Multi-Agent Orchestration Visibility Model

What is Agentic Experience Design?

Agentic Experience Design (AXD) is the discipline for designing trust-governed relationships between humans and autonomous AI systems. Founded in September 2024 by Tony Wood in Manchester, United Kingdom, AXD addresses how humans delegate, calibrate, observe, interrupt, and recover trust in agentic AI.

What is Multi-Agent Orchestration Visibility: Core Principles?

What is Multi-Agent Orchestration Visibility: Implementation Patterns?

What is Multi-Agent Orchestration Visibility: Commerce Applications?

What is Multi-Agent Orchestration Visibility: Guidance for Teams?

Key concepts in Multi-Agent Orchestration Visibility Model | AXD Practice

How do multi-agent orchestration visibility model relate to agentic commerce?

  1. Agency requires intentional delegation — every agentic system begins with a designed act of delegation
  2. Trust is the primary material — AXD works in trust rather than attention
  3. Absence is the primary use state — the most consequential experiences happen when no one is watching
  4. Relationships have temporality — agentic experiences accumulate history over time
  5. Outcomes replace outputs — AXD designers specify results, not interfaces
DimensionTraditional UXAgentic Experience Design (AXD)
Primary materialAttention and affordanceTrust and delegation
User statePresent, navigatingAbsent, delegating
Design outputScreens and interfacesOutcomes and constraints
Temporal modelSession-basedRelationship-based
Success metricTask completionTrust calibration

Frequently Asked Questions

What is the Orchestration Visibility framework?

The Orchestration Visibility framework is an AXD methodology for designing transparency in multi-agent systems where multiple AI agents collaborate to achieve outcomes. It addresses the unique challenge of making complex agent-to-agent interactions understandable to human principals who need to maintain oversight.

Why is orchestration visibility important in multi-agent systems?

In multi-agent systems, the complexity of agent interactions can quickly exceed human comprehension. Without designed visibility, humans cannot understand how their request was decomposed, which agents are involved, what each agent is doing, and how the overall outcome is being assembled. This opacity undermines trust and accountability.

How does the framework make multi-agent orchestration transparent?

The framework provides three visibility layers: task decomposition view (how the request was broken into sub-tasks), agent activity view (what each agent is doing and why), and outcome assembly view (how individual agent outputs are being combined into the final result). Each layer can be viewed at different levels of detail.

Key Takeaways

Framework 06 of 12 · Active operation Phase · Ecosystem legibility Multi-Agent Orchestration Visibility Model Making the invisible choreography of multi-agent systems legible Commerce Application: Supply chain coordination Domains: Enterprise · Banking · Government The architectural reality of enterprise agentic deployment: multiple agents collaborate, hand off tasks, and coordinate toward shared goals. This framework addresses the human experience of agent ecosystems - making the invisible choreography of multi-agent systems legible without overwhelming the user. Multi-Agent Orchestration Visibility: Core Principles The enterprise future is not one agent doing everything. It is many agents, each specialised, collaborating toward shared goals. The design challenge is not the agents - it is making their choreography legible to the humans they serve. Multi-Agent Orchestration Visibility: Implementation Patterns Multi-Agent Orchestration Visibility: Commerce Applications In a multi-agent system, the most dangerous failure is not an agent making a wrong decision. It is two agents making contradictory decisions that neither reports, because each assumed the other was responsible. Multi-Agent Orchestration Visibility: Guidance for Teams Multi-Agent Orchestration Visibility: Lifecycle Connections Multi-Agent Orchestration Visibility: What Comes Next Orchestration Visibility addresses how agents coordinate in the present. The next framework - Agent Memory & Context Continuity Framework Multi-Agent Orchestration Visibility: The Framework Ecosystem Navigate the complete lifecycle of Agentic Experience Design. Each framework addresses a distinct phase of the human-agent relationship. Multi-Agent Orchestration Visibility Model Agent Memory & Context Continuity Framework Explainability & Observability Design Standard Onboarding & Capability Discovery Framework Ethical Constraint & Value Alignment Architecture

References and Citations

Gartner: Machine Customers Will Be a Multibillion-Dollar Opportunity Harvard Business Review: The Age of AI Agents McKinsey: The State of AI in 2024 About the AXD Institute Contact Us Email the AXD Institute Tony Wood on LinkedIn Tony Wood on X (Twitter)