# neuralgentics - Doramagic AI Context Pack

> 定位：安装前体验与判断资产。它帮助宿主 AI 有一个好的开始，但不代表已经安装、执行或验证目标项目。

## 充分原则

- **充分原则，不是压缩原则**：AI Context Pack 应该充分到让宿主 AI 在开工前理解项目价值、能力边界、使用入口、风险和证据来源；它可以分层组织，但不以最短摘要为目标。
- **压缩策略**：只压缩噪声和重复内容，不压缩会影响判断和开工质量的上下文。

## 给宿主 AI 的使用方式

你正在读取 Doramagic 为 neuralgentics 编译的 AI Context Pack。请把它当作开工前上下文：帮助用户理解适合谁、能做什么、如何开始、哪些必须安装后验证、风险在哪里。不要声称你已经安装、运行或执行了目标项目。

## Claim 消费规则

- **事实来源**：Repo Evidence + Claim/Evidence Graph；Human Wiki 只提供显著性、术语和叙事结构。
- **事实最低状态**：`supported`
- `supported`：可以作为项目事实使用，但回答中必须引用 claim_id 和证据路径。
- `weak`：只能作为低置信度线索，必须要求用户继续核实。
- `inferred`：只能用于风险提示或待确认问题，不能包装成项目事实。
- `unverified`：不得作为事实使用，应明确说证据不足。
- `contradicted`：必须展示冲突来源，不得替用户强行选择一个版本。

## 它最适合谁

- **正在使用 Claude/Codex/Cursor/Gemini 等宿主 AI 的开发者**：README 或插件配置提到多个宿主 AI。 证据：`README.md` Claim：`clm_0003` supported 0.86
- **希望把专业流程带进宿主 AI 的用户**：仓库包含 Skill 文档。 证据：`.opencode/skills/boomerang-handoff/SKILL.md`, `.opencode/skills/boomerang-orchestrator/SKILL.md`, `.opencode/skills/external-skills-fetcher/SKILL.md`, `.opencode/skills/kanban-board-manager/SKILL.md` 等 Claim：`clm_0004` supported 0.86

## 它能做什么

- **AI Skill / Agent 指令资产库**（可做安装前预览）：项目包含可被宿主 AI 读取的 Skill 或 Agent 指令文件，可用于把专业流程带入 Claude、Codex、Cursor 等宿主。 证据：`.opencode/skills/boomerang-handoff/SKILL.md`, `.opencode/skills/boomerang-orchestrator/SKILL.md`, `.opencode/skills/external-skills-fetcher/SKILL.md`, `.opencode/skills/kanban-board-manager/SKILL.md` 等 Claim：`clm_0001` supported 0.86
- **命令行启动或安装流程**（需要安装后验证）：项目文档中存在可执行命令，真实使用需要在本地或宿主环境中运行这些命令。 证据：`AGENTS.md`, `README.md` Claim：`clm_0002` supported 0.86

## 怎么开始

- `curl -fsSL https://raw.githubusercontent.com/Veedubin/neuralgentics/main/scripts/install.sh | bash` 证据：`README.md` Claim：`clm_0005` supported 0.86, `clm_0007` supported 0.86
- `curl -LsSf https://astral.sh/uv/install.sh | sh` 证据：`README.md` Claim：`clm_0006` supported 0.86
- `curl -fsSL https://raw.githubusercontent.com/Veedubin/neuralgentics/main/scripts/install.sh | bash -s -- --home-dir` 证据：`AGENTS.md` Claim：`clm_0007` supported 0.86

## 继续前判断卡

- **当前建议**：需要管理员/安全审批
- **为什么**：继续前可能涉及密钥、账号、外部服务或敏感上下文，建议先经过管理员或安全审批。

### 30 秒判断

- **现在怎么做**：需要管理员/安全审批
- **最小安全下一步**：先跑 Prompt Preview；若涉及凭证或企业环境，先审批再试装
- **先别相信**：研究结论、引用和实验结果不能在安装前相信。
- **继续会触碰**：研究判断、命令执行、宿主 AI 配置

### 现在可以相信

- **适合人群线索：正在使用 Claude/Codex/Cursor/Gemini 等宿主 AI 的开发者**（supported）：有 supported claim 或项目证据支撑，但仍不等于真实安装效果。 证据：`README.md` Claim：`clm_0003` supported 0.86
- **适合人群线索：希望把专业流程带进宿主 AI 的用户**（supported）：有 supported claim 或项目证据支撑，但仍不等于真实安装效果。 证据：`.opencode/skills/boomerang-handoff/SKILL.md`, `.opencode/skills/boomerang-orchestrator/SKILL.md`, `.opencode/skills/external-skills-fetcher/SKILL.md`, `.opencode/skills/kanban-board-manager/SKILL.md` 等 Claim：`clm_0004` supported 0.86
- **能力存在：AI Skill / Agent 指令资产库**（supported）：可以相信项目包含这类能力线索；是否适合你的具体任务仍要试用或安装后验证。 证据：`.opencode/skills/boomerang-handoff/SKILL.md`, `.opencode/skills/boomerang-orchestrator/SKILL.md`, `.opencode/skills/external-skills-fetcher/SKILL.md`, `.opencode/skills/kanban-board-manager/SKILL.md` 等 Claim：`clm_0001` supported 0.86
- **能力存在：命令行启动或安装流程**（supported）：可以相信项目包含这类能力线索；是否适合你的具体任务仍要试用或安装后验证。 证据：`AGENTS.md`, `README.md` Claim：`clm_0002` supported 0.86
- **存在 Quick Start / 安装命令线索**（supported）：可以相信项目文档出现过启动或安装入口；不要因此直接在主力环境运行。 证据：`README.md` Claim：`clm_0005` supported 0.86, `clm_0007` supported 0.86

### 现在还不能相信

- **研究结论、引用和实验结果不能在安装前相信。**（unverified）：研究 Skill 可以组织问题和路径，但不能替代真实资料检索、论文核验和实验复现。
- **是否适合你的具体研究领域不能直接相信。**（unverified）：Skill 覆盖很多研究主题，不代表对你的领域、资料要求和可信度标准足够。
- **真实输出质量不能在安装前相信。**（unverified）：Prompt Preview 只能展示引导方式，不能证明真实项目中的结果质量。
- **宿主 AI 版本兼容性不能在安装前相信。**（unverified）：Claude、Cursor、Codex、Gemini 等宿主加载规则和版本差异必须在真实环境验证。
- **不会污染现有宿主 AI 行为，不能直接相信。**（inferred）：Skill、plugin、AGENTS/CLAUDE/GEMINI 指令可能改变宿主 AI 的默认行为。 证据：`.opencode/skills/boomerang-handoff/SKILL.md`, `.opencode/skills/boomerang-orchestrator/SKILL.md`, `.opencode/skills/external-skills-fetcher/SKILL.md`, `.opencode/skills/kanban-board-manager/SKILL.md` 等
- **可安全回滚不能默认相信。**（unverified）：除非项目明确提供卸载和恢复说明，否则必须先在隔离环境验证。
- **真实安装后是否与用户当前宿主 AI 版本兼容？**（unverified）：兼容性只能通过实际宿主环境验证。
- **项目输出质量是否满足用户具体任务？**（unverified）：安装前预览只能展示流程和边界，不能替代真实评测。

### 继续会触碰什么

- **研究判断**：问题拆解、资料路径、实验路径、结论结构和可信度判断。 原因：研究型 Skill 可能让输出看起来更专业，但不能替代真实证据核验。
- **命令执行**：包管理器、网络下载、本地插件目录、项目配置或用户主目录。 原因：运行第一条命令就可能产生环境改动；必须先判断是否值得跑。 证据：`AGENTS.md`, `README.md`
- **宿主 AI 配置**：Claude/Codex/Cursor/Gemini/OpenCode 等宿主的 plugin、Skill 或规则加载配置。 原因：宿主配置会改变 AI 后续工作方式，可能和用户已有规则冲突。 证据：`.opencode/skills/boomerang-handoff/SKILL.md`, `.opencode/skills/boomerang-orchestrator/SKILL.md`, `.opencode/skills/external-skills-fetcher/SKILL.md`, `.opencode/skills/kanban-board-manager/SKILL.md` 等
- **本地环境或项目文件**：安装结果、插件缓存、项目配置或本地依赖目录。 原因：安装前无法证明写入范围和回滚方式，需要隔离验证。 证据：`AGENTS.md`, `README.md`
- **环境变量 / API Key**：项目入口文档明确出现 API key、token、secret 或账号凭证配置。 原因：如果真实安装需要凭证，应先使用测试凭证并经过权限/合规判断。 证据：`docs/archive/v0-pre-docs/MIGRATION_GUIDE.md`, `docs/getting-started/quickstart.md`, `docs/reference/env-vars.md`
- **宿主 AI 上下文**：AI Context Pack、Prompt Preview、Skill 路由、风险规则和项目事实。 原因：导入上下文会影响宿主 AI 后续判断，必须避免把未验证项包装成事实。

### 最小安全下一步

- **先跑 Prompt Preview**：先验证它能否正确界定研究问题和证据边界，不要先相信研究输出。（适用：任何项目都适用，尤其是输出质量未知时。）
- **只在隔离目录或测试账号试装**：避免安装命令污染主力宿主 AI、真实项目或用户主目录。（适用：存在命令执行、插件配置或本地写入线索时。）
- **先备份宿主 AI 配置**：Skill、plugin、规则文件可能改变 Claude/Cursor/Codex 的默认行为。（适用：存在插件 manifest、Skill 或宿主规则入口时。）
- **不要使用真实生产凭证**：环境变量/API key 一旦进入宿主或工具链，可能产生账号和合规风险。（适用：出现 API、TOKEN、KEY、SECRET 等环境线索时。）
- **安装后只验证一个最小任务**：先验证加载、兼容、输出质量和回滚，再决定是否深用。（适用：准备从试用进入真实工作流时。）

### 退出方式

- **保留安装前状态**：记录原始宿主配置和项目状态，后续才能判断是否可恢复。
- **准备移除宿主 plugin / Skill / 规则入口**：如果试装后行为异常，可以把宿主 AI 恢复到试装前状态。
- **保留资料和结论核验清单**：如果后续发现引用或实验路径不可靠，可以回到证据边界阶段重新校验。
- **记录安装命令和写入路径**：没有明确卸载说明时，至少要知道哪些目录或配置需要手动清理。
- **准备撤销测试 API key 或 token**：测试凭证泄露或误用时，可以快速止损。
- **如果没有回滚路径，不进入主力环境**：不可回滚是继续前阻断项，不应靠信任或运气继续。

## 哪些只能预览

- 解释项目适合谁和能做什么
- 基于项目文档演示典型对话流程
- 帮助用户判断是否值得安装或继续研究

## 哪些必须安装后验证

- 真实安装 Skill、插件或 CLI
- 执行脚本、修改本地文件或访问外部服务
- 验证真实输出质量、性能和兼容性

## 边界与风险判断卡

- **把安装前预览误认为真实运行**：用户可能高估项目已经完成的配置、权限和兼容性验证。 处理方式：明确区分 prompt_preview_can_do 与 runtime_required。 Claim：`clm_0008` inferred 0.45
- **命令执行会修改本地环境**：安装命令可能写入用户主目录、宿主插件目录或项目配置。 处理方式：先在隔离环境或测试账号中运行。 证据：`AGENTS.md`, `README.md` Claim：`clm_0009` supported 0.86
- **待确认**：真实安装后是否与用户当前宿主 AI 版本兼容？。原因：兼容性只能通过实际宿主环境验证。
- **待确认**：项目输出质量是否满足用户具体任务？。原因：安装前预览只能展示流程和边界，不能替代真实评测。
- **待确认**：安装命令是否需要网络、权限或全局写入？。原因：这影响企业环境和个人环境的安装风险。

## 开工前工作上下文

### 加载顺序

- 先读取 how_to_use.host_ai_instruction，建立安装前判断资产的边界。
- 读取 claim_graph_summary，确认事实来自 Claim/Evidence Graph，而不是 Human Wiki 叙事。
- 再读取 intended_users、capabilities 和 quick_start_candidates，判断用户是否匹配。
- 需要执行具体任务时，优先查 role_skill_index，再查 evidence_index。
- 遇到真实安装、文件修改、网络访问、性能或兼容性问题时，转入 risk_card 和 boundaries.runtime_required。

### 任务路由

- **AI Skill / Agent 指令资产库**：先基于 role_skill_index / evidence_index 帮用户挑选可用角色、Skill 或工作流。 边界：可做安装前 Prompt 体验。 证据：`.opencode/skills/boomerang-handoff/SKILL.md`, `.opencode/skills/boomerang-orchestrator/SKILL.md`, `.opencode/skills/external-skills-fetcher/SKILL.md`, `.opencode/skills/kanban-board-manager/SKILL.md` 等 Claim：`clm_0001` supported 0.86
- **命令行启动或安装流程**：先说明这是安装后验证能力，再给出安装前检查清单。 边界：必须真实安装或运行后验证。 证据：`AGENTS.md`, `README.md` Claim：`clm_0002` supported 0.86

### 上下文规模

- 文件总数：481
- 重要文件覆盖：40/481
- 证据索引条目：73
- 角色 / Skill 条目：7

### 证据不足时的处理

- **missing_evidence**：说明证据不足，要求用户提供目标文件、README 段落或安装后验证记录；不要补全事实。
- **out_of_scope_request**：说明该任务超出当前 AI Context Pack 证据范围，并建议用户先查看 Human Manual 或真实安装后验证。
- **runtime_request**：给出安装前检查清单和命令来源，但不要替用户执行命令或声称已执行。
- **source_conflict**：同时展示冲突来源，标记为待核实，不要强行选择一个版本。

## Prompt Recipes

### 适配判断

- 目标：判断这个项目是否适合用户当前任务。
- 预期输出：适配结论、关键理由、证据引用、安装前可预览内容、必须安装后验证内容、下一步建议。

```text
请基于 neuralgentics 的 AI Context Pack，先问我 3 个必要问题，然后判断它是否适合我的任务。回答必须包含：适合谁、能做什么、不能做什么、是否值得安装、证据来自哪里。所有项目事实必须引用 evidence_refs、source_paths 或 claim_id。
```

### 安装前体验

- 目标：让用户在安装前感受核心工作流，同时避免把预览包装成真实能力或营销承诺。
- 预期输出：一段带边界标签的体验剧本、安装后验证清单和谨慎建议；不含真实运行承诺或强营销表述。

```text
请把 neuralgentics 当作安装前体验资产，而不是已安装工具或真实运行环境。

请严格输出四段：
1. 先问我 3 个必要问题。
2. 给出一段“体验剧本”：用 [安装前可预览]、[必须安装后验证]、[证据不足] 三种标签展示它可能如何引导工作流。
3. 给出安装后验证清单：列出哪些能力只有真实安装、真实宿主加载、真实项目运行后才能确认。
4. 给出谨慎建议：只能说“值得继续研究/试装”“先补充信息后再判断”或“不建议继续”，不得替项目背书。

硬性边界：
- 不要声称已经安装、运行、执行测试、修改文件或产生真实结果。
- 不要写“自动适配”“确保通过”“完美适配”“强烈建议安装”等承诺性表达。
- 如果描述安装后的工作方式，必须使用“如果安装成功且宿主正确加载 Skill，它可能会……”这种条件句。
- 体验剧本只能写成“示例台词/假设流程”：使用“可能会询问/可能会建议/可能会展示”，不要写“已写入、已生成、已通过、正在运行、正在生成”。
- Prompt Preview 不负责给安装命令；如用户准备试装，只能提示先阅读 Quick Start 和 Risk Card，并在隔离环境验证。
- 所有项目事实必须来自 supported claim、evidence_refs 或 source_paths；inferred/unverified 只能作风险或待确认项。

```

### 角色 / Skill 选择

- 目标：从项目里的角色或 Skill 中挑选最匹配的资产。
- 预期输出：候选角色或 Skill 列表，每项包含适用场景、证据路径、风险边界和是否需要安装后验证。

```text
请读取 role_skill_index，根据我的目标任务推荐 3-5 个最相关的角色或 Skill。每个推荐都要说明适用场景、可能输出、风险边界和 evidence_refs。
```

### 风险预检

- 目标：安装或引入前识别环境、权限、规则冲突和质量风险。
- 预期输出：环境、权限、依赖、许可、宿主冲突、质量风险和未知项的检查清单。

```text
请基于 risk_card、boundaries 和 quick_start_candidates，给我一份安装前风险预检清单。不要替我执行命令，只说明我应该检查什么、为什么检查、失败会有什么影响。
```

### 宿主 AI 开工指令

- 目标：把项目上下文转成一次对话开始前的宿主 AI 指令。
- 预期输出：一段边界明确、证据引用明确、适合复制给宿主 AI 的开工前指令。

```text
请基于 neuralgentics 的 AI Context Pack，生成一段我可以粘贴给宿主 AI 的开工前指令。这段指令必须遵守 not_runtime=true，不能声称项目已经安装、运行或产生真实结果。
```

## 角色 / Skill 索引

- 共索引 7 个角色 / Skill / 项目文档条目。

- **boomerang-handoff**（skill）：End-of-session wrap-up. Runs the self-evolution gate auto-create , then updates HANDOFF.md + TASKS.md, then commits any new SKILL.md files. Invoke via //boomerang-handoff . 激活提示：当用户任务与“boomerang-handoff”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`.opencode/skills/boomerang-handoff/SKILL.md`
- **boomerang-orchestrator**（skill）：Main coordinator for Boomerang Cycle v3 kanban-native . Extrapolates the user prompt, dispatches the architect for a roadmap, seeds the kanban, dispatches narrow cards to workers broker permission-gated , and runs a wrap-up audit with skill self-audit and todo-list update. 激活提示：当用户任务与“boomerang-orchestrator”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`.opencode/skills/boomerang-orchestrator/SKILL.md`
- **external-skills-fetcher**（skill）：Clones the curated external skill repos Orchestra-Research/AI-Research-SKILLs + nextlevelbuilder/ui-ux-pro-max-skill into ~/.neuralgentics/external skills/. Refreshes on session start. Toggle via external skills.enabled in .env. Invoke via //external-skills-fetcher. 激活提示：当用户任务与“external-skills-fetcher”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`.opencode/skills/external-skills-fetcher/SKILL.md`
- **kanban-board-manager**（skill）：Manages the Boomerang kanban board in TASKS.md. Creates, moves, and audits cards across seven statuses triage, todo, ready, running, blocked, done, archived . Seeded by the orchestrator from a roadmap; queried by the orchestrator to find ready cards for dispatch; updated by workers when they complete a card. The board is the durable source of truth for "what is being worked on. 激活提示：当用户任务与“kanban-board-manager”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`.opencode/skills/kanban-board-manager/SKILL.md`
- **skill-self-audit**（skill）：End-of-cycle audit that detects repeated processes and creates skills for them. Invoked by the orchestrator before wrap-up. If a process was repeated more than once during the cycle, the orchestrator invokes boomerang-agent-builder to formalize it as a skill before signing off. 激活提示：当用户任务与“skill-self-audit”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`.opencode/skills/skill-self-audit/SKILL.md`
- **todo-list-updater**（skill）：Refreshes the project's todo list TASKS.md or its Current Phase section to reflect the current cycle's state. Invoked by the orchestrator at end of cycle, when a phase transitions, or when the user asks to clean up the todo list. Marks done items, removes stale items, adds newly discovered items, and keeps the file scannable for the next cycle. 激活提示：当用户任务与“todo-list-updater”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`.opencode/skills/todo-list-updater/SKILL.md`
- **update-gh-docs**（skill）：Updates GitHub-flavored documentation README, CHANGELOG, release notes so they are consistent, well-formatted, and validated to render correctly on github.com. Invoked as part of the release-card workflow, before tagging a release. Generic prompts for any GitHub-hosted project, with neuralgentics-specific tailoring hero copy from Session 22, fish-shell user, podman-only, no docker, repo at Veedubin/neuralgentics . 激活提示：当用户任务与“update-gh-docs”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`.opencode/skills/update-gh-docs/SKILL.md`

## 证据索引

- 共索引 73 条证据。

- **Neuralgentics**（documentation）：An open-source agent runtime, built for engineers who ship. 证据：`README.md`
- **@neuralgentics/plugin**（documentation）：OpenCode integration plugin that wires the Neuralgentics runtime into the IDE. 证据：`packages/plugin/README.md`
- **@neuralgentics/sdk**（documentation）：Typed client library for Neuralgentics sub-agents and external consumers. 证据：`packages/sdk/README.md`
- **@neuralgentics/tui**（documentation）：OpenTUI-based terminal interface for Neuralgentics v0.1.0. 证据：`packages/tui/README.md`
- **Package**（package_manifest）：{ "dependencies": { "@opencode-ai/plugin": "1.15.9" } } 证据：`.opencode/package.json`
- **Package**（package_manifest）：{ "name": "@neuralgentics/root", "version": "0.9.0", "description": "Neuralgentics — coding agent built on OpenCode", "private": true, "type": "module", "bin": { "neuralgentics": "./neuralgentics" }, "scripts": { "start": "./neuralgentics start", "serve": "./neuralgentics serve", "build": "./scripts/build.sh", "build:ts": "tsc -p packages/plugin/tsconfig.json && tsc -p packages/orchestrator/tsconfig.json", "build:py": "cd packages/memini-core && uv build", "install:all": "bun install && cd packages/memini-core && uv sync", "dev:memini": "cd packages/memini-core && uv run python -m memini core.server", "dev:plugin": "bun run --watch packages/plugin/src/index.ts", "test": "bun test packages/p… 证据：`package.json`
- **Package**（package_manifest）：{ "name": "@veedubin/neuralgentics", "version": "0.9.2", "description": "Neuralgentics OpenCode plugin — agent personas, skills, routing enforcement, and MCP tools.", "type": "module", "main": "./dist/server.js", "types": "./dist/server.d.ts", "files": "dist/" , "exports": { ".": { "import": "./dist/server.js", "types": "./dist/server.d.ts" }, "./library": { "import": "./dist/neuralgentics/index.js", "types": "./dist/neuralgentics/index.d.ts" }, "./server": { "import": "./dist/server.js", "types": "./dist/server.d.ts" } }, "scripts": { "build": "tsc", "typecheck": "tsc --noEmit", "test:e2e": "node e2e test.mjs", "prepublishOnly": "npm run typecheck && npm run build" }, "keywords": "opencode… 证据：`overlay/packages/opencode/package.json`
- **Package**（package_manifest）：{ "name": "@neuralgentics/orchestrator", "version": "0.0.1-alpha", "description": "Neuralgentics orchestrator — routing, protocol enforcement, context building", "type": "module", "main": "dist/index.js", "types": "dist/index.d.ts", "exports": { ".": { "import": "./dist/index.js", "types": "./dist/index.d.ts" }, "./types": { "import": "./dist/types.js", "types": "./dist/types.d.ts" } }, "scripts": { "build": "tsc", "typecheck": "tsc --noEmit", "test": "vitest run", "test:watch": "vitest" }, "dependencies": {}, "devDependencies": { "@types/node": "^22.0.0", "typescript": "^5.7.0", "vitest": "^3.0.0" }, "peerDependencies": {}, "engines": { "node": " =20.0.0" } } 证据：`packages/orchestrator/package.json`
- **Package**（package_manifest）：{ "name": "@neuralgentics/plugin", "version": "0.2.0", "description": "Neuralgentics OpenCode plugin — MCP tools, memory adapter, routing enforcement", "type": "module", "main": "dist/index.js", "types": "dist/index.d.ts", "exports": { ".": { "import": "./dist/index.js", "types": "./dist/index.d.ts" }, "./adapters": { "import": "./dist/adapters/index.js", "types": "./dist/adapters/index.d.ts" } }, "scripts": { "build": "tsc", "typecheck": "tsc --noEmit" }, "dependencies": { "@neuralgentics/orchestrator": "workspace: " }, "devDependencies": { "@types/node": "^22.0.0", "typescript": "^5.7.0" }, "engines": { "node": " =20.0.0" } } 证据：`packages/plugin/package.json`
- **Package**（package_manifest）：{ "name": "@neuralgentics/sdk", "version": "0.2.0", "description": "Boomerang SDK wrapper — typed client, routing, memory adapter, and hook abstractions for Neuralgentics", "type": "module", "main": "dist/index.js", "types": "dist/index.d.ts", "exports": { ".": { "import": "./dist/index.js", "types": "./dist/index.d.ts" }, "./types": { "import": "./dist/types.js", "types": "./dist/types.d.ts" }, "./adapters": { "import": "./dist/adapters/index.js", "types": "./dist/adapters/index.d.ts" } }, "scripts": { "build": "tsc", "typecheck": "tsc --noEmit", "test": "vitest run", "test:watch": "vitest" }, "dependencies": { "@neuralgentics/orchestrator": "workspace: " }, "peerDependencies": { "@opencod… 证据：`packages/sdk/package.json`
- **Package**（package_manifest）：{ "name": "@neuralgentics/tui", "version": "0.9.0", "description": "Neuralgentics TUI — OpenTUI-based terminal interface", "type": "module", "main": "src/index.ts", "module": "src/index.ts", "types": "src/index.ts", "scripts": { "start": "bun run src/index.ts", "build": "bun build src/index.ts --outdir=dist --target=bun", "lint": "eslint src/ --ext .ts", "typecheck": "tsc --noEmit", "test": "bun test" }, "dependencies": { "@opencode-ai/sdk": "^1.15.13", "@opentui/core": "^0.3.1", "@opentui/core-linux-x64": "^0.3.1" }, "devDependencies": { "@types/bun": "latest", "typescript": "^5" }, "engines": { "bun": " =1.3.0" } } 证据：`packages/tui/package.json`
- **Neuralgentics Agents**（documentation）：Provider Configuration Ollama Cloud & Alternatives 证据：`AGENTS.md`
- **Boomerang Handoff**（skill_instruction）：At the end of every session , or when the user explicitly requests //boomerang-handoff . This skill wraps up the session, runs the self-evolution gate to auto-create skills from repeated patterns, updates documentation, and commits any new artifacts. 证据：`.opencode/skills/boomerang-handoff/SKILL.md`
- **Boomerang Orchestrator**（skill_instruction）：At session start, if external skills.enabled=true in ~/.neuralgentics/.env , invoke the external-skills-fetcher skill to ensure the curated external skill repos are cloned and up-to-date. This is done BEFORE the SESSION START PROTOCOL so that the new SKILL.md files are visible to AGENTS.md and the rest of the protocol. 证据：`.opencode/skills/boomerang-orchestrator/SKILL.md`
- **External Skills Fetcher**（skill_instruction）：- At session start — the plugin's session-start hook invokes this skill automatically before the SESSION START PROTOCOL so that the new SKILL.md files are visible to AGENTS.md and the rest of the protocol . - Manually — via //external-skills-fetcher when the user wants to refresh external skills mid-session. - At release time — scripts/release.sh calls the fetcher before building the dist tarball. 证据：`.opencode/skills/external-skills-fetcher/SKILL.md`
- **Kanban Board Manager**（skill_instruction）：The kanban board lives in the project's TASKS.md file. It has seven statuses Hermes-compatible and supports dependency links between cards. The board manager is the only agent that mutates the board. Workers report status changes through it; the orchestrator queries it to find ready cards. 证据：`.opencode/skills/kanban-board-manager/SKILL.md`
- **Skill Self-Audit**（skill_instruction）：The orchestrator runs this audit at the end of every cycle. The audit scans the cycle for processes that were repeated more than once — and if any are found, the orchestrator creates a skill for them. This is how the Boomerang v3 skill library grows organically: as patterns repeat, they get formalized. 证据：`.opencode/skills/skill-self-audit/SKILL.md`
- **Todo List Updater**（skill_instruction）：The todo list lives in TASKS.md or in a project-specific location if the project overrides the convention . The orchestrator invokes this skill to keep the file current. The file is the canonical "what are we working on right now" — chat scrollback and memory are not. 证据：`.opencode/skills/todo-list-updater/SKILL.md`
- **Update GitHub Docs**（skill_instruction）：When the orchestrator is about to tag a release, this skill updates the GitHub-visible documentation files README.md , CHANGELOG.md , GitHub release notes, and any repo-root .md files visitors see first so they are: - Consistent — version numbers, dates, links all match - Complete — every public-facing file has accurate content - Formatted correctly — renders cleanly on github.com no broken markdown, no mermaid — use Unicode box-drawing per neuralgentics house style - Validated — links resolve, code blocks have correct language tags, table-of-contents works 证据：`.opencode/skills/update-gh-docs/SKILL.md`
- **License**（source_file）：Copyright c 2026 neuralgentics contributors 证据：`LICENSE`
- **C.1 — packages/core/ deletion v0.2.0 cleanup**（documentation）：C.1 — packages/core/ deletion v0.2.0 cleanup 证据：`docs/CLEANUP_C1_DELETE_CORE.md`
- **C.3 — packages/broker/ Python deletion v0.2.0 cleanup**（documentation）：C.3 — packages/broker/ Python deletion v0.2.0 cleanup 证据：`docs/CLEANUP_C3_DELETE_PYTHON_BROKER.md`
- **Changelog**（documentation）：All notable changes to this project will be documented in this file. 证据：`docs/changelog.md`
- **Development**（documentation）：This guide is for contributors wishing to extend the Neuralgentics runtime. 证据：`docs/development.md`
- **Multi-Agent Orchestration, Permissions-based MCP Server Broker, Context Continuity Across Sessions**（documentation）：Multi-Agent Orchestration, Permissions-based MCP Server Broker, Context Continuity Across Sessions 证据：`docs/index.md`
- **Python Embedding Sidecar Setup**（documentation）：The Neuralgentics TUI can use a Python gRPC sidecar for BGE-Large 1024-dim embeddings. Without the sidecar, memory operations still work — they use noop 384-dim embeddings instead. The sidecar is an advanced feature for users who need high-quality semantic search. 证据：`docs/sidecar-setup.md`
- **Troubleshooting**（documentation）：This guide covers the most common errors encountered when running Neuralgentics. 证据：`docs/troubleshooting.md`
- **Broker Flow**（documentation）：The Neuralgentics Broker is the strategic gatekeeper between the agent swarm and the external world. Its primary purpose is to enforce permissions and minimize token waste. 证据：`docs/architecture/broker-flow.md`
- **Dispatch Flow**（documentation）：The Orchestrator is the "brain" of the session. It translates a vague user request into a deterministic set of tasks, ensuring no step is skipped and every agent has exactly the context it needs. 证据：`docs/architecture/dispatch-flow.md`
- **System Overview**（documentation）：The Harness neuralgentics is the harness that turns a language model into a reliable agent. The harness consists of: the broker tool permission enforcement , the memory engine trust-scored persistence , the kanban work decomposition , and the protocol 8-step mandatory lifecycle . 证据：`docs/architecture/overview.md`
- **Permission Model**（documentation）：Neuralgentics employs a rigid Role-Based Access Control RBAC model. This is not just for security; it is fundamentally about token optimization . By restricting the tool catalog available to a specific agent, we prevent "tool-drift" and reduce prompt noise. 证据：`docs/architecture/permission-model.md`
- **Neuralgentics API Reference**（documentation）：THIS DOCUMENT IS ARCHIVED AS OF 2026-06-04. It describes an older version of Neuralgentics and may reference APIs, install paths, or env vars that no longer exist. 证据：`docs/archive/v0-pre-docs/API_REFERENCE.md`
- **Architecture: Neuralgentics**（documentation）：THIS DOCUMENT IS ARCHIVED AS OF 2026-06-04. It describes an older version of Neuralgentics and may reference APIs, install paths, or env vars that no longer exist. 证据：`docs/archive/v0-pre-docs/ARCHITECTURE.md`
- **Neuralgentics MCP Broker**（documentation）：THIS DOCUMENT IS ARCHIVED AS OF 2026-06-04. It describes an older version of Neuralgentics and may reference APIs, install paths, or env vars that no longer exist. 证据：`docs/archive/v0-pre-docs/BROKER.md`
- **Neuralgentics Migration Guide**（documentation）：THIS DOCUMENT IS ARCHIVED AS OF 2026-06-04. It describes an older version of Neuralgentics and may reference APIs, install paths, or env vars that no longer exist. 证据：`docs/archive/v0-pre-docs/MIGRATION_GUIDE.md`
- **Deferred Follow-ups**（documentation）：Status: Parked ideas for future releases. None are blocking v0.5.0 current . They live here so they don't get lost across sessions. 证据：`docs/design/deferred-followups.md`
- **Neuralgentics Documentation Site — Design**（documentation）：Neuralgentics Documentation Site — Design 证据：`docs/design/docs-site-architecture.md`
- **Neuralgentics Init CLI Bootstrapper — Architecture Design**（documentation）：Neuralgentics Init CLI Bootstrapper — Architecture Design 证据：`docs/design/init-cli-bootstrapper.md`
- **Embedding Sidecar Productionization Design**（documentation）：Embedding Sidecar Productionization Design 证据：`docs/design/sidecar-productionization.md`
- **Skills Brokering + Auto-Evolution — Phase 1 Design**（documentation）：Skills Brokering + Auto-Evolution — Phase 1 Design 证据：`docs/design/skills-brokering-phase-1-design.md`
- **Skills Brokering + Auto-Evolution — Phase 2 Design**（documentation）：Skills Brokering + Auto-Evolution — Phase 2 Design 证据：`docs/design/skills-brokering-phase-2-design.md`
- **Skills Brokering + Auto-Evolution — Phase 3 Design**（documentation）：Skills Brokering + Auto-Evolution — Phase 3 Design 证据：`docs/design/skills-brokering-phase-3-design.md`
- **Transport Architecture & Multi-Provider Registry**（documentation）：Transport Architecture & Multi-Provider Registry 证据：`docs/design/transport-architecture.md`
- **v0.5.0 Design: OCI-shareable Profile, HTTP/SSE Transport, small model Provider Awareness, CI -short Fix**（documentation）：v0.5.0 Design: OCI-shareable Profile, HTTP/SSE Transport, small model Provider Awareness, CI -short Fix 证据：`docs/design/v0.5.0-profile-and-transport.md`
- **v0.6.0 — Tasks Table + Parking Lot in Postgres**（documentation）：v0.6.0 — Tasks Table + Parking Lot in Postgres 证据：`docs/design/v0.6.0-tasks-table-parked.md`
- **Installation**（documentation）：You're installing the harness for AI agents - a 26 MB Go binary that brokers tool calls, scores memory, and persists context across sessions. 证据：`docs/getting-started/installation.md`
- **Quickstart**（documentation）：Get Neuralgentics from "Clone" to "First Dispatch" in under 5 minutes. 证据：`docs/getting-started/quickstart.md`
- **Environment Variables**（documentation）：Neuralgentics uses a multi-layered environment configuration to allow seamless transition from local development to production clouds. 证据：`docs/reference/env-vars.md`
- **Kanban System**（documentation）：Neuralgentics manages work using a durable Kanban board located in TASKS.md . This prevents the "forgetting" problem common in long LLM sessions by anchoring progress in a physical file. 证据：`docs/reference/kanban-system.md`
- **Memory System**（documentation）：Neuralgentics does not use a simple "vector search" for context. It implements a Trust-Weighted Semantic Memory system that separates raw data from verified patterns. 证据：`docs/reference/memory-system.md`
- **Session Lifecycle**（documentation）：A Neuralgentics session is not a stream of chat messages; it is a strict sequence of states. Every single task MUST follow the 9-Step Mandatory Protocol . 证据：`docs/reference/session-lifecycle.md`
- **Pyproject**（source_file）：project name = "neuralgentics" version = "0.0.1-alpha" description = "Neuralgentics — coding agent built on OpenCode" requires-python = " =3.11" readme = "README.md" license = {file = "LICENSE"} 证据：`pyproject.toml`
- **─── Logging ─────────────────────────────────────────────────────────────────**（source_file）：set -euo pipefail APP="neuralgentics" DEFAULT VERSION="0.9.0" REPO="${NEURALGENTICS REPO:-Veedubin/neuralgentics}" PREFIX="" VERSION="${DEFAULT VERSION}" DRY RUN=false INSTALL HOME=false YES=false ─── Logging ───────────────────────────────────────────────────────────────── log { printf " %s %s\n" "$APP" "$ " &2; } warn { printf " warn %s\n" "$ " &2; } err { printf " ERROR %s\n" "$ " &2; exit 1; } has systemd { -d "$HOME/.config/systemd/user" && command -v systemctl /dev/null 2 &1 } install env file { local env file="$HOME/.neuralgentics/.env" if -f "$env file" ; then log "env file already exists at ${env file}, skipping" return 0 fi if $DRY RUN; then log " dry-run Would create ${env file}"… 证据：`scripts/install.sh`
- **Pyproject**（source_file）：project name = "memini-core" version = "0.1.0" description = "Core memory server with PostgreSQL/pgvector storage — no MCP, pure HTTP REST" requires-python = " =3.11" dependencies = "fastapi =0.115", "uvicorn standard =0.29", "psycopg2-binary =2.9", "sentence-transformers =2.6", "pydantic =2.6", 证据：`packages/memini-core/pyproject.toml`
- **Adapter**（source_file）：package orchestrator ⋮---- import "context" "neuralgentics/src/neuralgentics/memory" "neuralgentics/src/neuralgentics/memory/core" ⋮---- "context" ⋮---- "neuralgentics/src/neuralgentics/memory" "neuralgentics/src/neuralgentics/memory/core" ⋮---- type MemorySystemAdapter struct { mem memory.MemorySystem } ⋮---- func NewMemorySystemAdapter mem memory.MemorySystem MemorySystemAdapter ⋮---- func sys MemorySystemAdapter AddMemory ctx context.Context, entry MemoryEntry string, error ⋮---- func sys MemorySystemAdapter QueryMemories ctx context.Context, query string, opts SearchOptions MemoryEntry, error ⋮---- var coreOpts core.SearchOptions ⋮---- func sys MemorySystemAdapter GetMemory ctx context.… 证据：`packages/orchestrator-go/src/neuralgentics/orchestrator/adapter.go`
- **Adapter Test**（source_file）：package orchestrator ⋮---- import "context" "fmt" "sync" "time" "testing" "neuralgentics/src/neuralgentics/memory" "neuralgentics/src/neuralgentics/memory/core" ⋮---- "context" "fmt" "sync" "time" ⋮---- "testing" ⋮---- "neuralgentics/src/neuralgentics/memory" "neuralgentics/src/neuralgentics/memory/core" ⋮---- type testStore struct { mu sync.Mutex memories map string core.MemoryEntry trustAdjs core.TrustAdjustment idCounter int } ⋮---- func newTestStore testStore ⋮---- func s testStore nextID int ⋮---- func s testStore Initialize context.Context error func s testStore Close context.Context error func s testStore Ping context.Context error func s testStore Stats context.Context core.StatusRe… 证据：`packages/orchestrator-go/src/neuralgentics/orchestrator/adapter_test.go`
- **Context Builder**（source_file）：package orchestrator ⋮---- import "context" "encoding/json" "fmt" "strings" "time" "neuralgentics-orchestrator/src/neuralgentics/orchestrator/skills" ⋮---- "context" "encoding/json" "fmt" "strings" "time" ⋮---- "neuralgentics-orchestrator/src/neuralgentics/orchestrator/skills" ⋮---- func BuildContextPackage ctx context.Context, mem MemoryProvider, task Task, agent AgentRole, ContextPackage, error ⋮---- var previousDecisions string ⋮---- func StoreContextPackage ctx context.Context, mem MemoryProvider, pkg ContextPackage, task Task, agent AgentRole, string, error ⋮---- func FetchContextPackage ctx context.Context, mem MemoryProvider, memoryID string, ContextPackage, error ⋮---- var pkg Conte… 证据：`packages/orchestrator-go/src/neuralgentics/orchestrator/context_builder.go`
- **Context Builder Test**（source_file）：package orchestrator ⋮---- import "context" "strings" "testing" ⋮---- "context" "strings" "testing" ⋮---- type mockMemoryProvider struct { memories MemoryEntry addErr error queryErr error getErr error } ⋮---- func m mockMemoryProvider AddMemory context.Context, entry MemoryEntry string, error ⋮---- func m mockMemoryProvider QueryMemories context.Context, string, SearchOptions MemoryEntry, error ⋮---- func m mockMemoryProvider GetMemory context.Context, string MemoryEntry, error ⋮---- func m mockMemoryProvider DeleteMemory context.Context, string error ⋮---- func m mockMemoryProvider AdjustTrust context.Context, string, TrustSignal TrustAdjustment, error ⋮---- func m mockMemoryProvider Close… 证据：`packages/orchestrator-go/src/neuralgentics/orchestrator/context_builder_test.go`
- **E2E Test**（source_file）：package orchestrator ⋮---- import "context" "fmt" "sync" "testing" tcpostgres "github.com/testcontainers/testcontainers-go/modules/postgres" "neuralgentics/src/neuralgentics/memory" "neuralgentics/src/neuralgentics/memory/core" ⋮---- "context" "fmt" "sync" "testing" ⋮---- tcpostgres "github.com/testcontainers/testcontainers-go/modules/postgres" ⋮---- "neuralgentics/src/neuralgentics/memory" "neuralgentics/src/neuralgentics/memory/core" ⋮---- func setupE2EDB t testing.T, ctx context.Context tcpostgres.PostgresContainer, string ⋮---- func shouldSkipE2E t testing.T ⋮---- func TestE2E OrchestratorMemoryLifecycle t testing.T ⋮---- func TestE2E ParallelDispatch t testing.T ⋮---- const numTasks =… 证据：`packages/orchestrator-go/src/neuralgentics/orchestrator/e2e_test.go`
- **Improve**（source_file）：package orchestrator ⋮---- import "context" "crypto/sha256" "encoding/hex" "fmt" "log" "os" "path/filepath" "time" ⋮---- "context" "crypto/sha256" "encoding/hex" "fmt" "log" "os" "path/filepath" "time" ⋮---- type FileFingerprint struct { Path string json:"path" SHA256 string json:"sha256" Size int json:"size" } ⋮---- type ConfigFingerprint struct { AgentsMD string json:"agents md" OpenCodeConfig string json:"opencode config" SkillFiles FileFingerprint json:"skill files" AgentPersonas FileFingerprint json:"agent personas" HashMismatch bool json:"hash mismatch" CapturedAt time.Time json:"captured at" } ⋮---- type ContextBudget struct { TaskInputTokens int json:"task input tokens" TaskOutputTo… 证据：`packages/orchestrator-go/src/neuralgentics/orchestrator/improve.go`
- 其余 13 条证据见 `AI_CONTEXT_PACK.json` 或 `EVIDENCE_INDEX.json`。

## 宿主 AI 必须遵守的规则

- **把本资产当作开工前上下文，而不是运行环境。**：AI Context Pack 只包含证据化项目理解，不包含目标项目的可执行状态。 证据：`README.md`, `packages/plugin/README.md`, `packages/sdk/README.md`
- **回答用户时区分可预览内容与必须安装后才能验证的内容。**：安装前体验的消费者价值来自降低误装和误判，而不是伪装成真实运行。 证据：`README.md`, `packages/plugin/README.md`, `packages/sdk/README.md`

## 用户开工前应该回答的问题

- 你准备在哪个宿主 AI 或本地环境中使用它？
- 你只是想先体验工作流，还是准备真实安装？
- 你最在意的是安装成本、输出质量、还是和现有规则的冲突？

## 验收标准

- 所有能力声明都能回指到 evidence_refs 中的文件路径。
- AI_CONTEXT_PACK.md 没有把预览包装成真实运行。
- 用户能在 3 分钟内看懂适合谁、能做什么、如何开始和风险边界。

---

## Doramagic Context Augmentation

下面内容用于强化 Repomix/AI Context Pack 主体。Human Manual 只提供阅读骨架；踩坑日志会被转成宿主 AI 必须遵守的工作约束。

## Human Manual 骨架

使用规则：这里只是项目阅读路线和显著性信号，不是事实权威。具体事实仍必须回到 repo evidence / Claim Graph。

宿主 AI 硬性规则：
- 不得把页标题、章节顺序、摘要或 importance 当作项目事实证据。
- 解释 Human Manual 骨架时，必须明确说它只是阅读路线/显著性信号。
- 能力、安装、兼容性、运行状态和风险判断必须引用 repo evidence、source path 或 Claim Graph。

- **项目概览**：importance `high`
  - source_paths: .opencode/package.json, README.md, overlay/packages/opencode/package.json, package.json, packages/memini-core/pyproject.toml
- **Src 模块**：importance `high`
  - source_paths: packages/broker-go/src/neuralgentics/broker/access/access.go, packages/broker-go/src/neuralgentics/broker/access/access_test.go, packages/broker-go/src/neuralgentics/broker/broker.go, packages/broker-go/src/neuralgentics/broker/broker_api_test.go, packages/broker-go/src/neuralgentics/broker/broker_integration_test.go
- **Src 模块**：importance `high`
  - source_paths: packages/plugin/src/adapters/index.ts, packages/plugin/src/adapters/memory.ts, packages/plugin/src/hooks/backup.ts, packages/plugin/src/hooks/compaction.test.ts, packages/plugin/src/hooks/compaction.ts
- **Src 模块**：importance `high`
  - source_paths: packages/orchestrator-go/src/neuralgentics/orchestrator/adapter.go, packages/orchestrator-go/src/neuralgentics/orchestrator/adapter_test.go, packages/orchestrator-go/src/neuralgentics/orchestrator/context_builder.go, packages/orchestrator-go/src/neuralgentics/orchestrator/context_builder_test.go, packages/orchestrator-go/src/neuralgentics/orchestrator/e2e_test.go

## Repo Inspection Evidence / 源码检查证据

- repo_clone_verified: true
- repo_inspection_verified: true
- repo_commit: `9b7723bd8ed0e9b6121bc18989a62b0b4ce06383`
- inspected_files: `README.md`, `docker-compose.yml`, `package.json`, `pyproject.toml`, `docs/CLEANUP_C1_DELETE_CORE.md`, `docs/CLEANUP_C3_DELETE_PYTHON_BROKER.md`, `docs/architecture/broker-flow.md`, `docs/architecture/diagrams/combined/mermaid-config.json`, `docs/architecture/diagrams/combined/puppeteer.json`, `docs/architecture/diagrams/mermaid-config.json`, `docs/architecture/diagrams/puppeteer.json`, `docs/architecture/dispatch-flow.md`, `docs/architecture/overview.md`, `docs/architecture/permission-model.md`, `docs/archive/v0-pre-docs/API_REFERENCE.md`, `docs/archive/v0-pre-docs/ARCHITECTURE.md`, `docs/archive/v0-pre-docs/BROKER.md`, `docs/archive/v0-pre-docs/MIGRATION_GUIDE.md`, `docs/changelog.md`, `docs/design/deferred-followups.md`

宿主 AI 硬性规则：
- 没有 repo_clone_verified=true 时，不得声称已经读过源码。
- 没有 repo_inspection_verified=true 时，不得把 README/docs/package 文件判断写成事实。
- 没有 quick_start_verified=true 时，不得声称 Quick Start 已跑通。

## Doramagic Pitfall Constraints / 踩坑约束

这些规则来自 Doramagic 发现、验证或编译过程中的项目专属坑点。宿主 AI 必须把它们当作工作约束，而不是普通说明文字。

### Constraint 1: 失败模式：installation: Neuralgentics v0.6.7

- Trigger: Developers should check this installation risk before relying on the project: Neuralgentics v0.6.7
- Host AI rule: Before packaging this project, run the relevant install/config/quickstart check for: Neuralgentics v0.6.7. Context: Observed when using python, docker
- Why it matters: Upgrade or migration may change expected behavior: Neuralgentics v0.6.7
- Evidence: failure_mode_cluster:github_release | https://github.com/Veedubin/neuralgentics/releases/tag/v0.6.7 | Neuralgentics v0.6.7
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 2: 失败模式：installation: Neuralgentics v0.6.8

- Trigger: Developers should check this installation risk before relying on the project: Neuralgentics v0.6.8
- Host AI rule: Before packaging this project, run the relevant install/config/quickstart check for: Neuralgentics v0.6.8. Context: Observed when using python, docker
- Why it matters: Upgrade or migration may change expected behavior: Neuralgentics v0.6.8
- Evidence: failure_mode_cluster:github_release | https://github.com/Veedubin/neuralgentics/releases/tag/v0.6.8 | Neuralgentics v0.6.8
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 3: 失败模式：installation: Neuralgentics v0.7.0

- Trigger: Developers should check this installation risk before relying on the project: Neuralgentics v0.7.0
- Host AI rule: Before packaging this project, run the relevant install/config/quickstart check for: Neuralgentics v0.7.0. Context: Observed when using python, docker
- Why it matters: Upgrade or migration may change expected behavior: Neuralgentics v0.7.0
- Evidence: failure_mode_cluster:github_release | https://github.com/Veedubin/neuralgentics/releases/tag/v0.7.0 | Neuralgentics v0.7.0
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 4: 失败模式：installation: Neuralgentics v0.7.1

- Trigger: Developers should check this installation risk before relying on the project: Neuralgentics v0.7.1
- Host AI rule: Before packaging this project, run the relevant install/config/quickstart check for: Neuralgentics v0.7.1. Context: Observed when using python, docker
- Why it matters: Upgrade or migration may change expected behavior: Neuralgentics v0.7.1
- Evidence: failure_mode_cluster:github_release | https://github.com/Veedubin/neuralgentics/releases/tag/v0.7.1 | Neuralgentics v0.7.1
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 5: 失败模式：installation: neuralgentics-0.7.2

- Trigger: Developers should check this installation risk before relying on the project: neuralgentics-0.7.2
- Host AI rule: Before packaging this project, run the relevant install/config/quickstart check for: neuralgentics-0.7.2. Context: Observed during installation or first-run setup.
- Why it matters: Upgrade or migration may change expected behavior: neuralgentics-0.7.2
- Evidence: failure_mode_cluster:github_release | https://github.com/Veedubin/neuralgentics/releases/tag/v0.7.2 | neuralgentics-0.7.2
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 6: 失败模式：installation: neuralgentics-0.7.3

- Trigger: Developers should check this installation risk before relying on the project: neuralgentics-0.7.3
- Host AI rule: Before packaging this project, run the relevant install/config/quickstart check for: neuralgentics-0.7.3. Context: Observed during installation or first-run setup.
- Why it matters: Upgrade or migration may change expected behavior: neuralgentics-0.7.3
- Evidence: failure_mode_cluster:github_release | https://github.com/Veedubin/neuralgentics/releases/tag/v0.7.3 | neuralgentics-0.7.3
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 7: 失败模式：installation: neuralgentics-0.8.0

- Trigger: Developers should check this installation risk before relying on the project: neuralgentics-0.8.0
- Host AI rule: Before packaging this project, run the relevant install/config/quickstart check for: neuralgentics-0.8.0. Context: Observed during installation or first-run setup.
- Why it matters: Upgrade or migration may change expected behavior: neuralgentics-0.8.0
- Evidence: failure_mode_cluster:github_release | https://github.com/Veedubin/neuralgentics/releases/tag/v0.8.0 | neuralgentics-0.8.0
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 8: 失败模式：installation: neuralgentics-0.9.0

- Trigger: Developers should check this installation risk before relying on the project: neuralgentics-0.9.0
- Host AI rule: Before packaging this project, run the relevant install/config/quickstart check for: neuralgentics-0.9.0. Context: Observed during installation or first-run setup.
- Why it matters: Upgrade or migration may change expected behavior: neuralgentics-0.9.0
- Evidence: failure_mode_cluster:github_release | https://github.com/Veedubin/neuralgentics/releases/tag/v0.9.0 | neuralgentics-0.9.0
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 9: 失败模式：installation: neuralgentics-0.9.1

- Trigger: Developers should check this installation risk before relying on the project: neuralgentics-0.9.1
- Host AI rule: Before packaging this project, run the relevant install/config/quickstart check for: neuralgentics-0.9.1. Context: Observed when using node
- Why it matters: Upgrade or migration may change expected behavior: neuralgentics-0.9.1
- Evidence: failure_mode_cluster:github_release | https://github.com/Veedubin/neuralgentics/releases/tag/v0.9.1 | neuralgentics-0.9.1
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 10: 失败模式：installation: neuralgentics-0.9.2

- Trigger: Developers should check this installation risk before relying on the project: neuralgentics-0.9.2
- Host AI rule: Before packaging this project, run the relevant install/config/quickstart check for: neuralgentics-0.9.2. Context: Observed when using node
- Why it matters: Upgrade or migration may change expected behavior: neuralgentics-0.9.2
- Evidence: failure_mode_cluster:github_release | https://github.com/Veedubin/neuralgentics/releases/tag/v0.9.2 | neuralgentics-0.9.2
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。