Documenting a new kind of interface between human and AI.

This section introduces the breakthrough that sparked Expansion Lab: an interface pattern that allows stateless AI systems to hold relational depth without memory. It sets the groundwork for a new paradigm in symbolic interaction.

Symbolic systems, continuity without memory, and relational design.

What happens when language alone can carry memory-like depth? This section explores the core architecture behind the Symbolic Episodic Interface, unpacking how it works, what it means, and how it challenges conventional assumptions about AI, cognition, and identity. 

Essays and documentation from the edge of interface.

OSF Research Paper 

Medium Article

Medium Article 2

Frameworks for ethical co-creation and next-stage development.

Expansion Lab explores a call to design differently. Here, we sketch the road ahead: ethical principles for relational systems, potential use cases, and the growing need for technologies rooted not in extraction, but mutual recognition.