Systems and toolsets

Systems are derived from ongoing research and evolve as modular architectures.

Documented systems2
External modules3
Research anchors2 papers

Documented systems

Systems that capture the research → architecture translation with explainable controls.

ART OS

In development

Generation, optimization, and distribution of digital assets built atop deterministic control layers.

Scope: Internal platforms — digital asset production

  • Asset Factory for curated ideation
  • Evolution Core for quality-diversity
  • Distribution Engine with pricing, channels, strategy
  • Market Intelligence clusters and signals
  • Capital Enforcement across budget and allocation
  • Autonomous Optimization Layer for runtime tuning

Calculator Production Platform

Partially operational

Controlled pipeline from discovery through generation, registry, and monitoring of calculator assets.

Scope: External platforms — calculation tool production

  • Discovery and promotion gate
  • Fully hydrated generation contracts
  • Deterministic planning with hashes
  • Generator plus rendering and validation
  • Registry and monitoring with fail-closed intent
  • Separation between inventory, planning, and generation

Operational modules

External platforms that surface the same methodologies.

Cernarus.com

Calculators for economics, finance and data science.

Calcolo.online

Italian reference for engineering, acoustic and thermal calculations.

ChefSolver.com

Conversion tools for cooking and nutrition, multilingual.

All modules link back to research clusters — see the research corpus for context.

Research anchors

Sample publications that feed these systems.

Research Paper

Ontology-First Computational Entities for Decision Systems

Published 2026-03-18

An ontology-first approach to designing decision systems where knowledge is structured as computational entities—typed, executable objects integrating definitions, variables, constraints, and decision logic.

View full research corpus