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🚀 Effortless Algorithmic Solution Evolution is a framework that leverages Large Language Models (LLMs) to generate solutions (algorithms, text, images, etc.) based on user-defined parameters. It provides a flexible and adaptive approach to automated problem-solving.

0.2.0

This is an open beta version of the framework.

📄 Publication

The concepts and design of the EASE framework are described in detail in the following paper:

Solve it with EASE

• Adam Viktorin, Tomas Kadavy, Jozef Kovac, Michal Pluhacek, Roman Senkerik
• arXiv preprint, 2025
• https://arxiv.org/abs/2509.18108

If you use frontEASE or the EASE framework in your research, please consider citing this paper:

• Utilizes LLMs to generate various types of solutions.
• Supports user-defined constraints and parameters.
• Extensible and modular architecture.
• Designed for research, prototyping, and practical applications.

EASE/
│── dev.Dockerfile
│── Dockerfile
│── docker-compose.yml
│── docker-compose.override.yml
│── out_task/  # Directory for tasks created by EASE
│── requirements.txt
│── fastapi_main.py
│── fopimt/

This project uses Docker for containerization and includes separate configurations for development and production environments.

• Dockerfile: Used for production. It sets up the required environment, installs dependencies, and runs the FastAPI application.
• dev.Dockerfile: Used for development. It includes additional configurations such as --reload for live reloading and excludes watching the out_task directory to prevent unnecessary restarts.

• docker-compose.yml: Defines the base service configuration, specifying how the application should be built and run using the production Dockerfile.
• docker-compose.override.yml: Overrides the base compose file for development. It ensures that the application is built using dev.Dockerfile instead.

To run the application in development mode with live reloading:

docker-compose up

This will use docker-compose.override.yml and build from dev.Dockerfile.

To run the application in production mode:

docker-compose -f docker-compose.yml up -d

This runs the container in detached mode using Dockerfile.

EASE provides a REST API for interacting with the framework. The documentation is available via OpenAPI:

http://localhost:8086/docs

For your convenience, we have also prepared a heavy-weight state aware frontend frontEASE

This work is licensed under a Creative Commons Attribution 4.0 International License.

For inquiries, please contact ailab@fai.utb.cz.