multi-scenario-orchestration

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Chinese

Multi-Scenario Orchestration

多场景编排

Design patterns for showcasing one skill across 3 parallel scenarios with synchronized execution and progressive difficulty.

在3个并行场景中展示单个Skill的设计模式，支持同步执行与难度递进。

Core Pattern

核心模式

┌─────────────────────────────────────────────────────────────────────┐
│                   MULTI-SCENARIO ORCHESTRATOR                        │
├─────────────────────────────────────────────────────────────────────┤
│                                                                     │
│  [Coordinator] ──┬─→ [Scenario 1: Simple]       (Easy)            │
│       ▲          │      └─→ [Skill Instance 1]                    │
│       │          ├─→ [Scenario 2: Medium]       (Intermediate)    │
│       │          │      └─→ [Skill Instance 2]                    │
│       │          └─→ [Scenario 3: Complex]      (Advanced)        │
│       │                 └─→ [Skill Instance 3]                    │
│       │                                                             │
│   [State Manager] ◄──── All instances report progress              │
│   [Aggregator] ─→ Cross-scenario synthesis                         │
│                                                                     │
└─────────────────────────────────────────────────────────────────────┘

┌─────────────────────────────────────────────────────────────────────┐
│                   MULTI-SCENARIO ORCHESTRATOR                        │
├─────────────────────────────────────────────────────────────────────┤
│                                                                     │
│  [Coordinator] ──┬─→ [Scenario 1: Simple]       (Easy)            │
│       ▲          │      └─→ [Skill Instance 1]                    │
│       │          ├─→ [Scenario 2: Medium]       (Intermediate)    │
│       │          │      └─→ [Skill Instance 2]                    │
│       │          └─→ [Scenario 3: Complex]      (Advanced)        │
│       │                 └─→ [Skill Instance 3]                    │
│       │                                                             │
│   [State Manager] ◄──── All instances report progress              │
│   [Aggregator] ─→ Cross-scenario synthesis                         │
│                                                                     │
└─────────────────────────────────────────────────────────────────────┘

When to Use

适用场景

Scenario	Example
Skill demos	Show `/implement` on simple, medium, complex tasks
Progressive testing	Validate skill scales with complexity
Comparative analysis	How does approach differ by difficulty?
Training/tutorials	Show skill progression from easy to hard

场景	示例
Skill演示	在简单、中等、复杂任务上展示 `/implement`
渐进式测试	验证Skill能否随复杂度提升保持性能
对比分析	不同难度下的处理方式有何差异？
培训/教程	展示Skill从易到难的能力递进

Quick Start

快速开始

python

from langgraph.graph import StateGraph

python

from langgraph.graph import StateGraph

1. Define 3 scenarios with progressive difficulty

scenarios = [ {"name": "simple", "complexity": 1.0, "input_size": 10}, {"name": "medium", "complexity": 3.0, "input_size": 50}, {"name": "complex", "complexity": 8.0, "input_size": 200}, ]

2. Fan out to parallel execution

3. Aggregate results

4. Report comparative metrics

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Scenario Difficulty Scaling

场景难度缩放

Level	Complexity	Input Size	Time Budget	Quality
Simple	1x	Small (10)	30s	Basic
Medium	3x	Medium (50)	90s	Good
Complex	8x	Large (200)	300s	Excellent

级别	复杂度	输入规模	时间预算	质量要求
简单	1倍	小（10）	30秒	基础
中等	3倍	中（50）	90秒	良好
复杂	8倍	大（200）	300秒	优秀

Synchronization Modes

同步模式

Mode	Description	Use When
Free-running	All run independently	Demo videos
Milestone-sync	Wait at 30%, 70%, 100%	Comparative analysis
Lock-step	All proceed together	Training

模式	描述	适用场景
自由运行	所有实例独立运行	演示视频
里程碑同步	在30%、70%、100%进度点等待	对比分析
锁步同步	所有实例同步推进	培训场景

Key Components

核心组件

Coordinator - Spawns and monitors 3 instances
State Manager - Tracks progress per scenario
Aggregator - Merges results, extracts patterns

Coordinator（协调器） - 生成并监控3个Skill实例
State Manager（状态管理器） - 跟踪每个场景的进度
Aggregator（聚合器） - 合并结果，提取规律

Key Decisions

关键决策

Decision	Recommendation
Synchronization mode	Free-running with checkpoints
Scenario count	Always 3: simple, medium, complex
Input scaling	1x, 3x, 8x (exponential)
Time budgets	30s, 90s, 300s
Checkpoint frequency	Every milestone + completion

决策项	推荐方案
同步模式	带检查点的自由运行模式
场景数量	固定为3个：简单、中等、复杂
输入规模缩放	1倍、3倍、8倍（指数级）
时间预算	30秒、90秒、300秒
检查点频率	每个里程碑节点+完成时

Common Mistakes

常见误区

Sequential instead of parallel: Defeats purpose. Always fan-out.
No synchronization: Results appear disjointed.
Unclear difficulty scaling: Differ in scale, not approach.
Missing aggregation: Individual results lack comparative insights.

串行而非并行执行：违背设计初衷，必须采用扇出模式。
未设置同步机制：结果显得零散无关联。
难度缩放不清晰：仅在规模上差异，而非处理方式。
缺少聚合步骤：单独结果无法提供对比洞察。

Related Skills

References

参考资料

Architectural Patterns - Full architecture
State Machine Design - LangGraph state
LangGraph Implementation - Code examples
Claude Code Instance Management - Multi-instance
Skill-Agnostic Template - Reusable template

架构模式 - 完整架构说明
状态机设计 - LangGraph状态设计
LangGraph实现 - 代码示例
Claude代码实例管理 - 多实例管理
Skill无关模板 - 可复用模板

multi-scenario-orchestration

Original

Translation

Multi-Scenario Orchestration

多场景编排

Core Pattern

核心模式

When to Use

适用场景

Quick Start

快速开始

1. Define 3 scenarios with progressive difficulty

1. Define 3 scenarios with progressive difficulty

2. Fan out to parallel execution

2. Fan out to parallel execution

3. Aggregate results

3. Aggregate results

4. Report comparative metrics

4. Report comparative metrics

Scenario Difficulty Scaling

场景难度缩放

Synchronization Modes

同步模式

Key Components

核心组件

Key Decisions

关键决策

Common Mistakes

常见误区

Related Skills

相关Skill

References

参考资料