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PREHISTORICROBOTICINTELLIGENCE

Open-source platform for building robotic dinosaurs
powered by physics simulation and reinforcement learning

SPECIES
3
TESTS PASSING
155
TRAINING STAGES
3

Core Features

MuJoCo Physics

Accurate dinosaur biomechanics simulation with articulated joints, contact dynamics, and actuator models using MuJoCo.

Reinforcement Learning

PPO and SAC algorithms via Stable-Baselines3 with automated 3-stage curriculum learning: balance, locomotion, behavior.

3 Species

T-Rex (18 actuators), Velociraptor (17 actuators), and Brachiosaurus (22 actuators) — bipedal and quadrupedal gaits.

Open Source

MIT licensed. TOML configs, Gymnasium registration, W&B tracking, Docker support, and Vertex AI cloud training.

See It In Action

PPO Stage 1 — Balance
Velociraptor learning to balance using PPO reinforcement learning
Velociraptor learning to balance via PPO curriculum training

Training Stage Videos

Velociraptor training progression across each curriculum stage

STAGE 1

Balance

Raptor learning to stand without falling

STAGE 2

Locomotion

Raptor learning to walk and run forward

STAGE 3

Strike

Raptor sprinting and attacking with sickle claws

Project Roadmap

PHASE 0 — v0.2.0

Clean Slate

  • TOML configs
  • Gymnasium registration
  • Developer tooling
  • Testing improvements
COMPLETE
PHASE 1 — v0.3.0

First Steps

  • Curriculum manager
  • W&B tracking
  • Locomotion metrics
  • Species training runs
IN PROGRESS
PHASE 2 — v0.4.0

Into the Wild

  • Domain randomization
  • Terrain diversity
  • Turning & steering
PLANNED
PHASE 3 — v0.5.0

Evolution

  • Custom policy networks
  • New species
  • Benchmark suite
PLANNED
PHASE 4 — v0.6.0

The Pack

  • Multi-agent envs
  • Cooperative hunting
  • Predator-prey
PLANNED
PHASES 5-6

Hyperdrive & Sim-to-Real

  • JAX/MJX backend
  • Hardware prototype
  • ROS 2 bridge
PLANNED

Ready to Build Robotic Dinosaurs?

Explore the docs, train your first model, or contribute to the project.