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VelonLabs Research

DMR

Deterministic Memory Runtime — microsecond, no-LLM classification of agent behavior.

Overview

DMR classifies repeated agent events through a deterministic 10,240-bit HyperVector encoding and a prototype-set gate: known patterns return a reflex action in microseconds without an LLM call; novel patterns escalate. It ships a Rust SDK, a CLI, and an MCP server, and acts as the behavioral gate / connective runtime across the Velon stack (already used by EchoPoly).

Scope

  • Designed, operated, and maintained by VelonLabs.
  • Complete reference and release history live in Docs.
VelonLabs product. This system is designed, operated, and maintained by VelonLabs. Complete documentation, interface reference, and release history are maintained in Docs.