Skip to content
AimcurioPublic

About

Deterministic, model-agnostic mathematical capability runtime and trust anchor with a decoupled Agent Plane.

Topics

Resources

Stars

0 stars

Watchers

0 watching

Forks

Repository files navigation

Math Node: Verifiable Mathematical Capability Runtime

Status Language Architecture Standard

Math Node is a deterministic, model-agnostic mathematical capability runtime and trust anchor that isolates complex mathematical execution from untrusted agent reasoning planes.


Executive Overview

Large Language Models frequently hallucinate mathematical derivations, arithmetic operations, and symbolic transformations. Math Node eliminates this failure mode by providing a sandboxed, deterministic computational engine. AI agents submit formal mathematical requests across a decoupled Agent Plane; Math Node evaluates the expressions symbolically and numerically, returning cryptographically signed execution proofs.


Architectural Capabilities

  • Decoupled Agent Plane: Strict boundary isolation ensuring agent prompts cannot inject malicious expressions into the runtime environment.
  • Symbolic & Numerical Evaluation: High-precision evaluation of algebraic, calculus, and matrix operations.
  • Adversarial Defect Remediation: Formally remediated and verified against test suites DEF-ADV-01 through DEF-ADV-07.
  • Deterministic Output Contracts: Validated response structures conforming to rigid JSON Schema definitions.

Verified Maturity & Current Evidence

Metric Verified Status Evidence Reference
Maturity Tier QUALIFIED / VERIFIED (v0.1.0) E:\projects\Math-Node (commit ea1fcef)
Remediation Suite 7 / 7 PASS (DEF-ADV-01 through DEF-ADV-07) bubba/math-node-remediation
Runtime Port Port 3000 (Local HTTP/API service) projects_summary.csv
Planned / In-Progress Expanded Computer Algebra System (CAS) integrations v0.2 Roadmap

Quickstart & Local Verification

Prerequisites

  • Node.js 18+ & npm

Installation & Test Execution

# Clone repository
git clone https://github.com/Aimcurio/Math-Node.git
cd Math-Node

# Install dependencies
npm install

# Run automated qualification suite
npm test

# Launch service
npm start

Governance Boundary

Math Node is a verified trust anchor in the Aimcurio ecosystem. Its mathematical execution is strictly deterministic and independent of LLM weights.

About

Deterministic, model-agnostic mathematical capability runtime and trust anchor with a decoupled Agent Plane.

Topics

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages