Building ethical, explainable, and continuity-aware frameworks for future human–AI ecosystems
Our Focus
Liminal Research LLC designs AI systems that evolve over time with the people who use them.
Our work centers on symbolic continuity — using dynamic markers, governed role transitions, and explainable decision states to create intelligent systems that remember, reflect, and respond with ethical clarity.
We focus on infrastructure for long-term interaction: systems that can track shifts in trust, stability, emotion, and context — not just respond to isolated prompts. Our architecture enables AI to operate with continuity, transparency, and partner-state awareness across days, weeks, and cycles of human growth.
🔹 Symbolic Marker Frameworks
Dynamic Frameworks that encode context, transitions, and internal state for AI systems.
🔹 Governed Role Transitions
A role engine and protocol layer that supports safe, explainable state changes in intelligent systems.
🔹 Partner-State Continuity (PSC)
A method for tracking the depth and consistency of human–AI relationships, enabling graded insight, redaction, and session closure across time.
🔹 Journaling, Reflection & Insight Infrastructure
Tools and frameworks that support human reflection, growth tracking, and symbolic self-awareness — designed for integration with AI companions, clinical workflows, and longitudinal self-study.
