swarm-intelligence Tools

AI Engineering from Scratch is a comprehensive, open-source curriculum that provides the missing spine for AI education. It solves the problem of scattered, framework-first learning by having you implement every core algorithm—from backprop to transformers—using only math and code, before any libraries are introduced. It's designed for engineers and students who want deep, foundational understanding and the ability to build, debug, and ship AI systems with confidence.

Ruflo is an agent meta-harness for building and orchestrating intelligent multi-agent systems. It solves the complexity of coordinating autonomous AI workflows by providing adaptive memory, RAG integration, and self-learning intelligence. It's designed for developers and teams building advanced conversational AI, autonomous swarms, and complex, coordinated AI applications.

MiroFish is a simple yet powerful swarm intelligence engine designed to model complex systems and predict outcomes. It solves the problem of making accurate predictions in dynamic, multi-agent environments by simulating collective behaviors. This tool is ideal for researchers, data scientists, and developers working on optimization, forecasting, and simulation projects where traditional models fall short.