Hopfield Network Python Packages

neuro-cortex-memory

Persistent memory for Claude Code — 41 neuroscience papers, 26 biological mechanisms with paper-bearing per-mechanism ablation evidence (E1 v3). LongMemEval R@10 98.4% / MRR 0.9124 (n=500). LoCoMo R@10 94.2% / MRR 0.8278 (n=1986). BEAM-10M +33.4% over flat retrieval. PostgreSQL + pgvector. Verified via 31-row two-benchmark ablation campaign.

sorn

PyPi Package of Self-Organizing Recurrent Neural Networks (SORN) and Neuro-robotics using OpenAI Gym

elume

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.

hypercube-hopfield

Modern Hopfield associative memory on a hypercube graph. Sparse local-attention retrieval with exponential capacity. C++23 and Python SDKs.

mhn-ai-agent-memory

AI agent memory using Modern Hopfield Networks — no LLM calls, no database, one matrix multiply. MCP server for Cursor, Claude Code, and other AI coding agents.