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2. 办公与知识工作

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4. 智能体工程

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课程库来源总表关于

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DeepSeek Harness

DeepSeek Harness

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Running benchmarks

贡献

DeepSeek Harness

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安全

.agents

Agent Notes

Agent Notes

archived

architecture

Agent Note: Custom typed tool-schema DSL instead of schemastery

Agent Note: 使用自定义类型化工具 schema DSL 替代 schemastery

Agent Note: Runtime arg validation at the model boundary

Agent Note: 模型边界处的运行时参数校验

Agent Note: Structured error taxonomy

Agent Note: 结构化错误分类体系

Agent Note: Tool schemas are part of the system-prompt assembly

Agent Note: 工具 schema 是系统提示词组装的一部分

Agent Note: Every session event is enclosed in a turn

Agent Note: 每个会话事件都封闭在一个轮次内

Agent Note: Filesystem capability seam — ctx.fs, local backend, and model-facing filesystem tools

Agent Note: 文件系统能力 seam——ctx.fs、本地后端与面向模型的文件系统工具

Agent Note: Agent lifecycle and ownership contracts

Agent Note: Agent 生命周期与所有权约定

Agent Note: Shared persistence write coordinator

Agent Note: 共享持久化写入协调器

Agent Note: Branded IDs everywhere they belong

Agent Note: 在所有应有之处使用 branded ID

Agent Note: Extract example apps into packages

Agent Note: 将示例应用提取为独立包

Agent Note: Reorganize packages into a modular hierarchy

Agent Note: 将包重组为模块化层级结构

Agent Note: stdin + extra env on the bash seam

Agent Note: 在 bash seam 上支持 stdin 与额外 env

Agent Note: Resolve filesystem paths against the caller's session cwd

Agent Note: 相对文件系统路径按调用方的会话 cwd 解析

Agent Note: Result-time applied-hunk diffs for file mutations

Agent Note: 结果时刻的 applied-hunk diff 用于文件变更

Agent Note: Add direct directory listing to the filesystem seam

Agent Note: 为文件系统 seam 添加直接目录列举能力

Agent Note: Subagent provider-lifecycle events — subagent/provider-added / subagent/provider-removed

Agent Note: Subagent 提供方生命周期事件——subagent/provider-added / subagent/provider-removed

Agent Note: Windows write-permission semantics — inherited DACLs, not mode bits

Agent Note: Windows 写入权限语义：继承 DACL，而非权限模式位

Agent Note: Tool result retention library

Agent Note: 工具结果保留库

Agent Note: Shared scoped-layer storage

Agent Note: 共享作用域分层存储

Agent Note: Advisory LLM catalogs and per-session ACP model selection

Agent Note: 建议性 LLM 目录与 ACP 会话级模型选择

Agent Note: LSP capability seam and model-facing query tool

Agent Note: LSP 能力 seam 与面向模型的查询工具

Agent Note: Replay token meter service

Agent Note: 回放式 token 计量服务

Agent Note: One-shot startup cleanup for local spill files

Agent Note: 本地 spill 文件的一次性启动清理

DeepSeek Harness

Agent Note: GUI 分层与 RPC 协议——host/client 按能力提供方分层、四象限消息模型与 fetch 载体

Agent Note: Package-owned invariant service contract

Agent Note: 包拥有的不变式服务约定

Agent Note: todo event types belong to their producer

Agent Note: todo 事件类型归其生产方所有

Agent Note: Effect-owned TUI interactive extensions

Agent Note: 由 effect 持有的 TUI 交互扩展

Agent Note: Unify agent delivery on send(target × wakeup) and coalesce injected context into user/message

Agent Note: 将 agent 投递统一到 send(target × wakeup) 并把注入的上下文合并进 user/message

Agent Note: Toolview dissolution — tool rows are per-view keyed slots

Agent Note: toolview 溶解——工具行即 per-view keyed slot

Agent Note: Unified session query service

Agent Note: 统一会话查询服务

Agent Note: Adapter-owned reasoning effort capabilities

Agent Note: 适配器持有的推理强度能力

Agent Note: Parse dsh argv through one Commander adapter

Agent Note: 通过单个 Commander 适配器解析 dsh 的 argv

Agent Note: Web command business surfaces and assembly (ui-commands / ui-skill / ui-subagent)

Agent Note: Web 命令业务面与装配（ui-commands / ui-skill / ui-subagent）

DeepSeek Harness

Agent Note: Web 输入状态机、composer slot 与 slash 流水线（ui-conversation input / ui-input-trigger）

Agent Note: The job registry is a capability seam (dsh-jobs / dsh-jobs-local)

Agent Note: 任务注册表是一个能力 seam（dsh-jobs / dsh-jobs-local）

Agent Note: Make packed chunk rows the default JSONL layout

Agent Note: 将打包分片行设为默认 JSONL 布局

DeepSeek Harness

Agent Note: 进程服务是 bash 执行器之下的独立 seam（dsh-subprocess / dsh-subprocess-local）

Agent Note: The dispose ladder belongs to its consumer, not the subprocess seam

Agent Note: dispose 阶梯归其消费方所有，而非 subprocess seam

Agent Note: dsh-tui chat channel module split

Agent Note: dsh-tui 聊天通道模块拆分

Agent Note: Consolidated TUI presentation and navigation

Agent Note: 统一的 TUI 呈现与导航

Agent Note: A capability-discriminated directory-picker seam for the web-GUI host

Agent Note: web GUI 宿主的能力可辨识目录选择 seam

Agent Note: Native TypeScript source launch for dsh

Agent Note: dsh 原生 TypeScript 源码启动

Agent Note: user-settings seam (ctx.settings) and the file provider

Agent Note: 用户设置 seam（ctx.settings）与文件提供方

Agent Note: Regroup packages/ by measured clustering

Agent Note: 按实测聚类重新划分 packages/ 分组

Agent Note: request-level LLM configuration and the credential seam

Agent Note: 请求级 LLM 配置与凭据 seam

Agent Note: Adapter-owned max-token defaults

Agent Note: 适配器持有的最大 token 默认值

Agent Note: Full client copy rollout onto the typed locale seat

Agent Note: client 文案全量接入 typed locale 席位

Agent Note: Command row copy is split between the row and the handler

Agent Note: 命令条目文案分别由条目与 handler 负责

Agent Note: what the configuration plane exposes, and who may overwrite what

Agent Note: 配置面暴露什么，以及谁有权覆盖什么

Agent Note: settings write-path integrity and observer lifecycle

Agent Note: settings 写路径完整性与观察者生命周期

Agent Note: the web configuration plane

Agent Note: web 配置平面

Agent Note: the code-runtime seam owns portable-identifier exclusions

Agent Note: code-runtime seam 拥有可移植标识符排除集

Agent Note: Packaged ripgrep spawn for glob/grep

Agent Note: glob/grep 改用打包的 ripgrep 二进制直接 spawn

Agent Note: pi-ai routes are declared providers, not catalog lookups

Agent Note: pi-ai 路由是被声明的提供方，而不是 catalog 查表

Agent Note: Splitting the credential store from the user environment layer

Agent Note: 把凭据存储与用户环境层拆开

Agent Note: Declaring a provider from the Models page

Agent Note: 在 Models 页上声明一个提供方

Agent Note: WebSocket carrier for browser downlinks

Agent Note: 浏览器下行 WebSocket 载体

Agent Note: Large-session JSONL restore pipeline

Agent Note: 大型会话 JSONL 恢复流水线

Agent Note: Reusable Session preparation before publication

Agent Note: 发布前可复用的 Session 准备阶段

Agent Note: Slot declaration injection and reload lifetimes

Agent Note: slot 声明注入与重载生命周期

Agent Note: Agent-scoped events dispatch a single payload object

Agent Note: Agent 作用域事件 dispatch 单个 payload 对象

Agent Note: Apps own their command line through ctx.cmdlineArgs

Agent Note: 应用通过 ctx.cmdlineArgs 持有自己的命令行

Agent Note: Subagent list identity via the projection unit

Agent Note: subagent 列表经投影单元读取身份

Agent Note: Incremental streaming markdown through a direct mdast renderer

Agent Note: 经由直接 mdast 渲染器的增量流式 Markdown

Agent Note: Web shell dist chunk split and directory layout

Agent Note: Web 壳产物的分片拆分与目录布局

Agent Note: Shared anonymous user id across telemetry, feedback, and DeepSeek requests

Agent Note: 遥测、反馈与 DeepSeek 请求共享匿名用户 id

Agent Note: Bounded session persistence write batching

Agent Note: 为会话持久化写入批处理设定上界

Agent Note: Client Tool presentation ownership

Agent Note: Client 工具展示所有权

Agent Note: Per-preset standing mounts over a scope parent chain

Agent Note: 基于作用域父链的逐预设常驻挂载

Agent Note: An independent Events backstop closes the cordis-surface exhaustiveness gap

Agent Note: 独立的 Events 兜底扫描补上 Cordis 表面完备性缺口

Agent Note: headless is a direct core entry point

Agent Note: headless 是直接使用核心服务的入口

Agent Note: The skill registry is host-held and layered per scope

Agent Note: skill 注册表由宿主持有并按 scope 分层

Agent Note: Lifecycle-bound message feedback sidecar

Agent Note: 绑定生命周期的消息反馈伴随记录

Agent Note: Product subagent providers live in the shared profile host

Agent Note: 产品 subagent 提供方位于共享 profile 宿主

Agent Note: Place unary browser operations on owning Remote services

Agent Note: 将一元浏览器操作放到所属 Remote 服务

Agent Note: Trim the command-line seams to existing interfaces

Agent Note: 把命令行接缝收窄到既有接口

Agent Note: Loader interpolates the entry disabled field

Agent Note: Loader 插值条目 disabled 字段

Agent Note: Feature-owned tabs in Plugins settings

Agent Note: “插件”设置中的功能自有标签页

Agent Note: Persistent pwsh over the terminal seam on Windows

Agent Note: Windows 上基于 terminal seam 的持久化 pwsh

Agent Note: Repository naming contract and pre-release rename ledger

Agent Note: 仓库命名约定与预发布重命名清单

Agent Note: Trajectory assembly from registered Conversation Contexts

Agent Note: Trajectory 基于注册式 Conversation Context 组装数据

Agent Note: A pi-ai model declares its own input modalities, and undeclared means text

Agent Note: pi-ai 模型自行声明输入模态，未声明即为文本

Agent Note: Plugin-owned settings surface

Agent Note: 由插件自己拥有的设置表层

Agent Note: Session content search ships opt-in through openAt never

Agent Note: 会话内容搜索通过 openAt never 以 opt-in 方式交付

Agent Note: Carry packed chunk rows through session history

Agent Note: 在会话历史中传输打包分片行

Agent Note: Dynamic client render and attachment ownership

Agent Note: 客户端渲染与附件呈现的动态归属

Agent Note: Settings describe mirror

Agent Note: Settings describe 镜像

Agent Note: Build-time public environment variables for client business code

Agent Note: Client 业务代码使用构建期公开环境变量

Agent Note: SQLite physical chunk-row compression

Agent Note: SQLite 物理分片行压缩

Agent Note: Mark experimental packages in npm names

Agent Note: 在 npm 名中标记实验性包

Agent Note: Projection cache as per-session files

Agent Note: 投影缓存改为每会话文件

Agent Note: Separate session projection state from client views

Agent Note: 拆分会话投影状态与客户端视图

Agent Note: Windows sandbox process primitives have one low-level owner

Agent Note: Windows sandbox process primitives 只有一个低层 owner

Agent Note: structured index injection table (webserver/index-inject)

Agent Note: 结构化 index 注入表（webserver/index-inject 事件）

Agent Note: per-PR preview deployments on Cloudflare Pages

Agent Note: 每 PR 预览部署上 Cloudflare Pages

Agent Note: Web composer as a Lexical editor (chips as atomic nodes)

Agent Note: Web 输入框改为 Lexical 编辑器（chip 为原子节点）

Agent Note: the worker's Node face — builtins, VFS, and the shell process layer

Agent Note: worker 的 Node 面——builtin、VFS 与 shell 进程层

Agent Note: pack-time lowering and the single-build preview

Agent Note: pack 期 lowering 与单构建 preview

Agent Note: Session log reads state their materialization cost

Agent Note: 会话日志读取显式表达物化成本

Agent Note: Cross-realm CDP inspector

Agent Note: 跨 realm CDP Inspector

Agent Note: Python SDK runtime through the dsh profile launcher

Agent Note: 通过 dsh profile 启动器运行 Python SDK 运行时

Agent Note: Python SDK Windows x64 runtime

Agent Note: Python SDK Windows x64 运行时

Agent Note: Web Worker VFS watching and CLI-compatible confinement

Agent Note: Web Worker VFS 监听与 CLI 兼容 confinement

Agent Note: Cordis runtime tree inspection

Agent Note: Cordis 运行时树检查

Agent Note: Standalone sdk-minimal profile under dsh

Agent Note: dsh 下的独立 sdk-minimal profile

Agent Note: JSONL persistence compression latency

Agent Note: JSONL 持久化压缩延迟

Agent Note: Rename code-mode to ptc — the transport is named PTC, user-facing copy says PTC mode

Agent Note: 将 code-mode 重命名为 ptc——传输层命名为 PTC，用户文案使用 PTC mode

Agent Note: Centralize sparse first-party prompt-section orders

Agent Note: 集中管理稀疏的 first-party 提示词段顺序

Agent Note: Inspector execution realms and protocol planes

Agent Note: Inspector 执行环境与协议平面

Agent Note: Local submission echoes over the prompt rpcId

Agent Note: 基于 prompt rpcId 的本地提交回显

Agent Note: Models-page extension slots

Agent Note: Models 页扩展插槽

Agent Note: Preset health resolves the rows it can prove will start

Agent Note: Preset health resolves the rows it can prove will start

Agent Note: Inspector development mount

Agent Note: Inspector 开发挂载

Agent Note: Process-table snapshots replace per-question inspector reads

Agent Note: Process-table snapshots replace per-question inspector reads

Agent Note: The plugin inventory carries every agent preset's composition

Agent Note: 插件清单携带每个 Agent 预设的组合

Agent Note: Live assistant stream frames remain separate from the session log

Agent Note: 实时 assistant 流帧与 Session log 保持分离

Agent Note: Distinguish Session event identities from log offsets

Agent Note: 区分 Session 事件身份与日志偏移

Agent Note: Viewport-activated syntax highlighting

Agent Note: 视口激活的语法高亮

Agent Note: Streamed tool-call identity survives empty continuation deltas

Agent Note: 流式工具调用身份不被空续传分片抹除

Agent Note: Reading protocol-specific model listings

Agent Note: 读取协议特定的模型列表

bug-fix

Agent Note: Preserve Windows DACLs during atomic file replacement

Agent Note: Windows 原子文件替换期间保留 DACL

Agent Note: Keep the Code Mode result card complete

Agent Note: 保证 Code Mode 结果卡片内容完整

Agent Note: A config hot-reload must not kill or degrade a live app

Agent Note: 配置热重载不得杀死或降级正在运行的应用

Agent Note: Render error cause chains at every diagnostic boundary

Agent Note: 在每个诊断边界渲染错误 cause 链

Agent Note: The summarization call replays the conversation prefix for KV-cache reuse

Agent Note: 摘要调用回放对话前缀以复用 KV Cache

Agent Note: Semantic session checkpoints

Agent Note: 语义会话检查点

Agent Note: A collapsed sidebar retains its control rail

Agent Note: 侧边栏折叠后保留控制栏

Agent Note: Classify pi-ai transport truncations from flattened message text

Agent Note: 从扁平化的消息文本中分类 pi-ai 传输层截断

Agent Note: demo:web builds the client plugin bundles

Agent Note: demo:web 构建客户端插件的打包产物

Agent Note: Thinking rows use one disclosure target

Agent Note: thinking 行使用单一展开目标

Agent Note: TUI generic-card Markdown rendering

Agent Note: TUI 通用卡片的 Markdown 渲染

Agent Note: Empty model completions are retryable EMPTYRESPONSE failures

Agent Note: 空模型补全是可重试的 EMPTYRESPONSE 失败

Agent Note: Recursive Python SDK session notifications

Agent Note: Python SDK 递归会话通知

Agent Note: TUI presents a reason for every turn-end kind

Agent Note: TUI 为每种轮次结束 kind 呈现原因

Agent Note: Intent draft echoes in the same tick

Agent Note: Intent draft echoes in the same tick

Agent Note: Sample over-cap glob results across the tree

Agent Note: 跨目录树采样超出上限的 glob 结果

Agent Note: Question-composer option rows are scroll content, not the slack absorber

Agent Note: 提问 composer 的选项行是滚动内容，而非空间不足时的吸收方

Agent Note: Stable snapshot refresh volatiles

Agent Note: 稳定快照刷新中的易变值

Agent Note: Tool-card single-row fields render inline

Agent Note: 工具卡片的单行字段以内联方式渲染

Agent Note: TUI diff card dropped the duplicated file path

Agent Note: TUI diff 卡片重复打印文件路径

Agent Note: TUI step timing trails the step's last message

Agent Note: TUI 步骤计时跟在该步骤最后一条消息之后

Agent Note: The scrollbar tokens get their consumer, and the workspace list reserves its gutter

Agent Note: 滚动条 token 有了消费方，工作区列表预留出滚动条空位

Agent Note: Web agents receive explicit runtime context

Agent Note: Web agent 获得显式运行时上下文

Agent Note: Web conversation UI polish sweep

Agent Note: Web 对话 UI 视觉优化

Agent Note: Web GUI changes close the loop on the existing URL

Agent Note: Web GUI 改动在现有 URL 上闭环

Agent Note: Atomic Web image admission

Agent Note: Web 图片准入的原子性

Agent Note: The human transcript projects append-origin events

Agent Note: 人类可读记录投影追加来源的事件

Agent Note: Isolate pnpm setup per GitHub Actions runner

Agent Note: 按 GitHub Actions runner 隔离 pnpm 设置

Agent Note: Fixed header, sticky composer inside the transcript scrollport

Agent Note: 固定标题栏，sticky 编辑器位于 transcript（文本记录）滚动容器内

Agent Note: Web details follow the current Session lifecycle

Agent Note: Web 详情栏遵循当前会话生命周期

Agent Note: The approval takeover shares the composer's text cap

Agent Note: 审批接管面板与输入框共用同一文本高度上限

Agent Note: Bound overwrite contextual-diff bases at the provider

Agent Note: 在提供方限制覆写上下文 diff 基础

Agent Note: Composer context stack order

Agent Note: Composer 上下文堆栈顺序

Agent Note: Hover popup pointer grace

Agent Note: 悬浮弹层的指针宽限期

Agent Note: Multi-select custom answer composition

Agent Note: 多选题自定义答案组合

Agent Note: Source checkout paths do not define working directories

Agent Note: 源码 checkout 路径不定义工作目录

Agent Note: TUI model-context resolution defers on the adapter-registration race

Agent Note: TUI 模型上下文解析在适配器注册竞争时延后重试

Agent Note: Web details default closed

Agent Note: Web 详情栏默认关闭

Agent Note: The browser conversation is a log-ordered human transcript

Agent Note: 浏览器会话是按日志顺序投影的人类对话记录

Agent Note: Settlement, framing, and lifecycle fixes in the CPython backend

DeepSeek Harness

DeepSeek Harness

DeepSeek Harness

DeepSeek Harness

DeepSeek Harness

Agent Note: CPython 后端中的结算、分帧与生命周期修复

DeepSeek Harness

DeepSeek Harness

DeepSeek Harness

DeepSeek Harness

DeepSeek Harness

Agent Note: The composer's two text layers share one scrollport

Agent Note: composer 的两层文本共用同一个滚动容器

Agent Note: Compaction checkpoints use an English engineering register

Agent Note: 压缩检查点使用英语工程文体

Agent Note: Fork anchor floors to an event seq

Agent Note: fork 锚点向下取整到事件 seq

Agent Note: Hero stays visible while a blank session opens

Agent Note: 空白会话打开期间保持 hero 可见

Agent Note: Resume selector folds titles only

Agent Note: 恢复选择器只折叠标题

Agent Note: Same-basename Workspace adoption

Agent Note: 接纳 basename 相同的 Workspace

Agent Note: TUI diff context lines stay neutral

Agent Note: TUI diff 上下文行保持中性

Agent Note: Web stop preserves pending Queue

Agent Note: Web 停止操作保留待处理 Queue

Agent Note: Reject human interaction from runtime-owned subagents

Agent Note: 拒绝运行时中归属于其他 agent 的 subagent 向人类发起交互

Agent Note: Goal-round wrap-up message

Agent Note: Goal Round 收尾消息

Agent Note: Message fork actions require a completed turn tail

Agent Note: 消息 fork 操作要求消息位于已完成轮次尾部

Agent Note: Todo-first composer context order

Agent Note: Todo 优先的 composer 上下文顺序

Agent Note: HMR's initial scan deadlocked a failing boot into a silent exit 13

Agent Note: HMR 初始扫描使失败的启动死锁为静默的 exit 13

Agent Note: TUI long-session render costs — shared step-timing scan and card line caches

Agent Note: TUI 长会话渲染开销：共享步骤耗时扫描与卡片行缓存

Agent Note: The conversation column reserves one scrollbar gutter for every view

Agent Note: 会话列为每个视图预留同一条滚动条槽

Agent Note: Large history provenance is scanned without argument expansion

Agent Note: 大规模历史记录的溯源信息通过扫描处理，不做参数展开

Agent Note: the context meter could not see a compaction

Agent Note: 上下文仪表看不见压缩

Agent Note: Turn-tail IconActions require a completed turn

Agent Note: 轮次尾部 IconActions 要求轮次已完成

Agent Note: Workspace New Session reuse hijacked cwd-matching unaccounted blank sessions

Agent Note: 工作区新建会话复用了 cwd 匹配但未入账的空白会话

Agent Note: Validate API key format before it reaches an HTTP header

Agent Note: 在 API Key 进入 HTTP header 之前校验其格式

Agent Note: listagents uses ready for resumable children

Agent Note: listagents uses ready for resumable children

Agent Note: onboarding takeover chrome moves into the step

Agent Note: 首次使用引导的接管界面框架移入步骤自身

Agent Note: narrow-viewport plan chip click-area regression test

Agent Note: 窄视口下 Plan chip 点击区域回归测试

Agent Note: Recoverable provider credential lifecycle

Agent Note: 可恢复的提供方凭据生命周期

Agent Note: Reader scroll attribution through the observed-top ledger

Agent Note: 经由 observed-top ledger 的读者滚动归因

Agent Note: unpriced surface replacements fold neutrally

Agent Note: 未计价的表层替换以中性方式折叠

Agent Note: Broken presets are roster rows, not gaps

Agent Note: 损坏的 preset 是名单行，不是空缺

Agent Note: Filesystem absence is an observation and guarded creation never replaces

Agent Note: 文件系统中的缺失是一种观测，带防护的创建绝不执行替换

Agent Note: The minimal preset owns the complete RL agent composition

Agent Note: minimal preset 拥有完整的 RL agent 组合

Agent Note: Pre-Plugin Theme Bootstrap

Agent Note: 插件激活前的主题引导

Agent Note: The session-row identity guard covers the preset

Agent Note: 会话行的标识判定纳入 preset

Agent Note: The slash catalog follows a blank session's preset switch

Agent Note: 斜杠目录跟随空会话的 preset 切换

Agent Note: One selection rule keeps subagent output past an empty terminal message

Agent Note: 用同一条选取规则在空终止消息后保留子代理输出

Agent Note: Web favicon follows the color scheme

Agent Note: 网页图标随配色方案切换

Agent Note: Bounded background job admission

Agent Note: 有界后台任务准入

Agent Note: Owned-run finish reason reporting

Agent Note: 自有运行的结束原因报告

Agent Note: The preset-authoring agent mount-validates its own composition

Agent Note: 创作 preset 的 agent 自行挂载校验其组装

Agent Note: Preset cards clamp their description instead of sizing the roster

Agent Note: 预设卡片截断自身描述，而不是由描述决定整份名单的高度

Agent Note: Synchronous cleanup of managed subprocesses on host exit

Agent Note: 宿主退出时同步清理受管子进程

Agent Note: Collapsed sidebar upper controls share one entry motion

Agent Note: 收起侧栏的上方控件共用同一进入动画

Agent Note: The overlay composer seat compensates for the bar instead of reserving a gutter

Agent Note: 覆盖视图的 composer 座位改为补偿滚动条宽度，不再预留滚动条槽

Agent Note: fix the pwsh terminal overlay duplicate-loader collision

Agent Note: 修复 pwsh 终端 overlay 的重复 loader 冲突

Agent Note: Full-session stats-strip figures through a sessionStats projection

Agent Note: 通过 sessionStats 投影提供全会话统计条数字

Agent Note: The chat flow surfaces a max-tokens turn end

Agent Note: 聊天流展示 max-tokens 结束的轮次

Agent Note: First-run readiness reads every provider, and the setup card closes

Agent Note: First-run readiness reads every provider, and the setup card closes

Agent Note: Resolve Microsoft Store pwsh aliases

Agent Note: 解析 Microsoft Store 的 pwsh 别名

Agent Note: Unlink fixture junctions before recursive deletion

Agent Note: 递归删除前先解链 fixture junction

Agent Note: Unlink stale profile fallback links instead of rmSync

Agent Note: 用 unlink 删除过期的 profile 回退链接而非 rmSync

Agent Note: Bound cold blank-session verification

Agent Note: 有界验证冷空白会话

Agent Note: The feedback note editor floats above the transcript in a popover

Agent Note: 反馈备注编辑器以浮层悬浮在对话记录上方

Agent Note: The configurable-provider directory withholds OAuth-only providers

Agent Note: 可配置提供方目录不再提供仅以 OAuth 认证的提供方

Agent Note: Safari textarea soft-wrap shrink recovery

Agent Note: Safari textarea 软换行收缩恢复

Agent Note: Replay state aligns with assembled content by construction

Agent Note: 回放状态与组装内容按构造对齐

Agent Note: Persistent bash keeps the backend's controlled prompt

Agent Note: 持久 bash 保留后端的受控提示符

Agent Note: Rail search keeps its expansion when the opening click reaches document

Agent Note: 轨道搜索在展开点击到达 document 时保持展开

Agent Note: Tool-row file-open failures stay visible

Agent Note: Tool-row file-open failures stay visible

Agent Note: DeepSeek reasoning passback on every reasoned turn

Agent Note: DeepSeek reasoning passback on every reasoned turn

Agent Note: Composer edits carry the range they applied to

Agent Note: 输入框的编辑自带它所作用的范围

Agent Note: Composer reference decorations key by draft-order ordinal

Agent Note: 输入框引用装饰按草稿顺序序号取 key

Agent Note: Explicit Web index paths and 404 static misses

Agent Note: 显式 Web index 路径与静态资源未命中的 404

Agent Note: The shipped preset root is the plugin's own

Agent Note: The shipped preset root is the plugin's own

Agent Note: Running drafts take the primary Send action

Agent Note: 运行中草稿取得主 Send 操作

Agent Note: Terminal turn errors survive same-turn retry history

Agent Note: Terminal turn errors survive same-turn retry history

Agent Note: Recover DeepSeek image requests from Files resolution failures

Agent Note: DeepSeek Files 解析失败时恢复图片请求

Agent Note: Sent user text projects inline, and queue rows fold wire references

Agent Note: 已发送用户文本行内投影，Queue 行折叠 wire 引用

Agent Note: Win32 folder-picker paths stop truncating at U+XX00 code units

Agent Note: Win32 目录选择器路径不再在 U+XX00 码元处截断

Agent Note: Equal-order system-prompt sections render in activation order

Agent Note: 等序系统提示词分段按激活顺序渲染

Agent Note: Token-meter surface fold commits in place through a plan/commit pair

Agent Note: token-meter surface fold 改为 plan/commit 两段式原地提交

Agent Note: Composer e2e gestures gate on the contenteditable attribute

Agent Note: Composer e2e 手势以 contenteditable 属性为门

Agent Note: pi-ai grant payloads store their JSON image

Agent Note: pi-ai grant payload 落盘其 JSON 像

Agent Note: Question drafts survive Session switches

Agent Note: 提问草稿在 Session 切换后保留

Agent Note: Stable Turn-process ordering

Agent Note: 稳定的轮次过程排序

Agent Note: Steer and follow-up image delivery

Agent Note: steer 与 follow-up 的图片投递

Agent Note: Linear drain for long-lived stream queues

Agent Note: 长期流队列的线性排空

Agent Note: readimage accepts extension-less image paths

Agent Note: readimage 接受无扩展名图片路径

Agent Note: The trigger menu keeps previous rows through refinement

Agent Note: The trigger menu keeps previous rows through refinement

DeepSeek Harness

Agent Note: 在 CPython 后端限制在途 binding 调用、快照 binding 元数据、压缩回复队列并用游标计量宽完成值

Agent Note: Load-time pythonBin validation, binding snapshot, and reply-drain settle in the CPython backend

Agent Note: CPython 后端的加载期 pythonBin 校验、binding 快照与回复排空结算

Agent Note: Bound the reply backlog and count lone surrogates without a match list in the CPython backend

Agent Note: 在 CPython 后端限制回复积压并改用长度差计数孤立代理项

Agent Note: The drill claim is published before the edit that re-enters tracking

Agent Note: The drill claim is published before the edit that re-enters tracking

Agent Note: Retry transient Windows atomic replacements

Agent Note: 重试 Windows 上的瞬时原子替换失败

Agent Note: Host-initiated goal pause aborts the live turn

Agent Note: 宿主发起的 goal 暂停中止当前轮次

Agent Note: Fully qualified Workspace paths

Agent Note: Workspace 完全限定路径

Agent Note: Suppressing Windows subprocess windows

Agent Note: 隐藏 Windows 子进程窗口

Agent Note: Session search result reveal

Agent Note: Session 搜索结果显露

feature

Agent Note: Agent Client Protocol (ACP) support — drive the coding agent from external editors

Agent Note: Agent Client Protocol（ACP）支持——从外部编辑器驱动编码 agent

Agent Note: Multiplex concurrent ACP sessions over one connection

Agent Note: 在单个连接上多路复用并发 ACP 会话

Agent Note: Filesystem tool schemas — model-facing read/write/edit shapes

Agent Note: 文件系统工具 schema——面向模型的读/写/编辑接口形状

Agent Note: Rich ACP bash rendering — the terminal card via the meta convention

Agent Note: 富 ACP bash 渲染——通过 meta 约定实现终端卡片

Agent Note: ACP subagent backend (out-of-process delegation)

Agent Note: ACP subagent 后端（进程外委派）

Agent Note: Workspace context instruction files

Agent Note: 工作区上下文指令文件

Agent Note: Ask-user question capability

Agent Note: ask-user 提问能力

Agent Note: The todowrite tool — model task list as event-sourced session state

Agent Note: todowrite 工具——将模型任务列表作为事件溯源的会话状态

Agent Note: dsh-hooks-claude-code + dsh-hooks-codex — the Claude Code / Codex hook bridges

Agent Note: dsh-hooks-claude-code + dsh-hooks-codex —— Claude Code / Codex 钩子桥接插件

Agent Note: dsh-hook-protocol — the shared Claude Code / Codex hook wire-protocol core

Agent Note: dsh-hook-protocol——Claude Code / Codex 钩子协议格式共享核心库

Agent Note: SessionStore fork API

Agent Note: SessionStore fork API

Agent Note: Subagent lifecycle enrichment — lastAssistantMessage (observe-only)

Agent Note: Subagent 生命周期丰富化——lastAssistantMessage（仅观察）

Agent Note: Skill system — progressive disclosure instructions for agents

Agent Note: Skill 系统——面向 agent 的渐进式指令披露

Agent Note: Explicit model-facing tool order

Agent Note: 显式的模型侧工具顺序

Agent Note: Plan mode — a logged per-agent session mode

Agent Note: plan mode——记录到日志的逐 agent 会话模式

Agent Note: The session prefix — request-only messages in front of the derived history

Agent Note: 会话前缀——派生历史之前的仅请求消息

Agent Note: Background subagent tasks

Agent Note: 后台 subagent 任务

Agent Note: Repeat-tool-call guard plugin

Agent Note: 重复工具调用守卫插件

Agent Note: Bash-backed grep and glob discovery tools

Agent Note: 由 Bash 支持的 grep 与 glob 发现工具

Agent Note: Expose agent session identity to tools and hooks

Agent Note: 向工具与钩子公开 agent 会话标识

Agent Note: Exact session query service

Agent Note: 精确会话查询服务

Agent Note: SQLite FTS5 session search

Agent Note: SQLite FTS5 会话搜索

Agent Note: Session query relationship tracing

Agent Note: 会话查询关系追踪

Agent Note: Optional time-context plugin

Agent Note: 可选时间上下文插件

Agent Note: Durable per-step time context

Agent Note: 持久的逐步骤时间上下文

Agent Note: Dedicated full-screen TUI front door

Agent Note: 独立的全屏 TUI 入口

Agent Note: Fresh-agent Ralph workflow tool

Agent Note: 全新 agent Ralph 工作流工具

Agent Note: Human /goal command

Agent Note: 面向人类的 /goal 命令

Agent Note: Same-session goal-round driver

Agent Note: 同会话 Goal Round 驱动器

Agent Note: The dsh CLI and personal config overlays from the Harness home

Agent Note: dsh CLI 与来自 Harness home 的个人配置 overlay

Agent Note: Startup slogans replace the configured TUI welcome line

Agent Note: 启动 slogan 取代配置化的 TUI 欢迎语

Agent Note: Support the TUI on Windows

Agent Note: 在 Windows 上支持 TUI

Agent Note: Continuable background subagents

Agent Note: 可继续的后台 subagent

Agent Note: Cross-session references

Agent Note: 跨会话引用

Agent Note: dsh tells the agent where its own source lives

Agent Note: dsh 告知 agent 其自身源码所在位置

Agent Note: Load all instruction candidates with per-directory dedup

Agent Note: 加载全部指令候选并按目录去重

Agent Note: Default local instruction overlay

Agent Note: 默认的本地指令覆盖层

Agent Note: Log-backed session titles

Agent Note: 基于日志的会话标题

Agent Note: Auto-titled terminal from the first message

Agent Note: 从首条消息自动命名终端

Agent Note: Auto-title on by default, re-derived on resume

Agent Note: 自动标题默认开启，恢复时重新推导

Agent Note: TUI banner brand gradient

Agent Note: TUI 启动横幅品牌渐变

Agent Note: The banner sweeps in; the subtitle line is gone

Agent Note: 横幅整体扫入；副标题行移除

Agent Note: The banner returns, borderless

Agent Note: 横幅回归，无边框

Agent Note: TUI footer shows the session cache hit rate

Agent Note: TUI 页脚展示会话缓存命中率

Agent Note: No startup banner

Agent Note: 移除启动横幅

Agent Note: The /reload command re-reads loader configs on demand

Agent Note: /reload 命令按需重读 loader 配置

Agent Note: Product-level TUI session resume

Agent Note: 产品级 TUI 会话恢复

Agent Note: TUI skill slash command

Agent Note: TUI skill slash command

Agent Note: TUI status line badges queued steering messages

Agent Note: TUI 状态行标示排队中的 steering 消息

Agent Note: The running status line shows the turn phase and elapsed time

Agent Note: 运行状态行展示轮次阶段与已用时长

Agent Note: Docked web goal bar

Agent Note: 停靠式 Web 目标条

Agent Note: Durable subagent catalog and listagents

Agent Note: 持久化 subagent 目录与 listagents

Agent Note: Explicit web bind address

Agent Note: 显式指定 Web 绑定地址

.github

PR preview runner sizing

PR 预览运行器规格

Pull-request approval policy

apps

@deepseek-ai/dsh

@deepseek-ai/dsh

dsh CLI behavior reference

dsh CLI（命令行界面）行为参考

DeepSeek Harness Desktop

DeepSeek Harness 桌面端

web

apps/web browser e2e

apps/web 浏览器 e2e

benchmarks

Active Assistant reconnect benchmark

活跃 Assistant 重连基准

Backend continuation benchmarks

后端续聊基准

Long-session browser benchmark

长会话浏览器基准

文档

Bilingual documentation

双语文档

Post-mortems

事故复盘（postmortem）

出处与许可

来源信息

本页目录

课程库›Harness 与编码 Agent›DeepSeek Harness

DeepSeek Harness工程手册·中英混排原文 ↗原件 ↓仓库 ↗

Agent Note: Settlement, framing, and lifecycle fixes in the CPython backend

Status: implemented Archived: 2026-09-04

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