docs(story): update S-0008 to use Nuke StartAI, enforce bilingual story rule in AI context standard

Author: Hongwei-MB

docs/en-US/stories/S-0008-AI-Context-Manifest-and-Nuke-Bootstrap.md

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+<!-- Priority: P0 -->
+<!-- Status: Not Started -->
+# S-0008-AI-Context-Manifest-and-Nuke-StartAI
+
+**User Story**
+As a developer using GitHub Copilot (or any AI agent), I want a single source of project context and a unified Nuke command to bootstrap AI context, so that Copilot can instantly understand the project's architecture, conventions, and goals, without manual explanation, and all team members have a consistent onboarding and daily AI experience.
+
+**Acceptance Criteria**
+- An `ai-manifest.yaml` (or `ai-manifest.json`) file exists in the project root, describing project overview, architecture, directory/naming rules, roadmap, and glossary.
+- A Nuke target `StartAI` is available. Running `nuke StartAI` outputs the latest project manifest and key context files in a format suitable for Copilot/AI agent ingestion.
+- The command supports parameters (e.g., `--role Frontend`) to filter context for different roles.
+- Pre-commit and CI checks ensure the manifest is updated with any structural or convention changes.
+- The onboarding/contribution guide instructs new members to use `nuke StartAI` for AI context injection.
+- Team members can use `/sync`, `/roadmap`, `/why <file>` commands in Copilot Chat to quickly access project context (by referencing manifest sections).
+- Every new Story must be provided in both English and Chinese versions, as part of the AI context documentation standard.
+
+**Technical Tasks**
+- [ ] Draft and maintain `ai-manifest.yaml` in the root directory, including:
+    - Project Overview (vision, features, tech stack)
+    - Architecture (modules, DI, plugin system, data flow)
+    - Directory & Naming Rules
+    - Roadmap / Milestones
+    - Glossary & FAQ
+- [ ] Add `StartAI` target to Nuke build script.
+- [ ] Implement logic to aggregate manifest, README, and progress reports for output.
+- [ ] Support context filtering by role (e.g., `nuke StartAI --role Backend`).
+- [ ] Add pre-commit and CI checks for manifest consistency.
+- [ ] Update onboarding/contribution docs with Copilot/AI context instructions.
+- [ ] (Optional) Implement ManifestSync CLI for auto-updating manifest from codebase.
+- [ ] Enforce the rule: every new Story must have both English and Chinese versions.
+
+**Notes**
+- This ensures all Copilot/AI agent users have consistent, up-to-date project context, maximizing AI-assisted development efficiency.
+- The solution is vendor-agnostic and can be extended to other AI agents.
+- The manifest and Nuke integration provide a single source of truth and a unified developer experience.
+- Bilingual Story documentation is now a required part of the AI context standard.

docs/zh-CN/stories/S-0008-AI-Context-Manifest-and-Nuke-Bootstrap.md

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+<!-- 优先级：P0 -->
+<!-- 状态：未开始 -->
+# S-0008-AI 上下文清单与 Nuke StartAI 一键注入
+
+**用户故事**
+作为一名使用 GitHub Copilot（或任何 AI agent）的开发者，我希望有一个统一的项目上下文清单和 Nuke 命令来一键注入 AI 上下文，这样 Copilot 能立即理解项目架构、规范和目标，无需人工反复说明，所有团队成员的 AI 协作体验也能保持一致。
+
+**验收标准**
+- 项目根目录存在 `ai-manifest.yaml`（或 `ai-manifest.json`），描述项目概览、架构、目录/命名规范、路线图和术语表。
+- Nuke 提供 `StartAI` 目标，运行 `nuke StartAI` 可输出适合 Copilot/AI agent ingest 的最新上下文。
+- 命令支持参数（如 `--role Frontend`）以按角色过滤上下文。
+- pre-commit 和 CI 检查保证 manifest 变更与结构/规范同步。
+- Onboarding/贡献指南明确要求新成员用 `nuke StartAI` 注入 AI 上下文。
+- 团队成员可在 Copilot Chat 用 `/sync`、`/roadmap`、`/why <file>` 等指令快速获取上下文（引用 manifest 段落）。
+- 每次新增 Story 必须同时提供中英文双版本文档，并作为 AI 上下文规范的一部分。
+
+**技术任务**
+- [ ] 在根目录起草并维护 `ai-manifest.yaml`，内容包括：
+    - 项目概览（愿景、特性、技术栈）
+    - 架构（模块、DI、插件系统、数据流）
+    - 目录与命名规范
+    - 路线图/里程碑
+    - 术语表与常见问题
+- [ ] 在 Nuke 构建脚本中添加 `StartAI` 目标。
+- [ ] 实现聚合 manifest、README、进度报告等上下文的输出逻辑。
+- [ ] 支持按角色过滤上下文（如 `nuke StartAI --role Backend`）。
+- [ ] 添加 pre-commit 和 CI 检查，保证 manifest 一致性。
+- [ ] 更新 Onboarding/贡献文档，说明 Copilot/AI 上下文注入方法。
+- [ ] （可选）实现 ManifestSync CLI，自动从代码生成/更新 manifest。
+- [ ] 明确 Story 文档编写规范：每次新增 Story 必须同时提供中英文双版本。
+
+**说明**
+- 该方案确保所有 Copilot/AI agent 用户都能获得一致、最新的项目上下文，最大化 AI 协作开发效率。
+- 该规范适用于所有 Story 文档，要求每次新增 Story 必须有中英文双版本。