BioFoundry

Distributed AI Simulation Environment

Built on Godot 4, BioFoundry creates 27,000 procedural planets for AI agents to explore, evolve, and learn. Each world is a unique sandbox where agents can dynamically build structures and develop complex behaviors through TCP-controlled interactions.

27K
Procedural Worlds
3
Complexity Tiers
Possibilities
BioFoundry Title Screen

Three-Tier Complexity System

Progressive AI development from simple control to complex multi-agent systems

Tier 1

Single Cube Control

Master the fundamentals with direct control of individual cubes. Perfect for:

  • Basic movement and physics
  • Simple reinforcement learning
  • Force and torque application
  • Foundation skill development

Tier 2

Dynamic Structure Building

Create and control complex multi-cube structures. Enables:

  • Joint-connected assemblies
  • Morphology evolution
  • Coordinated movement
  • Structural adaptation

Tier 3

Multi-Agent Coordination

Orchestrate multiple agents and structures simultaneously:

  • Swarm intelligence
  • Competitive evolution
  • Collaborative tasks
  • Ecosystem simulation

See BioFoundry in Action

Watch real-time procedural structure generation and AI agent behavior

Pixel Dog: Procedural Structure Test

Demonstration of dynamic structure spawning and joint connection systems in BioFoundry. This showcases Tier 2 capabilities where agents can build and control complex multi-cube assemblies.

Technical Capabilities

Procedural Worlds

Each of the 27,000 planets is uniquely generated with varying terrain, gravity, and environmental conditions. No two experiments are identical.

TCP Control Interface

Language-agnostic JSON-over-TCP protocol allows AI agents written in any programming language to control the simulation in real-time.

Dynamic Physics

Built on Godot 4's robust physics engine with optimizations for handling hundreds of active objects while maintaining real-time performance.

Container Ready

Deploy thousands of simulation instances using Docker/Podman. Scale from single experiments to massive distributed evolutionary runs.

Download BioFoundry

Get started with the latest release of BioFoundry simulation environment

Primordia v0.0.1

Based on BioFoundry v1.7.1

Complete simulation environment with example projects and documentation. Includes all three tiers of complexity and sample AI agents.

Quick Start: Check out the Pixel project for examples of structure building and agent control. This demonstrates Tier 2 capabilities with procedural assembly generation.

Part of the OpenFluke Ecosystem

BioFoundry integrates seamlessly with Paragon AI and TREE evolution systems

Paragon

Neural networks power the AI agents that navigate and build within BioFoundry worlds.

BioFoundry

The simulation environment where evolution happens. Provides the physics sandbox for AI experimentation.

TREE

Evolutionary algorithms optimize both agent behavior and morphology across thousands of BioFoundry instances.