Merge remote-tracking branch 'origin/master' into worktree/python-pypi-release-prep

# Conflicts:
#	docs/user/guide/python-sdk.i18n.yaml
#	docs/user/guide/python-sdk.md
#	docs/user/guide/python-sdk.zh.md
#	python/sdk/README.i18n.yaml
#	python/sdk/README.md
#	python/sdk/README.zh.md

python/sdk/README.i18n.yaml

@@ -2,5 +2,5 @@
 # side as of the last confirmed-consistent state. Both languages carry equal authority;
 # after editing either side, bring the other along and re-record with:
 #   pnpm run verify-translation-pairing --write python/sdk/README.md
-README.md: 0f91f3d9b5e770852a0c1e638b1506a14b8d65c0
-README.zh.md: a3adb241f5d27b49ecab2f1541dfd9775a34a24f
+README.md: 70b9d6391644d10ee7d5c29ce122632786e3bbcc
+README.zh.md: 1d1a23576cc8029dacbb2df0e3d1d9fc2ce27426

python/sdk/README.md

@@ -40,7 +40,7 @@ with DeepSeekHarness(
 
 `provider` selects a provider route registered by the chosen Cordis composition; `model` is the model id resolved by that adapter. `max_tokens` is an optional positive per-request output-token cap for the root agent and its in-process descendants; omission leaves the provider default in control. Compaction summaries keep the separate limit configured by their compaction plugin. The bundled default composition registers `deepseek-official`. A custom composition can mount `llm-pi-ai`, configure provider-specific credentials/endpoints there, and select any provider/model present in pi-ai's installed catalog.
 
-The [Python SDK tutorial](https://github.com/deepseek-ai/deepseek-harness/blob/master/docs/user/guide/python-sdk.md) uses a complete standalone Cordis file to demonstrate installation, direct SDK usage, and runs without the Web UI.
+The [Python SDK tutorial](https://github.com/deepseek-ai/deepseek-harness/blob/master/docs/user/guide/python-sdk.md) provides an ordered installation and first-run path without the Web UI. The [`jsonrpc-agent` example](https://github.com/deepseek-ai/deepseek-harness/blob/master/examples/jsonrpc-agent/README.md) owns the complete standalone Cordis file used there.
 
 `Session.run()` owns an activity interval from its prompt's durable inbox receipt through the next whole-agent idle and returns `RunResult(session_id, final_response, finish_reason, events, notifications, session_root)`. `final_response` is the last committed root-session assistant text in the interval. `finish_reason` is the `kind` of the last root-session `turn/end` in the interval, such as `completed`, `max-tokens`, or `error`, and is `None` when no turn ended. A `turn/end` without a string `data.reason.kind` violates the runtime protocol and raises `SdkProtocolError`. Both result fields describe the owned interval rather than an output or ending causally assigned to the prompt. Steering, injected context, and other queued work may contribute before idle.
 

python/sdk/README.zh.md

@@ -37,7 +37,7 @@ with DeepSeekHarness(
 
 `provider` 用于选择当前 Cordis 组合已注册的提供方路由；`model` 是该适配器解析的模型 ID。`max_tokens` 是可选的正整数，用于限制根 agent（智能体）及其进程内后代每次请求的输出 token；省略时由提供方默认值控制。压缩摘要继续使用压缩插件单独配置的上限。内置默认组合注册 `deepseek-official`。自定义组合可以挂载 `llm-pi-ai`，在其中配置各提供方的凭据与端点，再选择 pi-ai 已安装目录中的任意提供方/模型组合。
 
-[Python SDK 教程](https://github.com/deepseek-ai/deepseek-harness/blob/master/docs/user/guide/python-sdk.md)使用完整的独立 Cordis 文件演示安装方式、直接调用 SDK，以及在不使用 Web UI 的情况下运行 agent。
+[Python SDK 教程](https://github.com/deepseek-ai/deepseek-harness/blob/master/docs/user/guide/python-sdk.md)提供不使用 Web UI 的顺序安装与首次运行路径。[`jsonrpc-agent` 示例](https://github.com/deepseek-ai/deepseek-harness/blob/master/examples/jsonrpc-agent/README.md)归属该教程使用的完整独立 Cordis 文件。
 
 `Session.run()` 拥有一个从提示词进入持久 inbox 时开始、到整个 agent 下一次进入空闲状态为止的活动区间，并返回 `RunResult(session_id, final_response, finish_reason, events, notifications, session_root)`。`final_response` 是该区间内根会话最后提交的助手文本。`finish_reason` 是该区间内根会话最后一个 `turn/end` 的 `kind`，例如 `completed`、`max-tokens` 或 `error`；没有轮次结束时为 `None`。缺少字符串 `data.reason.kind` 的 `turn/end` 违反运行时协议，并会抛出 `SdkProtocolError`。两个结果字段描述的都是自有活动区间，而不是因果上归属于该提示词的输出或结束原因。steering（中途引导）、注入的上下文和其他排队工作都可能在进入空闲状态前参与其中。