Invariant Dynamics

Services

Engagement models for complex operating environments.

We work with institutions that need strong technical judgment, clean system boundaries, and reliable execution under ambiguity.

Systems intelligence & observability architecture

What it is

Design measurement strategies and operating views that expose constraints, coupling, and drift before failure cascades.

Typical deliverables

  • Observability architecture blueprint
  • Signal taxonomy and instrumentation map
  • Decision-ready operational dashboards

Engagement modes

  • Focused diagnostic sprint
  • Architecture advisory retainer
  • Embedded staff augmentation

Control-plane engineering (multi-agent / SRE / reliability)

What it is

Build resilient control loops across agents, services, and human operators with reliability and rollback discipline.

Typical deliverables

  • Control-plane reference architecture
  • Policy and guardrail design
  • Reliability game-day scenarios and runbooks

Engagement modes

  • Design + implementation pod
  • Reliability modernization program
  • Executive technical review

Data/knowledge systems (meshes, inference, modeling)

What it is

Structure data and knowledge flow so teams can reason from shared models rather than fragmented, local views.

Typical deliverables

  • Knowledge system design
  • Inference pipeline specification
  • Model governance and quality constraints

Engagement modes

  • Prototype-to-production pathway
  • Modeling workshop series
  • Platform partner collaboration

Rapid prototypes / skunkworks

What it is

De-risk strategic bets with rapid experiments that preserve technical credibility and integration feasibility.

Typical deliverables

  • Prototype architecture and codebase
  • Validation brief with findings
  • Production migration plan

Engagement modes

  • 2-6 week skunkworks sprint
  • Co-development with your internal team
  • Hand-off with implementation plan