Case 24 · Flagship

TwinOps Control Plane

TwinOps treats industrial digital twins as operable infrastructure: OpenUSD composition, GitOps ownership, drift detection, reconciliation, telemetry, and incident replay on Kubernetes.

01

Evidence

Problem, constraints, architecture, result.

Problem

Digital twins are often demos or notebooks. Production teams need drift detection, reconciliation, ownership, telemetry persistence, and a path to replay incidents — not a one-off visualization.

Architecture

A GitOps control plane composes OpenUSD scenes, detects drift against desired state, reconciles through Kubernetes operators, persists history, streams kit telemetry, and supports incident replay.

Trade-offs

Treating twins as platform products adds operator and GitOps complexity. The benefit is reviewable state, recoverable failures, and demonstrable E2E behavior instead of fragile demos.

Result

Industrial twins behave like infrastructure: compose, detect drift, reconcile, and replay — with the same operating discipline as cloud-native platforms.

02

Snapshot

Field notes.

Problem
Industrial digital twins are often demos, not operable infrastructure with drift, reconciliation, and incident replay.
Constraints
OpenUSD composition, GitOps ownership, Kubernetes operators, telemetry persistence, and one-command E2E demonstration.
Architecture
GitOps control plane for digital twins: compose, detect drift, reconcile, persist history, stream kit telemetry, and replay incidents.
Result
Digital twins behave like platform products — reviewable, recoverable, and demonstrable without treating the twin as a one-off notebook.
03

Related

Nearby systems.

Case 01

Automatic SaaS Restore System

Restores are high-pressure, manual, and easy to execute inconsistently.

Result: Recovery becomes a platform capability instead of an emergency script.

Case 02 · Flagship

Cloud-Native AI Gateway

AI usage needs routing, policy, budget awareness, and provider resilience.

Result: AI becomes operable infrastructure, not an opaque API call.

Case 03 · Flagship

Kanister Backup & Restore

Application-aware Kubernetes restores need more than volume snapshots and manual runbooks.

Result: Restore behavior becomes repeatable, reviewable, and easier to exercise before an incident.

Available for meaningful infrastructure conversations

Build systems that stay calm under pressure.

Available for conversations

For conversations

Talk infrastructure

Meet

Evidence first

For deep dives

Explore the systems

All cases