{"name":"游戏AI用例库 用例数据","license":"CC BY 4.0","updated":"2026-11-05","count":6,"cases":[{"id":"prop-3d-blockout","url":"https://example.com/cases/prop-3d-blockout/","title":"3D 生成模型用于关卡白盒填充","tldr":"关卡策划用图生 3D 快速生成道具占位模型，白盒阶段就能看到接近最终的空间感。","type":"资产生成","roles":["策划","美术"],"stages":["原型验证","量产制作"],"engines":["Unity","Unreal"],"tools":["hunyuan3d","tripo"],"input":"概念图或参考照片","output":"低面数带贴图模型，直接摆进白盒关卡","humanCheck":["面数和尺寸比例不统一，导入前需要统一缩放","只能用于占位，拓扑不满足量产要求"],"blockers":["生成结果的朝向和原点不稳定"],"evidence":"L4 本站复现","sources":[{"title":"示例来源：本站复现记录","url":"https://example.com/source-6"}],"publishedAt":"2026-11-01","verifiedAt":"2026-11-01"},{"id":"design-doc-review-agent","url":"https://example.com/cases/design-doc-review-agent/","title":"Agent 预审策划案的逻辑漏洞","tldr":"系统策划在评审前让 Agent 按检查清单通读策划案，标出数值未定义、状态缺失和与旧系统冲突的段落。","type":"Agent 工作流","roles":["策划","制作与管理"],"stages":["预研立项","原型验证"],"engines":["引擎无关"],"tools":["claude-code"],"input":"策划案文档 + 已上线系统的规则摘要","output":"按段落标注的问题列表，分「必须改 / 建议 / 疑问」三级","humanCheck":["Agent 不了解口头约定的设计意图，「疑问」级经常是误报","涉及付费与数值平衡的判断必须由主策确认"],"blockers":[],"evidence":"L1 来源声称","sources":[{"title":"示例来源：即刻帖子","url":"https://example.com/source-3"}],"publishedAt":"2026-10-25","verifiedAt":"2026-10-25"},{"id":"unity-prefab-naming-check","url":"https://example.com/cases/unity-prefab-naming-check/","title":"用 MCP 让 Agent 批量检查预制体命名与引用","tldr":"技术美术用 Claude Code 接 Unity MCP，每晚扫描新提交的预制体，输出命名违规和丢失引用清单。","type":"MCP 集成","roles":["技术美术","QA"],"stages":["量产制作"],"engines":["Unity"],"engineVersion":"2022.3 LTS","tools":["claude-code","unity-mcp"],"input":"当日新增或修改的 Prefab 路径列表 + 团队命名规范文档","output":"违规清单（路径、问题类型、建议改名），以 Markdown 表格提交到群","humanCheck":["规范里的例外情况（外包资源、第三方插件目录）需要人工维护白名单","Agent 给出的建议改名不能直接执行，改名会破坏 GUID 之外的字符串引用"],"blockers":["大工程首次全量扫描耗时长，需要按目录分批"],"evidence":"L3 可复现","sources":[{"title":"示例来源：技术分享文章","url":"https://example.com/source-1"}],"publishedAt":"2026-10-20","verifiedAt":"2026-10-28"},{"id":"comfyui-icon-pipeline","url":"https://example.com/cases/comfyui-icon-pipeline/","title":"ComfyUI 固化道具图标生产管线","tldr":"美术组把道具图标的风格参数固化成 ComfyUI 工作流，原画只出线稿，量产阶段单张图标耗时明显下降。","type":"生产管线","roles":["美术"],"stages":["量产制作"],"engines":["引擎无关"],"tools":["comfyui"],"input":"线稿 + 道具类型标签 + 风格 LoRA","output":"512×512 透明底图标，四档稀有度配色","humanCheck":["稀有度配色的品牌一致性，每批抽检","细小部件（链条、文字）经常糊掉，需要手修"],"blockers":["LoRA 训练数据需要至少几十张已定稿图标"],"cost":"来源未给出具体数字","evidence":"L2 有演示","sources":[{"title":"示例来源：B 站技术分享视频","url":"https://example.com/source-2"}],"publishedAt":"2026-10-18","verifiedAt":"2026-10-18"},{"id":"loc-terminology-check","url":"https://example.com/cases/loc-terminology-check/","title":"本地化术语一致性自动检查","tldr":"本地化团队用 LLM 对照术语表检查多语种文本，提交前拦截术语不一致和占位符丢失。","type":"评测与质检","roles":["本地化","QA"],"stages":["测试","上线运营"],"engines":["引擎无关"],"tools":["claude-code"],"input":"多语种文本表 + 术语表 + 占位符规则","output":"问题行号、问题类型、建议修改","humanCheck":["文化语境相关的改写不能交给模型判断","术语表本身的更新要有人负责"],"blockers":[],"evidence":"L2 有演示","sources":[{"title":"示例来源：行业大会分享","url":"https://example.com/source-4"}],"publishedAt":"2026-10-08","verifiedAt":"2026-10-30"},{"id":"npc-voice-prototype","url":"https://example.com/cases/npc-voice-prototype/","title":"原型期用 AI 配音替代临时音","tldr":"原型阶段用语音合成给 NPC 配临时音，方便测试叙事节奏，正式版再换真人配音。","type":"资产生成","roles":["音频","策划"],"stages":["原型验证"],"engines":["Unity"],"tools":["elevenlabs"],"input":"台词表 + 角色音色描述","output":"按台词 ID 命名的音频文件，直接导入工程","humanCheck":["声音授权条款，正式版是否可以沿用需要法务确认","情绪起伏需要逐条试听"],"blockers":[],"evidence":"L2 有演示","sources":[{"title":"示例来源：开发日志","url":"https://example.com/source-5"}],"publishedAt":"2026-09-30","verifiedAt":"2026-09-30"}]}