o9nn/echo-jnn

CogPilot.jl is a unified cognitive‑architecture framework that couples rooted‑tree mathematics (golden‑ratioed by OEIS A000081), echo‑state reservoirs, B‑series computational ridges, P‑system membranes, and symplectic J‑surface dynamics into a self‑evolving, neuro‑symbolic system for temporal pattern learning, symbolic reasoning, and predictive modeling. It is aimed at researchers and developers building next‑generation computational intelligence systems—such as cognitive modeling, equation discovery, and evolutionary optimization—who want a mathematically rigorous, parameter‑free scaffold that integrates differential‑equation solvers, reservoir computing, and membrane‑computing paradigms within the Julia SciML ecosystem.