The AI analyst that shows its work. Runs Python and R on your own machine, and traces every chart back to the code behind it.

Deepseek Harness 综合智能办事平台 — 独立政务风 WebUI（默认端口 3081），通过宿主 apiProxy 1:1 对接 dsh 的会话/模型/权限/统计等全部 Agent 能力

AI-native engineering environment management that makes your codebase agent-ready.

Interactive in-browser canvas for real-time preview of HTML, React components, SVGs, and diagrams with SSE hot-reload

Memory library for building stateful agents

基于 Claude Code 的长篇网文辅助创作系统，解决 AI 写作中的「遗忘」和「幻觉」问题，支持 200 万字量级 连载创作。

Office document preview, editing, and DOCX generation for DeepSeek Harness, powered by Fylar Office SDK.

DSH Web 工作段折叠：保留原生一级，将正文之间的思考、工具、上下文合为一个二级，展开后显示原生三级。

dsh 插件 · 用户管理：自带 HTTPS 网关挡在 dsh web 前面做登录门禁——未登录访问一律 401 跳登录/注册页，首个注册者自动成为管理员，注册默认审批制；支持 TOTP 两步验证（验证器 App 扫码/手输密钥绑定）；管理员可管理所有用户（新增/删除/禁用/重置密码/角色调整/重置两步验证）、IP 封禁并查看登录记录、访问记录与操作日志三本审计账，普通用户只能查看和修改自己的信息。

DeepSeek Harness 自动审批门控：Flash 预判不可回补操作，安全自动批准、危险转人工（fail-safe）

DeepSeek Harness control center for balance, usage, peak/off-peak pricing, encrypted multi-account switching, health checks, reminders, recharge, and session controls. / 余额、用量、峰谷计费、加密多账户、健康检查、提醒、充值与会话控制

给 DSH 网页右下角请一个 Live2D 角色：会眨眼、会呼吸、视线跟着鼠标、点她有反应、说话时嘴动、心情变了眉毛跟着动。模型不用内置——谁装谁放自己的文件夹；支持自定义 .exp3.json 表情和 .motion3.json 动作，卡片能拖能缩，背景可换。

DSH Web 插件：实时显示模型供应商额度与用量（DeepSeek / GLM Coding Plan / OpenRouter / Kimi Coding Plan + 自定义适配器）

TinyFish-backed search and fetch providers for the DeepSeek Harness web capability seam (ctx.web) — $0 SERP and page extraction, direct or via Monid.

终结 Agent 无限规划：认知循环让判断有来处、反馈有归因、规划必收口；记忆完全本体化（v0.4.4+）——写侧三本体条目（event 记忆本体 / fact 知识本体 / rule 规则本体）+ ontology 投影一等公民，注入段按序承载（知识→规则→事件→冷储）；判分身份职责入架构（口径一致、判据绑定来源、同题同标，漂移清单沉入判分领域本体）；联动 linghun-assembler A2A 记忆管理团队，让子智能体的判断履历反哺主脑。不是人设卡，是判断力——给 DeepSeek Harness

Evidence-first reading for AI agents — turn articles, books and PDFs into traceable claims, evidence, source locations and knowledge maps.

Automatic strong/cheap model-tier routing for DeepSeek Harness: intent-gated tier landing on the agent/request waterfall, plan-mode handoff (strong plans, cheap implements), deterministic high-risk guards on tools/pre-execute, failure escalation with TTL

The world's first open-source AI-native vector design tool and the first to feature concurrent Agent Teams. Design-as-Code. Turn prompts into UI directly on the live canvas. A modern alternative to Pencil.

Toward Autonomous Scientific Discovery

DeepSeek Harness 任务清单插件：官方 todo_write 的增强 fork —— 优先级标签、完整清单渲染、可拖动的会话内浮动任务面板（位置记忆 / 双击复位 / 当前动作显示）

Install Desert Ant Labs on-device models as DSH tools and skills, with per-platform capability gating

Telegram messenger bridge for DeepSeek Harness: sessions, steer, homes, inline asks, notify bridge, and optional TTS voice notes.

Agent OS: the agent gets smarter on its own. We just hold the line: Interview-gated, staged evaluation, budgeted evolution loop. MCP server, 14 runtimes: Claude Code, Codex CLI, Gemini CLI, OpenCode, Copilot, Kiro and more.

Pre-visit due diligence and company research in DeepSeek Harness with Host-tracked progress, fixed-route Qichacha MCP calls, entity confirmation, and downloadable reports.