Bailian managed agent IaC (bl managed-agent)
CRITICAL — Before executing, MUST read the shared protocol in ../bailian-protocol/SKILL.md: High-risk operation confirmation, Version & updates (pre-flight checklist), and CLI errors: report an issue. Command details are authoritative in reference/managed-agent.md and bl managed-agent --help — do not guess flags. If that protocol file is missing, stop and run bl skill init; do not guess auth/consent.
Safety guardrail (the most important rule)
apply / destroy and single-resource create --yes mutate persistent remote resources:
- For
agents.yaml resource changes, always run bl managed-agent plan first and show the diff to the user.
- A single-resource create command previews its scoped plan when
--yes is absent; show that preview before retrying it with --yes.
- Only after explicit user confirmation, retry
apply / destroy / single-resource create with --yes.
- Never add
--yes on your own initiative before the user has confirmed.
API-oriented commands do not replace IaC. Agent / Environment / Skill / Vault / Deployment 的 create 命令仍通过
agents.yaml → scoped plan → scoped apply 管理;查询命令和 Session、Event、File、Deployment 运行时动作直接调用 API。
session archive|delete、file delete、deployment run|pause|unpause 也需要先 --dry-run,确认后才传 --yes。
state rm, session archive|delete, file delete, deployment run|pause|unpause, and future
risk: high commands follow the shared protocol: show the risk message and exact scope, then wait
for explicit confirmation before re-running with --yes.
IaC lifecycle
1. Init bl managed-agent init # scaffold agents.yaml
2. Validate bl managed-agent validate # offline, no network calls
3. Preview bl managed-agent plan # show the pending change diff
4. Confirm show the plan and ask the user # no automatic --yes
5. Apply bl managed-agent apply --yes # only after explicit confirmation
6. Destroy bl managed-agent destroy --yes # separate explicit confirmation
Directory projects, Workbench, and local versions
| Intent |
Command |
| Create or convert a directory project |
bl managed-agent project init |
| Validate and Build directory source |
bl managed-agent project validate / build |
| Publish the current immutable Build |
bl managed-agent project publish --yes |
| Launch project resource editing |
bl managed-agent project workbench |
| Launch one Agent Session Preview |
bl managed-agent playground --agent <id> |
| Enable/disable project versions |
bl managed-agent project version enable / disable |
| Inspect local version state and history |
bl managed-agent project version status / list |
| Preview or restore project source |
bl managed-agent project version preview / restore |
- Bailian CLI and Workbench use the same
.openagentpack/versions/project store and enable switch. Git is not required.
- Directory projects always use Bailian.
project.json does not declare a Provider; Build supplies the Bailian Provider configuration automatically.
- Fresh
project init includes complete Skill/File/Vault/Environment examples with bilingual README files under agents/assistant/<resource-type>/_examples/. They are not linked in agent.json and are excluded from Build discovery, Workbench declarations, and remote Publish. Copy a resource outside _examples/ and configure its Agent reference to use it. Examples remain local versioned source; never put real secrets into them. / 新项目的四类资源示例默认不启用、不发布;请按 README 复制到 _examples/ 外再配置引用,不要向示例写入真实密钥。
project init, validate, build, and version commands are local-only. Publish and Workbench resolve credentials from Bailian CLI flags, shell environment, or the active Profile; project initialization does not write credentials into the project directory.
- Build is local-only. Publish never runs Build implicitly and consumes only a current
.openagentpack/build/agents.yaml plus manifest.
- Build moves literal Vault
secret_value / access_token values from Agent-local or shared vault.json into project-root .env, replacing them with generated environment references. Existing references and .env entries are preserved; conflicts receive suffixed variable names. Preview/dry-run never write or print secrets. Publish and Workbench read the selected project's root .env as a fallback to inherited environment variables, even when invoked elsewhere. .env is private plaintext storage, excluded from local versions but not automatically ignored by Git; keep it backed up securely.
- Build 会将 Agent 本地或共享
vault.json 中的明文密钥移入项目根目录 .env,再写回环境变量引用;保留已有引用和变量,重名时生成后缀。预览不写文件或输出密钥。.env 不进入版本快照,也不加密;请自行备份并加入 Git 忽略规则。
- Agent-local File and Skill content supports Build-time association. A File may be copied directly into
agents/<agent>/files/, or placed in agents/<agent>/files/<id>/ when that directory contains exactly one content file; Build generates file.json and a /mnt/<filename> entry in agent.json.files. A directory under agents/<agent>/skills/<id>/ containing SKILL.md generates skill.json and its agent.json.skills entry. Explicit JSON always wins; shared root resources remain explicit. Resources referenced by multiple Agents are promoted to the corresponding root shared directory during Build.
- A successful Publish versions the canonical YAML and the complete project source tree, including Skill scripts/assets and binary files. Remote State is never versioned or restored.
project version restore restores source files to the working directory, invalidates Build, and does not move version history or remote State.
managed-agent playground remains the standalone agents.yaml Session Preview path; directory Workbench is only under managed-agent project workbench.
Scoped single-resource create
以下命令都先构造 agents.yaml 声明,再通过 SDK 的定向 Plan/Apply 创建远端资源,不绕过 State:
| Resource |
Command |
| Agent |
bl managed-agent agent create |
| Environment |
bl managed-agent environment create |
| Custom Skill |
bl managed-agent skill create |
| Empty Vault |
bl managed-agent vault create |
| Credential in a Vault |
bl managed-agent vault credential create |
| Deployment |
bl managed-agent deployment create |
- 用户只提供资源
name;CLI 自动生成稳定的 YAML 逻辑 key,同名资源用递增后缀并存。Credential 追加到指定 Vault,不单独生成 key。
agent create --skill <id> 直接绑定已存在的远端 Skill,不要求顶层 skills 声明;默认写为 type: custom,平台 Skill 显式增加 --type official。同一次命令中的全部 --skill 共用该类型。
agent create --skill-dir <path> 接收可重复的本地 Skill 目录或 ZIP:CLI 从其中的 SKILL.md 读取 name,自动生成顶层 skills.<key> 声明,并把该 key 写入 Agent 的 skills 列表;定向 Apply 会先上传 custom Skill,再创建 Agent。--type 只作用于 --skill <id>,不改变本地 Skill 的 custom 类型。
- Environment 和 Vault 属于 Session/Deployment 运行时绑定,不是 Agent 创建参数;在
session create|run 或 deployment create 中传入。
- 默认只预览自动 key 和定向计划;
--dry-run 完全离线,只有显式 --yes 才写 YAML 并创建远端资源。
- 定向流程只刷新目标资源及其传递依赖;无关资源不检测 Drift、不产生 action,也不阻塞。
- 目标资源必须是
create,相关依赖必须已经处于 no-op;项目级 Drift 和删除仍由全量 plan/apply 处理。
- 远端创建失败时保留 YAML 声明;修复相关依赖或 Provider 错误后,重复相同命令会复用待创建 key。
skill create 接受本地目录、ZIP 或单个 SKILL.md;远程 URL 仍需手工声明到 YAML,再执行全量 Apply。
Credential secret input
vault credential create --secret-env <ENV_NAME> 中的参数是变量名,不是 Secret 明文。Secret 可来自 Shell export、CI Secret 注入或可选的 .env;CLI 会从当前目录向上自动加载最近的 .env,用户不必创建该文件。
export PROD_API_TOKEN="..."
bl managed-agent vault credential create \
--vault production \
--name api-token \
--secret-name API_TOKEN \
--secret-env PROD_API_TOKEN
- YAML 只保存
secret_value: ${PROD_API_TOKEN},输出、诊断和 State 都不保存明文。
- 不要提交
.env;若使用 .env,先确认项目 .gitignore 已忽略它。
- 预览后再带
--yes 重试。后续执行全量 Apply 时也必须提供同名环境变量。
具体 flags、usage 和 examples 以 reference/ 或对应命令的 --help 为准。
Deployment as IaC
Deployment 与 Agent 一样声明在 agents.yaml 中,并复用同一条 validate → plan → apply → destroy IaC 链路;
deployment create 可追加一条声明并走定向 Apply;CLI 不提供绕过 state 的 Deployment create/update/delete。最小配置:
deployments:
daily-report:
agent: assistant
initial_events:
- type: user.message
content: "Generate today's report."
apply 会在百炼创建原生 Deployment;destroy 会归档已跟踪的远端 Deployment。
schedule 会在 apply 后由百炼服务端执行。若旧流程已有外部 cron / CI,先检查 plan,避免重复触发。
initial_events 至少包含一个 user.message 或 system.message;user.define_outcome 在百炼会被丢弃并产生诊断。
- 本地文件资源在
apply 时上传,mount_path 必须位于 /mnt,且归一化后不能重复。
- 旧版模拟 Deployment 的 state 可能记录空
remote_id;升级后 plan 会显示 materialize 更新,确认后再 apply。
Session interaction (chat with a deployed managed agent)
| Intent |
Command |
| Create + send + stream in one step |
bl managed-agent session run |
| Send a message to an existing session |
bl managed-agent session send |
| Create / inspect / list sessions |
bl managed-agent session create / get / list |
| List session event history |
bl managed-agent session events |
| Delete a session |
bl managed-agent session delete |
规范路径是 session event list|send|stream;session events 保留为 session event list 的兼容别名。
Managed Agents 的子线程通过 Event 中的 session_thread_id 暴露;公开 API 当前没有独立 Thread 资源 CRUD,
不要构造 session thread list|get|archive|events 命令。
API-oriented resource commands
| Intent |
Command family |
| Discover agents and versions |
agent list, agent get, agent search, agent versions |
| Discover environments |
environment list, environment get, environment search |
| Discover skills and download a version |
skill list, skill get, skill search, skill versions, skill download |
| Inspect vault envelopes |
vault list, vault get, vault search |
| Inspect deployments and run history |
deployment list, deployment get, deployment search, deployment runs list, deployment runs get |
| Run or pause deployments |
deployment run, deployment pause, deployment unpause |
| Manage session metadata/lifecycle |
session list, session get, session search, session update, session archive, session delete |
| Work with raw events |
session event send, session event list, session event stream |
| Diagnose/export a session |
session debug, session export |
| Work with files |
file upload, file list, file get, file search, file download, file delete |
- 所有 Cursor 都是不透明字符串:只回传
next_page,不得转换为数字页码。
- 客户端搜索默认最多扫描 10 页;需要扩大范围时显式传
--page-limit。Deployment 搜索直接映射服务端 keyword。
- 下载必须给出
--output-file;默认不覆盖已有文件,只有用户确认后才可加 --force。
session export 只导出诊断元数据,不含 File 正文,并会脱敏凭证类字段。
- 公开 Managed Agents API 没有模型 Catalog,也没有 MCP OAuth Login;CLI 不注册对应命令。
Local state management
| Intent |
Command |
| Inspect tracked resources |
bl managed-agent state list / show |
| Adopt an existing remote resource to state |
bl managed-agent state import |
| Untrack only (do not destroy remotely) |
bl managed-agent state rm |
- Always make the difference clear to the user:
state rm only edits the local state file, while destroy deletes the remote resource.
Flags, usage, and examples: see reference/ or bl <command> --help — do not guess flags.
Common hand-offs
软 hand-off(按 skill 名;已安装则 Read,否则 --help / 提示 bl skill init):
- Call an already published Bailian app/assistant →
bailian-app-call, or skill bailian-cli (bl app list / call; fallback: bl app --help).
- Choosing the model referenced in agents.yaml →
bailian-model-recommend.
- Deployment quota / billing questions → skill
bailian-cli (fallback: bl quota / bl usage --help).
references
- bailian-protocol — shared protocol (install via
bl skill init)
- reference/ — command details
1---2name: bailian-managed-agent3description: 阿里云百炼托管 Agent 声明式基础设施与 API 命令入口:用户要创建agent、初始化 agents.yaml、校验或预览配置变更、 创建/更新/销毁托管 Agent 或 Deployment、在 Workbench 编辑和调试目录项目、管理本地快照版本,或查询 Agent/Environment/Skill/Vault/Deployment、管理 Session/Event/File、运行/暂停 Deployment 时使用 `bl managed-agent`。持久资源仍以 agents.yaml 为唯一事实源做 IaC;公开 API 能力按资源透出 list/get/search/versions/download、数据面和运行时动作命令。apply / destroy 与破坏性 API 命令受统一高风险确认闸门保护; 务必先展示预览再让用户确认,禁止自动添加 `--yes`。 反触发:调用已上线的百炼应用/智能体走 bailian-app-call 或 `bl app`;宿主 agent 自身的记忆、技能、 子代理不走本 skill;生图生视频走 bailian-gen。 官方安装:`bl skill init`(与共享协议 bailian-protocol 同装)。4---5
6# Bailian managed agent IaC (`bl managed-agent`)
7
8**CRITICAL — Before executing, MUST read the shared protocol in [`../bailian-protocol/SKILL.md`](../bailian-protocol/SKILL.md): High-risk operation confirmation, Version & updates (pre-flight checklist), and CLI errors: report an issue. Command details are authoritative in [`reference/managed-agent.md`](reference/managed-agent.md) and `bl managed-agent --help` — do not guess flags. If that protocol file is missing, stop and run `bl skill init`; do not guess auth/consent.**
9
10## Safety guardrail (the most important rule)
11
12`apply` / `destroy` and single-resource `create --yes` **mutate persistent remote resources**:
13
141. For `agents.yaml` resource changes, always run `bl managed-agent plan` first and show the diff to the user.
152. A single-resource create command previews its scoped plan when `--yes` is absent; show that preview before retrying it with `--yes`.
163. Only after explicit user confirmation, retry `apply` / `destroy` / single-resource create with `--yes`.
174. Never add `--yes` on your own initiative before the user has confirmed.
18
19API-oriented commands do not replace IaC. Agent / Environment / Skill / Vault / Deployment 的 create 命令仍通过
20`agents.yaml → scoped plan → scoped apply` 管理;查询命令和 Session、Event、File、Deployment 运行时动作直接调用 API。
21`session archive|delete`、`file delete`、`deployment run|pause|unpause` 也需要先 `--dry-run`,确认后才传 `--yes`。
22
23`state rm`, `session archive|delete`, `file delete`, `deployment run|pause|unpause`, and future
24`risk: high` commands follow the shared protocol: show the risk message and exact scope, then wait
25for explicit confirmation before re-running with `--yes`.
26
27## IaC lifecycle
28
29```
301. Init bl managed-agent init # scaffold agents.yaml
312. Validate bl managed-agent validate # offline, no network calls
323. Preview bl managed-agent plan # show the pending change diff
334. Confirm show the plan and ask the user # no automatic --yes
345. Apply bl managed-agent apply --yes # only after explicit confirmation
356. Destroy bl managed-agent destroy --yes # separate explicit confirmation
36```
37
38## Directory projects, Workbench, and local versions
39
40| Intent | Command |
41| --------------------------------------- | ------------------------------------------------------ |
42| Create or convert a directory project | `bl managed-agent project init` |
43| Validate and Build directory source | `bl managed-agent project validate` / `build` |
44| Publish the current immutable Build | `bl managed-agent project publish --yes` |
45| Launch project resource editing | `bl managed-agent project workbench` |
46| Launch one Agent Session Preview | `bl managed-agent playground --agent <id>` |
47| Enable/disable project versions | `bl managed-agent project version enable` / `disable` |
48| Inspect local version state and history | `bl managed-agent project version status` / `list` |
49| Preview or restore project source | `bl managed-agent project version preview` / `restore` |
50
51- Bailian CLI and Workbench use the same `.openagentpack/versions/project` store and enable switch. Git is not required.
52- Directory projects always use Bailian. `project.json` does not declare a Provider; Build supplies the Bailian Provider configuration automatically.
53- Fresh `project init` includes complete Skill/File/Vault/Environment examples with bilingual README files under `agents/assistant/<resource-type>/_examples/`. They are not linked in `agent.json` and are excluded from Build discovery, Workbench declarations, and remote Publish. Copy a resource outside `_examples/` and configure its Agent reference to use it. Examples remain local versioned source; never put real secrets into them. / 新项目的四类资源示例默认不启用、不发布;请按 README 复制到 `_examples/` 外再配置引用,不要向示例写入真实密钥。
54- `project init`, `validate`, `build`, and version commands are local-only. Publish and Workbench resolve credentials from Bailian CLI flags, shell environment, or the active Profile; project initialization does not write credentials into the project directory.
55- Build is local-only. Publish never runs Build implicitly and consumes only a current `.openagentpack/build/agents.yaml` plus manifest.
56- Build moves literal Vault `secret_value` / `access_token` values from Agent-local or shared `vault.json` into project-root `.env`, replacing them with generated environment references. Existing references and `.env` entries are preserved; conflicts receive suffixed variable names. Preview/dry-run never write or print secrets. Publish and Workbench read the selected project's root `.env` as a fallback to inherited environment variables, even when invoked elsewhere. `.env` is private plaintext storage, excluded from local versions but not automatically ignored by Git; keep it backed up securely.
57- Build 会将 Agent 本地或共享 `vault.json` 中的明文密钥移入项目根目录 `.env`,再写回环境变量引用;保留已有引用和变量,重名时生成后缀。预览不写文件或输出密钥。`.env` 不进入版本快照,也不加密;请自行备份并加入 Git 忽略规则。
58- Agent-local File and Skill content supports Build-time association. A File may be copied directly into `agents/<agent>/files/`, or placed in `agents/<agent>/files/<id>/` when that directory contains exactly one content file; Build generates `file.json` and a `/mnt/<filename>` entry in `agent.json.files`. A directory under `agents/<agent>/skills/<id>/` containing `SKILL.md` generates `skill.json` and its `agent.json.skills` entry. Explicit JSON always wins; shared root resources remain explicit. Resources referenced by multiple Agents are promoted to the corresponding root shared directory during Build.
59- A successful Publish versions the canonical YAML and the complete project source tree, including Skill scripts/assets and binary files. Remote State is never versioned or restored.
60- `project version restore` restores source files to the working directory, invalidates Build, and does not move version history or remote State.
61- `managed-agent playground` remains the standalone `agents.yaml` Session Preview path; directory Workbench is only under `managed-agent project workbench`.
62
63## Scoped single-resource create
64
65以下命令都先构造 `agents.yaml` 声明,再通过 SDK 的定向 Plan/Apply 创建远端资源,不绕过 State:
66
67| Resource | Command |
68| --------------------- | ------------------------------------------ |
69| Agent | `bl managed-agent agent create` |
70| Environment | `bl managed-agent environment create` |
71| Custom Skill | `bl managed-agent skill create` |
72| Empty Vault | `bl managed-agent vault create` |
73| Credential in a Vault | `bl managed-agent vault credential create` |
74| Deployment | `bl managed-agent deployment create` |
75
76- 用户只提供资源 `name`;CLI 自动生成稳定的 YAML 逻辑 key,同名资源用递增后缀并存。Credential 追加到指定 Vault,不单独生成 key。
77- `agent create --skill <id>` 直接绑定已存在的远端 Skill,不要求顶层 `skills` 声明;默认写为 `type: custom`,平台 Skill 显式增加 `--type official`。同一次命令中的全部 `--skill` 共用该类型。
78- `agent create --skill-dir <path>` 接收可重复的本地 Skill 目录或 ZIP:CLI 从其中的 `SKILL.md` 读取 name,自动生成顶层 `skills.<key>` 声明,并把该 key 写入 Agent 的 `skills` 列表;定向 Apply 会先上传 custom Skill,再创建 Agent。`--type` 只作用于 `--skill <id>`,不改变本地 Skill 的 custom 类型。
79- Environment 和 Vault 属于 Session/Deployment 运行时绑定,不是 Agent 创建参数;在 `session create|run` 或 `deployment create` 中传入。
80- 默认只预览自动 key 和定向计划;`--dry-run` 完全离线,只有显式 `--yes` 才写 YAML 并创建远端资源。
81- 定向流程只刷新目标资源及其传递依赖;无关资源不检测 Drift、不产生 action,也不阻塞。
82- 目标资源必须是 `create`,相关依赖必须已经处于 `no-op`;项目级 Drift 和删除仍由全量 `plan/apply` 处理。
83- 远端创建失败时保留 YAML 声明;修复相关依赖或 Provider 错误后,重复相同命令会复用待创建 key。
84- `skill create` 接受本地目录、ZIP 或单个 `SKILL.md`;远程 URL 仍需手工声明到 YAML,再执行全量 Apply。
85
86### Credential secret input
87
88`vault credential create --secret-env <ENV_NAME>` 中的参数是变量名,不是 Secret 明文。Secret 可来自 Shell export、CI Secret 注入或可选的 `.env`;CLI 会从当前目录向上自动加载最近的 `.env`,用户不必创建该文件。
89
90```bash
91export PROD_API_TOKEN="..."
92bl managed-agent vault credential create \
93 --vault production \
94 --name api-token \
95 --secret-name API_TOKEN \
96 --secret-env PROD_API_TOKEN
97```
98
99- YAML 只保存 `secret_value: ${PROD_API_TOKEN}`,输出、诊断和 State 都不保存明文。
100- 不要提交 `.env`;若使用 `.env`,先确认项目 `.gitignore` 已忽略它。
101- 预览后再带 `--yes` 重试。后续执行全量 Apply 时也必须提供同名环境变量。
102
103具体 flags、usage 和 examples 以 `reference/` 或对应命令的 `--help` 为准。
104
105## Deployment as IaC
106
107Deployment 与 Agent 一样声明在 `agents.yaml` 中,并复用同一条 `validate → plan → apply → destroy` IaC 链路;
108`deployment create` 可追加一条声明并走定向 Apply;CLI 不提供绕过 state 的 Deployment create/update/delete。最小配置:
109
110```yaml
111deployments:
112 daily-report:
113 agent: assistant
114 initial_events:
115 - type: user.message
116 content: "Generate today's report."
117```
118
119- `apply` 会在百炼创建原生 Deployment;`destroy` 会归档已跟踪的远端 Deployment。
120- `schedule` 会在 `apply` 后由百炼服务端执行。若旧流程已有外部 cron / CI,先检查 `plan`,避免重复触发。
121- `initial_events` 至少包含一个 `user.message` 或 `system.message`;`user.define_outcome` 在百炼会被丢弃并产生诊断。
122- 本地文件资源在 `apply` 时上传,`mount_path` 必须位于 `/mnt`,且归一化后不能重复。
123- 旧版模拟 Deployment 的 state 可能记录空 `remote_id`;升级后 `plan` 会显示 materialize 更新,确认后再 `apply`。
124
125## Session interaction (chat with a deployed managed agent)
126
127| Intent | Command |
128| ------------------------------------- | -------------------------------------------------- |
129| Create + send + stream in one step | `bl managed-agent session run` |
130| Send a message to an existing session | `bl managed-agent session send` |
131| Create / inspect / list sessions | `bl managed-agent session create` / `get` / `list` |
132| List session event history | `bl managed-agent session events` |
133| Delete a session | `bl managed-agent session delete` |
134
135规范路径是 `session event list|send|stream`;`session events` 保留为 `session event list` 的兼容别名。
136Managed Agents 的子线程通过 Event 中的 `session_thread_id` 暴露;公开 API 当前没有独立 Thread 资源 CRUD,
137不要构造 `session thread list|get|archive|events` 命令。
138
139## API-oriented resource commands
140
141| Intent | Command family |
142| -------------------------------------- | ------------------------------------------------------------------------------------------------------- |
143| Discover agents and versions | `agent list`, `agent get`, `agent search`, `agent versions` |
144| Discover environments | `environment list`, `environment get`, `environment search` |
145| Discover skills and download a version | `skill list`, `skill get`, `skill search`, `skill versions`, `skill download` |
146| Inspect vault envelopes | `vault list`, `vault get`, `vault search` |
147| Inspect deployments and run history | `deployment list`, `deployment get`, `deployment search`, `deployment runs list`, `deployment runs get` |
148| Run or pause deployments | `deployment run`, `deployment pause`, `deployment unpause` |
149| Manage session metadata/lifecycle | `session list`, `session get`, `session search`, `session update`, `session archive`, `session delete` |
150| Work with raw events | `session event send`, `session event list`, `session event stream` |
151| Diagnose/export a session | `session debug`, `session export` |
152| Work with files | `file upload`, `file list`, `file get`, `file search`, `file download`, `file delete` |
153
154- 所有 Cursor 都是不透明字符串:只回传 `next_page`,不得转换为数字页码。
155- 客户端搜索默认最多扫描 10 页;需要扩大范围时显式传 `--page-limit`。Deployment 搜索直接映射服务端 `keyword`。
156- 下载必须给出 `--output-file`;默认不覆盖已有文件,只有用户确认后才可加 `--force`。
157- `session export` 只导出诊断元数据,不含 File 正文,并会脱敏凭证类字段。
158- 公开 Managed Agents API 没有模型 Catalog,也没有 MCP OAuth Login;CLI 不注册对应命令。
159
160## Local state management
161
162| Intent | Command |
163| ------------------------------------------ | -------------------------------------- |
164| Inspect tracked resources | `bl managed-agent state list` / `show` |
165| Adopt an existing remote resource to state | `bl managed-agent state import` |
166| Untrack only (do not destroy remotely) | `bl managed-agent state rm` |
167
168- Always make the difference clear to the user: `state rm` only edits the local state file, while `destroy` deletes the remote resource.
169
170Flags, usage, and examples: see [`reference/`](reference/index.md) or `bl <command> --help` — do not guess flags.
171
172## Common hand-offs
173
174软 hand-off(按 skill **名**;已安装则 Read,否则 `--help` / 提示 `bl skill init`):
175
176- Call an already published Bailian app/assistant → `bailian-app-call`, or skill `bailian-cli` (`bl app list` / `call`; fallback: `bl app --help`).
177- Choosing the model referenced in agents.yaml → `bailian-model-recommend`.
178- Deployment quota / billing questions → skill `bailian-cli` (fallback: `bl quota` / `bl usage --help`).
179
180## references
181
182- [bailian-protocol](../bailian-protocol/SKILL.md) — shared protocol (install via `bl skill init`)
183- [reference/](reference/index.md) — command details