01 · Mental model
The orchestrator owns workflow; skills own expertise
The orchestrator accepts a scoped request, establishes run identity and policy, routes bounded tasks to specialist skills, validates typed artifacts, records decisions, and assembles the final delivery pack. Specialist instructions can evolve without moving authority out of the control plane.
Value comes from consistent evidence, fewer assembly gaps, faster review, reusable specialist methods, and clearer accountability—not merely generating documents faster.
02 · Visual explanation
03 · Compare and decide
Automation versus governed orchestration
| Decision lens | Loose assistant workflow | Governed control plane |
|---|---|---|
| Scope | Reconstructed in prompts | Typed intake and explicit non-goals |
| Expertise | One large instruction | Versioned specialist skills |
| Handoffs | Free-form conversation | Validated artifacts with lineage |
| Authority | Implicit in tool access | Policy, approvals, and separate execution identities |
04 · Cybersecurity example
From one request to an HLD and delivery plan
A customer asks for a Sentinel implementation design with architecture, work plan, detections, and governance.
Intake normalizes scope and evidence.
Specialists produce architecture, controls, and detection artifacts.
Gates validate schemas and surface disagreements.
The document builder assembles an editable, traceable pack.
Outcome: The system reduces assembly effort while preserving specialist review and decision evidence.
05 · What to remember
The 60-second recall
Centralize authority while distributing expertise.
Measure review quality, rework, defects, and safe failure—not number of agents.
Keep models replaceable behind stable contracts and artifacts.
Teach-back prompt: Explain this concept to a teammate using the diagram, then name one failure mode and the control that stops it.
06 · Questions people ask
FAQ
07 · Primary sources