Module assistant-workflow

Assistant Workflow — Content lifecycle state machine.

Defines the general content development lifecycle that applies across repositories (qou math authoring, WHO SMART guidelines, etc.). Each skill package realizes this lifecycle with domain-specific skill assignments.

Lifecycle stages

┌──────┐     ┌────────┐     ┌──────────┐     ┌──────────┐     ┌──────┐
│ PLAN │────▶│ AUTHOR │────▶│ VALIDATE │────▶│  REVIEW  │────▶│ TEST │
└──────┘     └────────┘     └──────────┘     └──────────┘     └──────┘
                   ▲              │                │              │
                   │              ▼                ▼              ▼
                   └──────────────┴────────────────┴──────────────┘
                                   (rework)                       │
                                                                  ▼
             ┌────────┐     ┌──────────┐     ┌──────────┐
             │ RETIRE │◀────│ FEEDBACK │◀────│ PUBLISH  │
             └────────┘     └──────────┘     └──────────┘
                                  │
                                  ▼
                             ┌────────┐
                             │ AUTHOR │  (new cycle)
                             └────────┘
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