Engram: Persistent geometric (non-flat) memory for AI agents. 256KB HolographicBlocks, VSA/sheaf, spatial AABB, rituals, 55+ MCP, continuation, lawfulness. Rust + MCP server.

Effectively unlimited long-term memory for any LLM - zero context tokens, zero weight updates, cryptographic forgetting certificate.

Constant-memory sequence modeling engine combining selective holographic-compression (ASH-C) with a coordinate pointer network (HEP-DNA). Bypasses the linear KV Cache bottleneck on consumer GPUs.

PERSPECTIVE v2 — A 1.05 trillion parameter sparse Mixture-of-Experts language model that runs on consumer hardware (4 GB VRAM + 32 GB RAM). Features O(1) perspective decay recurrence, 3D torus manifold routing, native ternary {-1,0,+1} weights, holographic distributed memory, and hard geometric safety constraints. Built in Rust.

DIKW memory system v3 universal deployment template. 11-step information flow. Any Hermes Agent one-click deploy: 5 min to full memory system (95% coverage) + 6-layer protection + 30 sessions to 98%. A2/B/C 3-range localization + one-click deployment script.

SEFERIM AGI — ThatAIGuyCore: a golden-ratio, 16-dimensional dynamical-systems cognitive substrate (G^16). Zero-dependency JS reference implementation of 69 documented equations. Docs: thataiguy.org/core

A structured vector memory system for AI agents using Holographic Reduced Representations (HRR). Encodes relational facts into fixed-width vectors via circular convolution, retrieves through algebraic probes. Fully local — FastAPI, NumPy, SQLite, Next.js.

A falsifiable model of spectral memory using interference, correlation, and attractor dynamics - exploring storage beyond address-based systems.| Spectral Storage System (SSS): a minimal, falsifiable model for distributed memory using correlation coherence, entropy-based separation, and dynamical recovery.