Invariant Dynamics

Product

Observatory

Observatory is a control plane and management stack for complex environments with agentic workloads. It covers all operational nodes and edges across Kubernetes, multi-compute, multi-cloud, hybrid, and on-prem systems, turning fragmented telemetry and execution context into enforceable operations across risk, spend, and reliability.

  • Complete node-and-edge topology
  • MIG-integrated serverless mesh
  • Security + policy enforcement
  • FinOps + token budget controls
  • Compliance + audit assurance

Observe

Map all nodes and edges as a living operational graph.

Forecast

Compare likely trajectories before committing interventions.

Enforce

Apply policy, budget, and compliance controls where work executes.

Where teams stall

Complex environments now span Kubernetes clusters, cloud services, serverless runtimes, legacy workloads, and agentic execution. Teams still operate with fragmented visibility across nodes and edges, inconsistent guardrails, and limited control over cost and policy drift.

How Observatory operates

Establish a shared node-and-edge topology and control model, ingest serverless functions into the mesh through MIG protocol, and apply policy, budget, and compliance enforcement where work executes across cloud and on-prem boundaries.

Current status

Private preview with design partners running high-stakes, multi-system workloads. We are onboarding teams that need stronger control over agentic operations, security posture, and cost discipline.

Deployment coverage

At home across compute paradigms

Observatory is built for heterogeneous estates. It keeps one control surface and one governance model even when infrastructure, workload types, and ownership boundaries vary.

Kubernetes

Track cluster topology, workload relationships, and control actions across namespaces, services, and agent runtimes.

Multi-cloud

Unify graph and control posture across providers so policy, spend controls, and intervention logic remain consistent.

Multi-compute

Coordinate mixed compute patterns across containers, virtualized workloads, managed services, and serverless execution.

Hybrid

Operate cross-boundary topologies where workloads and data span cloud and internal infrastructure.

On-prem

Extend the same observability and control model to private infrastructure with explicit policy and audit boundaries.

Serverless via MIG

Bring serverless functions into the topology and mesh through MIG protocol so they are governed like first-class nodes.

Management stack capabilities

Observatory combines graph coverage, control-plane orchestration, policy enforcement, and economic controls so teams can navigate complex workload universes with fewer unknowns.

Universal Topology Graph

Model every node and edge across services, agents, data flows, queues, and serverless functions, including workloads brought in through MIG protocol.

  • Full graph coverage across distributed estates
  • Kubernetes, multi-cloud, hybrid, and on-prem support
  • Serverless integration through MIG protocol
  • Signal lineage and dependency tracing across execution paths

Need a control plane that can span your full environment?

Contact us to review your topology, define integration boundaries, and plan how Observatory can enforce policy and budget controls across your current stack.

Schedule Observatory architecture review