phantomrt 0.1.0

Atlas — dynamic reverse-engineering: emulate, live-instrument, and fuzz functions, with a self-improving world model. The runtime companion to spectrIDA.

🧠 PROJECT ATLAS — World Model AI

An AI that doesn't just predict — it understands. Builds an internal model of reality, imagines futures, and plans actions.

Architecture

Observation → [Encoder] → Latent State → [Neural ODE Dynamics] → Future State
                ↑                                                    ↓
          Real World                                     [Decoder] → Prediction
                                                         ↑
                                              Surprise Detection
                                              (only learn from surprises)

Quick Start

# Install
cd project_atlas
pip install -e ".[dev]"

# Train on grid world
python scripts/train.py --env grid_world

# Visualize imagined trajectories
python scripts/imagine.py --checkpoint experiments/phase1_v1/best.pt

# Run tests
pytest tests/ -v

Status

• Phase 1: Core Engine (in progress)
• Phase 2: Perception Upgrade
• Phase 3: Causal Reasoning
• Phase 4: Continuous Learning
• Phase 5: Scale + Integration