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Starfly

CALM Forge

Know what workloads were designed to do — and compare it to what agents actually did at runtime. CALM Forge is the design-time half of the federated semantic graph; Starfly Graph is the runtime half.

Why it’s worth your time

Section titled “Why it’s worth your time”
  • Architecture SoR — workloads, capabilities, policies, placement in one queryable graph
  • Federation seam — shared vocabulary with Starfly (Capability, Source, TrustDomain); manifests_as computed at query time
  • Shadow detection — agents with no matching declared workload surface in cross-graph queries

Starfly does not replace CALM Forge. Starfly mints WIMSE and records runtime events; CALM Forge holds intent.

Relationship to Starfly

Section titled “Relationship to Starfly”
GraphWhenStore
CALM ForgeDesign timeSatellite repo (Kuzu local / scale-out)
Starfly GraphRuntimePreview in Starfly export

Handshake and shared ontology: federated via ADR-0024 types — see Starfly Graph integrator guide.

Repository

Section titled “Repository”

Satellite — github.com/raygj/project-calm-forge

Same fabric vision, separate repo — design-time graph and intent compilation.

Section titled “Related”