Geometric agent memory for Agents: 8-tool lean contract, harness injection at wake, session handoff. 79 MCP tools. Not a vector DB. Rust + MCP.

Code for ICML 2026 paper experiments studying how deep sequence models tend to memorize through a learned geometric structure.

LifeNode 2.5: The Q-Core Engine Operational implementation of the Cognitive Field Theory. Moving beyond LLMs into Process-Based Intelligence. Goal: Bridging BIOS (Biological Reality) with INFO (Digital Structure) through the ASCALON purity filter.

AEGIS Beast 11 — Living geometric memory over PG(11,4). 1,864,135 projective points. 34 theorems. 79 mechanisms. 7 Juicios. 11/11 benchmark. The second time you attack, AZRAEL already knows. Proyecto Estrella. PRIVATE.