Research Experiments & Open References

Public Experiments

Open-source prototypes and technical benchmarks.

Focus: Prototyping & Benchmarking 12 active repositories

Overview

The experiments listed here are public-facing prototypes and research tools that support our broader focus on reliable, local, and verifiable AI. These projects explore different facets of the System 2 engineering direction, from hyperdimensional representations to constrained natural languages.

These repositories provide the empirical grounding for the theories developed in the MRP and Ruliology sections. They are open for inspection, testing, and reference.

Experiment List

  1. Runtime Architecture

    MRP-VM

    Virtual machine runtime for governed interpretation, explicit routing, and auditable execution.
  2. Research Automation

    autoResearchLib

    Library for automating research workflows, literature analysis, and systematic synthesis.
  3. Executable Language

    Executable CNL

    Executable programming language based on constrained natural language syntax.
  4. CPU-First Learning

    VSABrains

    Experiment suite for discrete, CPU-first learning inspired by A Thousand Brains.
  5. Representations

    VSA Representations

    Experiments with VSA/HDC representations and their tradeoffs.
  6. Text Reasoning

    VSAText

    Experiments on using VSA/HDC to analyze large volumes of text with partial semantic structure.
  7. Structured Manipulation

    VSAVM

    VSA plus symbolic virtual machine for learning and structured manipulation.
  8. Learning Systems

    SomaVM

    Learning system experiment based on a VM that simulates pleasure and pain as reward.
  9. Reasoning Engine

    HDC-RE

    Reasoning engine built on hyperdimensional representations.
  10. Prediction Systems

    BSP

    Bitset System for Prediction: CPU-friendly continuous learning without transformers.
  11. Kernel and CNL

    UBHNL

    Universal Boolean Hypergraph kernel with a constrained natural language and DSL front-end.
  12. Explainable Geometry

    Spock

    Deterministic neuro-symbolic geometry for explainable reasoning.