---
name: suitability-matrix-generation
description: "suitability-matrix-generation"
---

# Suitability Matrix Generation

## 概述
适配度矩阵生成技能专注于生成和维护（角色, 演员）适配度矩阵，为编排器的智能调度提供核心数据支持。

## 核心概念

### 适配度矩阵
一个二维矩阵，行是演员，列是角色，每个单元格表示该演员在该角色上的适配分。

### 矩阵结构
```yaml
suitability_matrix:
  actors:
    claude:
      client_unity: 9.5
      backend_dev: 8.8
      game_designer: 9.2
    gpt4:
      client_unity: 8.5
      backend_dev: 9.2
      game_designer: 8.0
    kimi:
      client_unity: 7.5
      backend_dev: 8.0
      game_designer: 8.5
```

## 矩阵生成

### 数据来源
- 角色海选测试结果
- 历史任务执行数据
- 演员适配分
- 用户反馈

### 生成流程
1. 收集所有（角色, 演员）组合的适配分
2. 填充矩阵单元格
3. 处理缺失值（未测试的组合）
4. 应用平滑算法减少噪声
5. 生成最终矩阵

## 矩阵更新

### 更新触发
- 新角色海选测试完成
- 新演员加入市场
- 角色定义进化
- 定期重新评估

### 更新策略
- 增量更新：只更新变化的单元格
- 全量更新：定期重新生成整个矩阵
- 混合策略：结合增量和全量更新

## 矩阵应用

### 编排器使用
编排器根据适配度矩阵选择最合适的演员：
1. 识别任务所需角色
2. 查询该角色的所有演员适配分
3. 选择适配分最高的演员
4. 考虑成本、延迟等约束

### 可视化
生成热力图展示适配度矩阵，帮助理解演员和角色的匹配关系。

## 最佳实践

- 矩阵应该定期更新，反映最新数据
- 缺失值应该合理处理（使用默认值或标记为未测试）
- 矩阵应该支持版本控制和历史追溯
- 矩阵更新应该高效，不影响系统性能

## 常见错误

- 矩阵更新不及时，数据过时
- 缺失值处理不当，导致调度错误
- 矩阵更新过于频繁，影响性能
- 矩阵格式不统一，难以解析


---
Source attribution: wanghaisheng
Original project: https://github.com/wanghaisheng/openaiworkhorse-design-team/blob/941a49c93eec04b2f2a6cff5156719d029ac35bb/.claude/skills/designer-role/skills/suitability-matrix-generation/SKILL.md
License: MIT
License information: https://opensource.org/license/mit
Original upstream instructions; downloaded from Mega AI Hub.

## Upstream license notice

MIT License

Copyright (c) 2026 HeisenBerg?

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.



# Mega AI Hub resource metadata

Creator / publisher: wanghaisheng
Original project: https://github.com/wanghaisheng/openaiworkhorse-design-team/blob/941a49c93eec04b2f2a6cff5156719d029ac35bb/.claude/skills/designer-role/skills/suitability-matrix-generation/SKILL.md
Attribution basis: Source repository record

Fields of work: Design, Development & Engineering, Project & Program Management
Roles: Game Developer, Project Manager, UX Designer
Specialties: Specialty not specified
Tools: Tool not specified
Country applicability: Country not specified
Classification basis: Source catalog labels
Instruction SHA-256: f61729781a0c1adef06f364d3dd67696074839605938b79dbd3e05d7d5524b08