025 Meetup at Google **sold out** — 2025-01-30 — Toronto
- Public talk page: https://toronto.aitinkerers.org/talks/rsvp_rB4CJR7UnJI

### [Generate precise and coherent images on your laptop with Stable Diffudion](https://paris.aitinkerers.org/talks/rsvp_oVGgE1beWr0)

This demo will show how to control poses, styles, and character consistency for use cases like yoga pose visualization (feedback from my ongoing work for my Yoga website www.yogarkana.com) with the local use of Stable Diffusion models and advanced ComfyUI workflows. Learn how to customize Stable Diffusion workflows to meet their your own creative, commercial, or inclusive design needs.

- Event context: AI Tinkerers - Paris Meetup on January 30th — 2025-01-30 — Paris
- Public talk page: https://paris.aitinkerers.org/talks/rsvp_oVGgE1beWr0

### [x2 faster diffusion model in 3 lines of code](https://paris.aitinkerers.org/talks/rsvp_gDKrDrEbvwU)

In a few lines of code, pruna enables you to compress any text to image GenAI model. We will show how we can easily generate an image, and how we can speedup this generation without any quality loss.

- Event context: AI Tinkerers - Paris Meetup on January 30th — 2025-01-30 — Paris
- Public talk page: https://paris.aitinkerers.org/talks/rsvp_gDKrDrEbvwU

### [Stable Diffusion ControlNets for controlled GenAI Data Viz](https://dc.aitinkerers.org/talks/rsvp_xEa4tHjvi6I)

Will Angel will demonstrate using Generative AI for data visualization, including the use of Control Nets and Stable Diffusion to accurately encode information in generated data visualizations to get the creativity of AI image generation for accurate data visualization. The demos will include multiple image generation models such as Flux and Stable Diffusion, some examples of prompt engineering, different methods for controlling image models and using ControlNet to structure the output of image generation into usable and correct charts. Link: https://github.com/DataDrivenAngel/gen_ai_viz_demo

- Event context: AI Tinkerers - DC Metro Meetup (January 15th 2025) — 2025-01-15 — DC
- Public talk page: https://dc.aitinkerers.org/talks/rsvp_xEa4tHjvi6I

### [Toybox](https://toronto.aitinkerers.org/talks/rsvp_A41w5FMUrnQ)

An Jackbox TV-style party game that uses AI image generation as the primary mechanic. The game starts with players writing prompts to generate images using a given set of starting words. In subsequent rounds, each player receives an image from another player and has to try to create as similar an image as possible. The catch? They can't use the same words. Every round, more words are taken away until you're left trying to generate an image of a cat without using the words cat, kitten, feline, kitty, or any other cat-adjacent word.

- Event context: AI Tinkerers Toronto - Spooky Botober Meetup at Mozilla HQ — 2024-10-30 — Toronto
- Public talk page: https://toronto.aitinkerers.org/talks/rsvp_A41w5FMUrnQ

### [Dream It, Generate It, Animate It: Open-Source Personal Video Creation](https://paris.aitinkerers.org/talks/rsvp_7g-XtxZ5xZU)

This demo showcases an innovative pipeline that harnesses the power of open-source AI models to turn your wildest ideas into personalized, animated videos. We'll walk through a three-step process: - Dream It: Conceptualize any scenario you can imagine. - Generate It: Use FLUX1.dev, fine-tuned on personal images, to create static visuals of yourself in these scenarios. - Animate It: Employ a stable diffusion text-to-video model to bring these images to life. The presentation will feature live demonstrations, deep dives into the code, and a comprehensive look at the architecture that makes this magic possible. We'll explore how open-source AI models can be creatively combined to push the boundaries of personal content creation.

- Event context: AI Tinkerers - Paris Inaugural Meetup featuring Mistral AI — 2024-09-03 — Paris
- Public talk page: https://paris.aitinkerers.org/talks/rsvp_7g-XtxZ5xZU

### [turn all chapter books into picture books using gen AI to increase reading engagement](https://atlanta.aitinkerers.org/talks/rsvp_STNxoGhoqsc)

Whimsi is an web application that allows users to visualize their reading journey by uploading a pdf file (a story) and receive a series of chronological scenes corresponding to page numbers.

- Event context: AI Tinkerers Atlanta August Meetup — 2024-08-22 — Atlanta
- Public talk page: https://atlanta.aitinkerers.org/talks/rsvp_STNxoGhoqsc

### [Fashion in a post-AI world](https://berlin.aitinkerers.org/talks/rsvp__bwLSJCdazs)

Image generation tools has helped fashion designers explore different design variations and visualise their abstract ideas. However it left them with no support in bringing these designs to reality. This talk will show an early demo of what the future of fashion design looks like: prompt a system, get a simulated cloth automatically fitted to a given body, and receive the computed construction details. This reduces the fashion development cycle from weeks to hours.

- Event context: AI Tinkerers Berlin - August 22 — 2024-08-22 — Berlin
- Public talk page: https://berlin.aitinkerers.org/talks/rsvp__bwLSJCdazs

### [Stable Diffusion - Transform your casual photos into professional portraits.](https://singapore.aitinkerers.org/talks/rsvp_AkHCI1PlIi4)

This demo utilizes the ComfyUI workflow with an open-source Stable Diffusion model to achieve stunning results.

- Event context: AI Tinkerers Singapore: Inaugural Meetup - August 2nd, 2024 — 2024-08-02 — Singapore
- Public talk page: https://singapore.aitinkerers.org/talks/rsvp_AkHCI1PlIi4

### [Exploiting the Signal-Leak Bias in Diffusion Models](https://lausanne.aitinkerers.org/talks/rsvp_vhQGhvfVwH4)

I will show a Jupyter Notebook demo of my research work on a bias present in most diffusion models for image generation, especially Stable Diffusion (v1 and v2). I will show that there is currently a discrepancy between training and inference processes in these models, and show how to fix and exploit this discrepancy to gain more control over generated images. The method does not require any additional training and can be applied directly during inference. Project page: https://ivrl.github.io/signal-leak-bias/ Research paper: https://arxiv.org/abs/2309.15842 Github: https://github.com/IVRL/signal-leak-bias

- Event context: AI Tinkerers Lausanne Inaugural June Meetup — 2024-06-24 — Lausanne
- Public talk page: https://lausanne.aitinkerers.org/talks/rsvp_vhQGhvfVwH4

### [Fixing my holiday pics](https://amsterdam.aitinkerers.org/talks/rsvp_s3ZXJNkx5-k)

I want my shitty iPhone pics to look like they've been made by a professional photographer with a DSLR. I want to show some Stable Diffusion workflows I've been building and how to make it into a live API

- Event context: AI Tinkerers Amsterdam - June — 2024-06-20 — Amsterdam
- Public talk page: https://amsterdam.aitinkerers.org/talks/rsvp_s3ZXJNkx5-k

### [AI Photobooth](https://amsterdam.aitinkerers.org/talks/rsvp_RnEsMflgMAY)

How to make an AI Photobooth with Stable Diffusion - take pictures of people, change the clothes / style / background while preserving composition, structure and faces. The prototype will be available in the meetup, you can try it out and take a print home :D

- Event context: AI Tinkerers Amsterdam - June — 2024-06-20 — Amsterdam
- Public talk page: https://amsterdam.aitinkerers.org/talks/rsvp_RnEsMflgMAY

### [AuraML - Synthetic Data Generation](https://bengaluru.aitinkerers.org/talks/rsvp_bx-VwKB4L5w)

For all the Generative AI companies out there, right now the biggest bottleneck is data collection and labelling. Once the Generative AI model has reached it saturation point where there is no other knob left to turn and improve the performance, the dataset is the only way to make it better. At AuraML, we are working on converting the our real world into a simulation which can be used to generate as much synthetic data as possible for any Generative AI model out there. We have a cloud platform live using which you can configure your 3D worlds in real-time and generate synthetic datasets to train your vision-based models.

- Event context: AI Tinkerers - Bangalore Inaugural - RSVP REQUIRED — 2024-06-02 — Bengaluru
- Public talk page: https://bengaluru.aitinkerers.org/talks/rsvp_bx-VwKB4L5w

### [Trabuli beauty](https://bengaluru.aitinkerers.org/talks/rsvp_7eNtwHLiMzM)

Building inspiration led personalized customer journeys for cosmetics brands Demo 1: Plugin for personalizing customer journeys https://youtu.be/mkCMqF1Ayt4 Demo 2: Prototype to create inspirations with makeup look images https://youtube.com/shorts/iXKDAV5Pc_E

- Event context: AI Tinkerers - Bangalore Inaugural - RSVP REQUIRED — 2024-06-02 — Bengaluru
- Public talk page: https://bengaluru.aitinkerers.org/talks/rsvp_7eNtwHLiMzM

### [App de Cuentos para la Hora de Dormir usando IA](https://bogota.aitinkerers.org/talks/rsvp_qnSvEzeFN08)

Utilizando tecnologías basadas en IA como OpenAI (ChatGPT 4.0), StableDiffusion, Deepgram, entre otras, se procede a la creación de un cuento para dormir que pueden disfrutar niños entre los 2 y 10 años.

- Event context: Primer AI Tinkerers Bogotá — 2024-05-30 — Bogotá
- Public talk page: https://bogota.aitinkerers.org/talks/rsvp_qnSvEzeFN08

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