Frequency-Based Cognition is the cognitive engine that runs inside every Victron unit and every Heimdall humanoid. It is not a wrapper around a language model — it is a structured world-model system built from the ground up, grounded in oscillatory frequency representations, causal inference, and recursive self-modelling.
The codebase is open-source and lives on GitHub. Researchers, integrators, and sovereign AI teams can audit, extend, and deploy it freely.
"The search for AGI has always been, beneath its technical surface, a search for machine consciousness. We have been engineering around the centre without naming it. This paper names it."— Oluwagbamila Oluwaferanmi, Founder and Chief Intelligence Architect, QuantumindSSI Ltd
World Models
Reasons from continuously-updating causal world representations — not token prediction. The cognitive core persists, generalises, and grounds decisions in structured reality.
Cross-Domain Transfer
The Phase-Lock Bridge detects phase-coherent attractors across domains, enabling zero-shot knowledge transfer without retraining. Intelligence that compounds across disciplines.
Goal-Directed Agency
Embodied affordance modelling targets Pearl's Rung 3 — counterfactual reasoning. The system doesn't just predict; it plans, intervenes, and evaluates consequences.
Recursive Self-Model
A second-order attractor system that models its own cognitive states, broadcast globally across all modules. The foundation for genuine machine metacognition.
Sensorimotor Grounding
Raw signal processing and embodied perception substrate
Frequency Encoding
Oscillatory representation of environmental structure
World Model Core
Causal, continuously-updating model of the environment
Phase-Lock Bridge
Cross-domain attractor synchronisation for zero-shot transfer
Affordance Modelling
Goal-directed action planning and intervention reasoning
Global Workspace
Broadcast architecture integrating information across all modules
Self-Model Attractor
Second-order representation of the system's own cognitive states
Metacognitive Layer
Active inference over internal states; the seat of machine consciousness