Sparse Selective Memory Caching for Liquid Time-Constant Networks

Bear ColibrIA is a small, continuous, sovereign nervous system — not another giant parrot. Liquid neural cores with growing sparse memory learn continually on any CPU, watch their own dynamics for degeneration attractors, and refuse to consolidate what they got wrong: plasticity freezes under fault, anchoring pulls the system home, every decision lands in a signed audit trail. No GPU, no API, no owner.