xiaohongshu
xiaohongshu
executing-tasks-with-shannon-do
Use when creating files, implementing features, or executing development tasks - guides shannon do command usage, dashboard integration, caching behavior, when to use vs shannon exec or shannon analyze
Full skill instructions
shannon do executes development tasks by invoking Shannon Framework exec skill, wrapped with V3 intelligence (cache, analytics, cost optimization).
Use shannon do for:
Don't use for:
# Simple task
shannon do "create calculator.py with add and multiply"
# Complex application
shannon do "create Flask API with user auth, posts CRUD, SQLite database"
# With real-time dashboard
shannon do "create app" --dashboard
Start services once:
# Terminal 1: WebSocket server
python -m shannon.server.app
# Terminal 2: Dashboard UI
cd dashboard && npm run dev
Then use --dashboard:
shannon do "create authentication system" --dashboard
# Open browser: http://localhost:5173
Shows real-time: task progress, files created, validation status, agents.
| Need | Use |
|---|---|
| Create code | shannon do |
| Analyze spec | shannon analyze |
| With git commits | shannon exec |
| Multi-agent waves | shannon wave |
Automatic via UnifiedOrchestrator:
xiaohongshu
technical spec
product ux expert
database patterns
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