polynomial-functors

What problem does it solve?

This Skill helps model learning systems as composable polynomial functors, enabling modular composition of learners, lenses, and charts.

Core Features & Use Cases

• Lenses provide bidirectional data flow between components for reliable state management.
• Wiring diagrams define explicit composition patterns among polynomials, learners, and charts.
• Dynamical-system modeling with Chart abstractions to simulate state updates and observations.
• Use cases include building configurable AI pipelines, modular training architectures, and theory-driven system design.

Quick Start

Start by defining a simple Polynomial, create a Lens, compose a Learner, and execute a basic dynamical loop to observe state transitions.