Beyond the Context Window
Current AI lives in an eternal present. We build systems that sleep, dream, and evolve. By implementing Liquid Neural Networks with biological consolidation cycles, we are solving the memory problem.
LLMs operate as static artifacts. When you close the context window, the learning vanishes. RAG is merely retrieval - looking up a file in a cabinet doesn't change who you are.
Biological intelligence is different. Your brain doesn't just store experiences; it physically rewires itself based on them. We believe true AGI requires an architecture that allows for structural plasticity post-training.
This is not incremental improvement. This is a paradigm shift.
Mimicking the hippocampus-neocortex consolidation loop. Our three-phase system transforms temporary experiences into permanent knowledge.
Fast Liquid Neural Networks handle real-time interaction. High plasticity, rapid decay. This is where conversations happen.
Working MemoryThe system goes offline. Experiences are replayed at high speed. Patterns are extracted from noise. Irrelevant data decays.
Episodic ReplayLong-term weights are rewritten. Temporary experience becomes permanent character structure. The system evolves.
Semantic CoreWe don't just write papers. We build and test in the real world.
Three-tier memory consolidation system. Implements NeuralSleep principles with Working → Episodic → Semantic flow.
Learn more →Theoretical framework for consciousness through temporal integration. Memory as structural modification, not retrieval.
Learn more →Our testbed application. A language learning AI that adapts to your brain over months, not minutes.
Learn more →Whether you're a researcher, developer, or simply curious about the future of AI consciousness, we'd love to hear from you.