让 AI 真正 走进你的企业工作台Bring AI into the Enterprise Workspace
嘟哩 AI 与嘟哩业务系统深度打通 —— 消息、云盘、文档、项目、审批、日历，想做什么，一句话搞定。Duli AI is deeply integrated with the Duli platform — messages, drive, docs, projects, approvals and calendar. Just say what you want.
一句话，背后是一整套企业级智能编排One Sentence, Backed by a Full Orchestration Engine
嘟哩 AI 的核心底层引擎：本地 Harness 接管执行、子智能体并行做事、专家与专家团协作产出。The core engine behind Duli AI: local Harness runs the work, subagents handle in parallel, experts and councils collaborate on output.
Harness
本地 Harness 编排Local Harness
客户端内置编排运行时，模型调用、工具调用、文件读写都在本机完成。无网络中转，企业数据不出本地边界。A built-in orchestration runtime. Model calls, tool calls and file I/O all happen locally — no relay, no data leaving your boundary.
本地工具与 MCP 协议接入Local tools & MCP protocol
一次任务多步执行，断点可恢复Multi-step execution, resumable
写入操作分级确认与留痕Tiered confirmation & audit trail
SubAgent
子智能体并行SubAgents in Parallel
主智能体拆解任务后派发给多个子智能体同时执行：分析、对比、检索、生成各跑一条线，最后归并结论。The main agent breaks down work and dispatches to subagents — analysis, comparison, retrieval and generation run in parallel, then merge.
每位专家是一个具备人设、知识库、技能与权限的角色化智能体；多位专家组成专家团，按议题协作产出方案。Each expert is an agent with persona, knowledge, skills and permissions. Multiple experts form a council, collaborating on a topic.
预置 Team Lead / 前后端 / QA / UX / 运维等专家Pre-built Team Lead / FE / BE / QA / UX / SRE
商户可自建专家、训练知识、定义技能Build your own experts, knowledge & skills
一个议题，一支由 AI 组成的"产研专家团"One Topic, an AI-Powered Product & Engineering Council
面对复杂需求，单个模型给的答案常常片面。在嘟哩 AI 里，可以同时召集多位专家就一个议题协作 —— Team Lead 调度，各专业角色发声，最后归并出一份可落地结论。For complex problems, a single model often falls short. Duli AI lets you gather multiple experts on one topic — Team Lead orchestrates, every role speaks up, and a workable conclusion emerges.
议题Topic把"扫码点单 · 多人拼单"做进下个版本，怎么落地？How do we ship "QR ordering + group buy" in the next release?
Team Lead需求拆解 · 调度协调 · 质量把关Scope · Orchestrate · Quality
结论Outcome建议拆 3 个迭代落地 · MVP 先做点单链路，拼单后置；2 项前置依赖待对齐Ship in 3 iterations · MVP starts with ordering, group-buy follows; 2 dependencies to align
Capability Network
一句话，调动整个企业能力网络One Sentence, the Whole Enterprise Network
编排引擎背后，是一组覆盖企业全栈的原生 Skill：消息、日历、项目、云盘、文档、审批、通讯录、查询、风控，都能被自然语言直接驱动。Behind the engine sits a full set of native skills — messaging, calendar, projects, drive, docs, approvals, contacts, search and audit — all driven by natural language.
消息协同Messaging
群通知、私聊、@ 提醒、卡片消息，把 AI 结果直接送入真实协作链路。Group notices, DMs, @-mentions and rich cards — push AI output straight into real workflows.
把发布结论同步到产研群，并 @ 每位负责人Sync the release decision to the product channel and @ each owner
日历会议Calendar
查空闲、订时间、发邀请、改议程、自动处理冲突。Check availability, book time, send invites, adjust agendas, resolve conflicts.
找下周三所有人都有空的 1 小时，订发布预演会Find an hour next Wednesday when everyone is free and book the dry-run
项目与任务Projects
拆需求、建任务、看进度、巡风险，按工时与技能矩阵分派。Break down work, create tasks, track progress, surface risks, assign by skill and load.
把这个需求拆成研发 / 测试 / 运营子任务，按上版工时分配Split this into dev / QA / ops subtasks and assign by last release's effort
文档与制品Docs
会议纪要、方案文档、报告、PDF，自动入档企业文档空间。Minutes, proposals, reports, PDFs — auto-filed to your enterprise space.
把今天评审会的录音整理成纪要，并入档项目空间Turn today's review recording into minutes and file it to the project space
云盘与文件Drive
检索、归档、批量整理、版本对比、跨空间共享。Search, archive, batch-organize, version-diff, share across spaces.
把上周群里的合同 PDF 全部归档到法务空间Archive all contract PDFs from last week's chat into the legal space
审批与考勤Approvals
查异常、辅助审批、统计加班调休、合规巡检。Surface anomalies, assist reviews, summarize attendance, run compliance checks.
统计本月部门加班并把异常单挑出来生成报告Summarize this month's overtime and flag the outliers in a report
通讯录与权限Directory & RBAC
找人、建群、批量授权、SSO 同步，能力继承企业现有 RBAC。Find people, create groups, grant in batch, SSO-sync — inherits your existing RBAC.
给新加入的张三开通项目 X 的查看权限Grant our new hire viewer access to Project X
审计与风控Audit & Risk
每一次模型 / Skill 调用都可回看，写入操作分级二次确认。Every model / skill call is replayable; writes require tiered confirmation.
查 AI 上周对生产环境的所有写入操作并出审计清单Audit every write the AI made to production last week
Role Scenarios
每个岗位，都有自己的 AI 工作方式Every Role, Its Own Way of Working with AI
同一个客户端，不同岗位看到不同能力。懂你的协作链路，懂你的业务系统，懂你这个岗位本身。Same client, different views per role. It understands your workflows, your systems, and the way you actually work.
产品 / 项目经理Product / PM
从"追人"变成"推流程"From chasing people to driving flows
说Say
"下周发布要的事情，帮我拉齐Pull together everything we need for next week's release"
三档模型能力，企业自主可控Three Tiers of Models, Fully Under Your Control
从开箱即用，到接入主流大模型，再到企业自建专属安全模型 —— 在嘟哩 AI 里同一处入口、同一套治理，按场景灵活切换。From out-of-the-box to leading APIs to your own private models — one entry, one set of controls, switch as you need.
① 免费可用① Free
嘟哩官方免费模型Duli Free Tier
登录即用，零成本启动 AI。覆盖通用任务，适合试点验证与轻量协作。Sign in, start using AI at zero cost. Covers general tasks, perfect for pilots and light work.
登录即用Sign-in ready日活配额Daily quota通用任务General tasks
② 三方 API② API
主流模型 API 一处接Leading APIs, One Plug
DeepSeek /GLM / MiniMax /Qwen /SeeDance 等主流模型按需接入，Token 与计费由总控台统一治理。Plug in DeepSeek /GLM / MiniMax /Qwen /SeeDance and more — tokens and billing centrally governed.
QwenDeepSeekGLMMiniMaxSeeDanceKimi
③ 商户自有③ Private
企业自定义安全模型Bring Your Own Model
接入企业自有模型与私有推理服务，数据不出企业、推理不出网，适配高合规与内网场景。Connect your own models and private inference. Data stays in, inference stays in — built for high-compliance, on-prem scenarios.
