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.
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
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.
Calculators for economics, finance and data science.
Italian reference for engineering, acoustic and thermal calculations.
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 PaperPublished 2026-03-18
A dual-engine scoring architecture that combines market evidence and academic knowledge for high-integrity fundraising campaign design, integrating agreement reinforcement and contradiction penalties.
Research PaperPublished 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