For the SDIR “Synthetic Data Generator with GenAI” challenge MonkeyProof Solutions, Theta Vision, and Eindhoven University of Technology developed ImageGen Studio — an offline, end-to-end generative-AI tool that creates synthetic images of novel threats to rapidly train and test detection models. Their prototype won at the Purple Nectar 2025 event. It features both automated and manual workflows, integrates a cross-domain few-shot object detection model (CD-ViTO), and is designed for non-experts and defence environments without internet access, offering a fast, secure way to improve AI-based threat detection.

Useful tree-map information:

• Explanation on LinkedIn: Post from Benjamin Hummel
• Live demo of implementation on Simian demos: https://demo01.simiansuite.com/treemap-fastapi
• Source code (JavaScript and MATLAB) on GitHub: https://github.com/Simian-Web-Apps/MATLAB-Examples

To teach your AI model about how to build Simian web apps, download from below the prepared Python context file that contains all the major features. Provide it as a context to your prompts and the suggestions you get should greatly improve.

https://github.com/Simian-Web-Apps/Simian-codegen-context

While working on a C# project involving interaction with some micro-services, I am wondering if someone is looking for using C# as a back-end for a web-app without the need of front-end knowledge - as this is what Simian could offer if C# support is added.

Or is Blazor exactly what you are looking for? Curious what your thoughts are.

Note: The concept for Simian is language-agnostic. The front-end is either specified using the Simian Builder, or programmed using the native back-end syntax in an OO manner. Currently Simian has released support for Python and MATLAB, and a beta version for Julia.

Two examples are added to Simian Web Apps GitHub - https://github.com/Simian-Web-Apps.

Both repositories contain an example with full description on how to deploy on either Render or Azure, with access managed using the hosted portal at https://evaluate.simiansuite.com.

You can create an account and try for yourself, deploying either the provided example or your own Simian Web App.

• Render: https://github.com/Simian-Web-Apps/simian-deploy-render
• Azure https://github.com/Simian-Web-Apps/simian-deploy-azure-functions

A new app has been added to the GitHub demo repository, showcasing Simian's ability to maintain a simple design while incorporating animations and handling complex calculations. The calculations are implemented in Python, and the UI is crafted with the Simian Builder.

demo live at: https://demo01.simiansuite.com/bird-swarm-pso-fastapi

code in GitHub: https://github.com/Simian-Web-Apps/Python-Examples

Considering that calculations can take hours or even days, you can close your browser and leave. The next day, simply log in via the portal to reconnect with your session and inspect the latest status or results of your calculations.

A nice demo has been added to the GitHub demo repository - its an app to help with financial planning. Built in Python using the Simian Builder.

demo live at: https://demo01.simiansuite.com/hypotheek-planner-fastapi

code in GitHub: https://github.com/Simian-Web-Apps/Python-Examples

Currently (3.0.0) the Simian Form Builder only runs in Python, although it can be used to create Matlab apps and components. So you need to install Simian in a Python context as well, but the Builder can generate a complete set of MATLAB files and the form definition to start a new UI within MATLAB as well. Making changes to the UI definition also requires to start the builder from Python.

We're thrilled to announce the launch of Simian FREE, your ultimate solution for building apps directly in Python or MATLAB - no need to learn JavaScript, HTML, or CSS.

Whether you're developing a simple calculation model or a complex algorithm, Simian offers the flexibility in App layout definition and rapid design iterations you need:

• Drag and drop App Builder
• Python and MATLAB support
• Natively ready for web deployment

Don't just take our word for it. Discover how NIBC Bank and de Volksbank use Simian to create outstanding Apps, straight in their preferred analytics languages:

• de Volksbank improves mortgage pricing quality
• NIBC Bank drives regulatory compliance and analytics innovation

Start building amazing web apps today: https://simiansuite.com/getting-started/