SPEC.md

SPEC.md — Active Inference in Python

Technical specification for 0_CONTEXT/Computer_Languages/Python within the Active InferAnts framework.

Overview

Python — primary scientific computing implementation

Structure

• 📁 output/
• 📄 AGENTS.md
• 📄 README.md
• 📄 SKILL.md
• 📄 Student_Teacher.py
• 📄 config_manager.py
• 📄 run.sh
• 📄 serializer.py
• 📄 teacher_wrapper.py

Interfaces

• Input: Active Inference parameters (state space, observation model, transition model)
• Output: Inference results (beliefs, policies, free energy values)
• API: Language-specific API consistent with the cross-language Active Inference interface
• Testing: Validated via master_controller.py test python

Dependencies

• Python compiler/interpreter (see language-specific README)
• Active Inference mathematical libraries for Python
• Visualization libraries (where applicable)

Version

• Framework: Active InferAnts
• License: CC BY-NC-ND 4.0