DQM
Deterministic Query Model

Deterministic answers,
Zero hallucinations.

A lightweight, sub-millisecond query engine built with nested dictionary Trie paths. Offline, fast, and driven by modular .tqm brains.

About DQM

DQM walks direct word branches in stored knowledge trees instead of guessing tokens with heavy models.

If a path exists, you get the exact answer in microseconds. If it does not, you get a clean path notice. Simple, offline, and predictable.

clean logic • modular brains • zero bloat

What's New in v2.1.0

The latest release introduces modular architecture and standard verification:

Brain Library

Default Core

v1.0.6

The standard brain. Includes F1 lore, hardware, tech terms, Hackintosh notes, geography, and general knowledge.

  • CyberDev
  • >=2.1.0
  • Core
CC-BY-NC-SA-4.0

F1 Lore

v1.0.0

Dedicated motorsport brain covering 2026 regulations, driver lineups, circuits, and team principals.

  • CyberDev
  • >=2.1.0
  • Racing
CC-BY-NC-SA-4.0

PC Hardware

v1.0.0

In-depth computer hardware data, overclocking basics, storage specs, and system architectures.

  • Community
  • >=2.1.0
  • Tech
CC-BY-NC-SA-4.0

Community Brains

Create

Build your own topic pack. Retain CC-BY-NC-SA-4.0 in the metadata and submit a PR.

View Brain Template →

Quick Start

Run DQM locally in three simple steps:

$ git clone https://github.com/tanzeemrockz/DQM.git 1
$ cd DQM 2
$ python main.py 3

License & Contact

DQM brains are licensed under CC-BY-NC-SA-4.0 (Attribution-NonCommercial-ShareAlike).