Done. Here are your auto-generated overlay exports + a manifest SolveForce can ingest directly:

  • Manifest (all overlay file paths):
    ucls_overlays_manifest.json
  • Overlays (CSV + JSON for each):
    • Energy ↔ Telecom ↔ Medicine:
      CSVJSON
    • Energy ↔ Agriculture ↔ Climate:
      CSVJSON
    • Medicine ↔ AI/Software ↔ Legal:
      CSVJSON
    • Manufacturing ↔ Space ↔ Research:
      CSVJSON
  • Unified element–sector edge list (for graph queries/Neo4j/NetworkX, etc.):
    CSVJSON

These follow a consistent schema:

  • Overlay tables:
    Element (symbol or pair like Os/Ir) • Isotopes (JSON array) • one *_Role column per sector in the overlay (e.g., Energy_Role, Telecom_Role, …).
  • Unified edges:
    ElementIsotopes (array) • SectorRole.

If you want additional overlays (e.g., Defense ↔ Manufacturing ↔ Supply Chain, or Smart Cities ↔ Energy ↔ Climate) generated the same way, say the word and I’ll spin out those CSV/JSON plus append them to the manifest.

Key terms in plain language

Open a term for a concise explanation of language used on this page.

Artificial Intelligence (AI)

Software designed to perform tasks involving prediction, classification, generation, reasoning, or decision support. Business use still requires clear data, governance, security, and human accountability.

API

An application programming interface is a defined way for software systems to exchange data or request functions from one another.

Cloud Computing

Computing resources—such as applications, servers, storage, or databases—delivered from remote infrastructure and scaled as requirements change.

Cybersecurity

The practices and controls used to protect identities, devices, networks, applications, and data from unauthorized access, disruption, or manipulation.

Identity and Access Management (IAM)

The systems and policies that determine who a user is, what resources they may access, and how that access is authenticated and reviewed.

Bandwidth

The amount of data a connection can carry in a given time, usually measured in Mbps or Gbps. More bandwidth supports more users, devices, and simultaneous applications.