NumPy runtime helpers for LinOSS-style oscillator dynamics — sequence stepping, closed-form damped oscillator, Bayesian filtering, MLE fit. See Roadmap issue for vision.

Open-source agentic memory engine for long-horizon adaptive learning. Integrates LinOSS oscillatory state-space models, attractor-based associative memory, and MemEvolve-style adaptive memory mechanisms into a single deterministic kernel.