专家分身The AI twin 隐私与掌控Privacy 为什么加入Why join 常见顾虑FAQ 创建专家分身Create your AI twin
专家分身基础设施INFRASTRUCTURE FOR EXPERT AI TWINS

建立、训练并放大
你的专家分身。
Build, train and amplify
your expert AI twin.

Twindoo 帮助专家导入过往经验,建立自己的 AI 分身,并通过持续训练不断强化它。分身可以在 Twindoo 接受咨询,让专业判断成为可计价的服务;未来还可接入更多 Agent 与其他平台,持续放大专家价值。 Twindoo helps experts bring in their accumulated experience to build and continuously improve an AI twin of their own. The twin can handle consultations on Twindoo, turning professional judgment into a billable service. In time, it can connect to more agents and platforms to keep amplifying the value of that expertise.

Twindoo 邀请在明确方向上拥有真实项目经验、突出判断力,并愿意定义清晰边界的专家。Twindoo invites experts who have real project experience and proven judgment in a clearly defined field, and who are willing to set clear boundaries.

下滑SCROLL
专家判断 — 受控运行 — 来源可追踪 — 版本可回退 — 超界即转本人 — 本人确认交付 — 专家判断 — 受控运行 — 来源可追踪 — 版本可回退 — 超界即转本人 — 本人确认交付 — EXPERT JUDGMENT — CONTROLLED EXECUTION — TRACEABLE PROVENANCE — VERSIONED & REVERSIBLE — ESCALATE OUT OF SCOPE — EXPERT-CONFIRMED DELIVERY — EXPERT JUDGMENT — CONTROLLED EXECUTION — TRACEABLE PROVENANCE — VERSIONED & REVERSIBLE — ESCALATE OUT OF SCOPE — EXPERT-CONFIRMED DELIVERY —

我们不复制你
而是放大你
We don't copy you.
We amplify you.

§ 01专家分身The expert AI twin

四步,让经验变成不断进化的分身Four steps to turn experience into an ever-evolving AI twin

从导入文档、GitHub 与工作记录开始,经过持续训练与真实咨询强化,让分身逐步成为可服务、可计价、可连接更多 Agent 与平台的专业能力载体。Start by importing documents, GitHub repositories and work records. Through continuous training and real consultations, the twin develops into a professional capability layer that can deliver billable services and connect to more agents and platforms.

expert twin / growth path
导入真实经验Import real experience
文档 · GitHub · 工作记录Docs · GitHub · work records
持续训练强化Train & strengthen
自我训练 · 更新 · 反馈Self-training · updates · feedback
AI
在 Twindoo 接受咨询Handle consultations
边界内响应 · 超界转本人Respond in scope · escalate beyond
服务LIVE
连接更多 Agent 与平台Connect agents & platforms
API · Agent · 工作流API · agents · workflows
01 — 文档 · GitHub · 工作记录 · 案例 · 方法论DOCUMENTS · GITHUB · WORK RECORDS · CASES · METHODOLOGIES

第一步:建立属于你自己的分身Step 1: Build an AI twin of your own

导入你以往的工作经验,包括文档、GitHub 项目、工作记录、案例与方法论,让分身从真实经验出发理解你的专业能力。Import your past work experience — including documents, GitHub projects, work records, cases and methodologies — so the twin begins with real evidence of your expertise.

02 — 自我训练 · 内容更新 · 咨询反馈 · 专家纠正SELF-TRAINING · CONTENT UPDATES · CONSULTATION FEEDBACK · EXPERT CORRECTIONS

第二步:训练并持续强化分身Step 2: Train and continuously strengthen the twin

通过结构化自我训练、内容更新和咨询反馈持续强化分身;客户材料只有在明确授权、脱敏和评测后才可用于训练。Strengthen the twin through structured self-training, content updates and consultation feedback. Client materials may be used for training only after explicit authorization, de-identification and evaluation.

03 — 咨询匹配 · 即时响应 · 边界控制 · 转本人CONSULTATION MATCHING · INSTANT RESPONSE · BOUNDARY CONTROL · ESCALATION

第三步:让分身在 Twindoo 接受咨询Step 3: Let your twin handle consultations on Twindoo

分身在你批准的服务边界内回应咨询,让专业判断成为可计价的服务;复杂或超出边界的问题会带着完整上下文转给专家本人。Within the service boundary you approve, the twin handles consultations and turns professional judgment into a billable service. Complex or out-of-scope questions return to you with full context.

04 — API · Agent · 工作流 · 其他平台API · AGENTS · WORKFLOWS · OTHER PLATFORMS

第四步:连接更多 Agent 与平台,放大价值Step 4: Connect to more agents and platforms to amplify value

随着分身持续进化,可通过受控接口连接更多 Agent、工作流和其他平台,让专家能力在更多场景中被调用。As the twin continues to evolve, controlled interfaces can connect it to more agents, workflows and platforms, making your expertise callable in more scenarios.

§ 02隐私与掌控 · 核心Privacy & control · the core

隐私不是附加功能,而是产品本身Privacy is the product

客户数据专家资产沿两条独立路径流动。授权闸门展示:当前订单的材料进入分身资产前,必须满足哪些条件。Client data and expert assets move through separate paths. The authorization gate shows the conditions that order materials must meet before they can enter the twin's assets.

fig. isolation
客户数据域Client data domain
材料 · 证据materials
默认不训练no training
你的分身Your AI twin
规则 · 评分标准rules · rubrics
训练授权Training authorization OFF
关闭时:客户材料只服务当前订单,任何内容都不会进入你的分身。When off: client materials serve only the current order — nothing enters your AI twin.
01

知识资产独立隔离Isolated knowledge assets

你的规则、案例、评分标准与提示词按专家与版本隔离,默认拒绝任何跨专家访问。Your rules, cases, rubrics and prompts are isolated by expert and version; cross-expert access is denied by default.

02

训练必须授权Training requires authorization

没有你与客户的授权、脱敏和评测,任何内容都不会进入分身或测试集。Without authorization from both you and the client—and without de-identification and evaluation—nothing enters the AI twin or test sets.

03

服务边界由你定义You define the boundary

你决定分身能回答什么、何时必须转本人;一旦超出边界即拒答。You decide what the AI twin may answer and when it must escalate; outside that boundary, it declines.

04

可导出、可退出Exportable & exit-ready

依据专家协议,你可查看资产来源、撤回仍可撤回的许可、导出允许的资产包,并完成约定的退出与删除流程。Under the expert agreement, you can review asset provenance, withdraw eligible permissions, export the permitted asset package and complete the defined exit and deletion process.

Twindoo 红线Twindoo red lines

三条不可突破的边界Three non-negotiable boundaries

不把 AI 回答冒充专家本人确认Never present AI output as expert confirmation

不跨专家混用判断资产Never mix judgment assets across experts

不允许未经评测的分身处理高风险任务Never allow an unevaluated twin to handle high-risk work

专家分身系统The twin system

专家分身,不是一段提示词。An expert AI twin is more than a prompt.

Twindoo 把专家判断构造成一套受控系统:与基座模型解耦的资产、经过授权的证据访问、边界明确的运行时,以及通过评测才发布的版本。Twindoo turns expert judgment into a controlled system: model-agnostic assets, permissioned evidence access, bounded execution and evaluated releases.

01
规则 · 评分标准 · 案例 · 拒答策略 · 测试集rules · rubrics · cases · refusals · evals

专家分身资产包Expert asset package

资产采用可读、可迁移的结构,与基座模型相对解耦,并按专家独立隔离。Portable, readable assets stay separate from the foundation model and isolated for each expert.

02
授权账本 · 最小权限 · 双数据域隔离consent ledger · least privilege · isolation

授权与隐私网关Permission & privacy gateway

授权账本记录用途、范围、期限与撤回状态;每次读取都按当前订单和访问身份重新校验。The consent ledger records purpose, scope, expiry and revocation; every read is re-checked against the current order and identity.

03
证据检索 · 置信边界 · 拒答与转本人retrieval · confidence boundary · escalation

受控分身运行时Controlled twin runtime

分身按预设规则检索并核验相关证据,仅在已批准且通过评测的范围内回答;超出边界时保留上下文并转交本人。The twin retrieves and checks relevant evidence under preset rules, answers only within approved and evaluated scope, and preserves context for expert escalation beyond that boundary.

04
基准测试 · 边界测试 · 回归测试 · 回退benchmark · boundary · regression · rollback

评测与版本控制Evaluation & version control

不在每笔订单后静默自我更新。新版本必须通过评测,并由专家批准后才发布。No silent self-updates. A new version is released only after evaluation and your approval.

线上分身版本 · 已评测 · 已批准 · 可审计Live twin version · evaluated · approved · auditable
§ 03为什么加入Why join

让专业判断,形成两种可计价的服务Turn the same expertise into two billable services

你的判断不该只按小时计价。分身拓展高频服务,本人专注复杂判断。Your judgment shouldn't be limited to hourly billing. The twin handles high-frequency consultations while you focus on complex decisions.

01

两种服务:分身服务 + 本人服务Two services: AI twin + direct expert service

高频、判断标准明确的专业问题由分身即时回答;复杂问题升级为本人服务并单独计价。客户在同一上下文中完成切换。The AI twin answers high-frequency professional questions with clear judgment criteria; complex work escalates to a separately priced direct expert service without losing context.

2
两种可计价服务billable services
02

把判断沉淀为长期资产Build long-term judgment assets

经过批准的规则、案例与评测形成有来源、有版本、可按专家协议导出的资产包。Approved rules, cases and evaluations form a traceable, versioned asset package that is exportable under the expert agreement.

可导出PORTABLE
按协议携带by agreement
03

获得经过筛选的真实需求Reach pre-qualified demand

平台先识别问题类型、材料完整度与服务适配度,再把合适的付费需求交给对应专家。Twindoo checks problem type, material readiness and service fit before routing suitable paid demand to the right expert.

已初筛QUALIFIED
真实需求real demand
04

保留定价权与拒答权Control pricing and refusal boundaries

你设置本人服务价格、分身可服务目录,以及必须拒答或升级的情形;结算按订单逐项展示。You set expert-service pricing, the twin's service catalog, and when it must refuse or escalate; settlement is itemized per order.

由你定义EXPERT-SET
价格与范围price & scope
05

平台处理交易与履约流程Twindoo handles transactions and fulfillment

合同、收款、服务切换和争议流程由平台处理;当前不收席位费、上架费或月费。Twindoo handles contracts, payments, service switching and dispute workflows. There are currently no seat, listing or monthly fees.

0
当前席位 / 月费current seat & monthly fees
传输与静态加密Encryption in transit & at rest
双数据域隔离Dual-domain isolation
最小权限与访问审计Least privilege & access auditing
留存与删除闭环Retention & deletion lifecycle
基于成熟云安全能力Built on proven cloud security
§ 04专家常见顾虑Experts often ask

你在担心的,我们写进了规则Your concerns are in the rules

平台会不会复制我、压低我的价格?Will Twindoo clone me or undercut my price?

专家协议将明确禁止使用你的资产训练与你直接竞争的分身;分身服务范围与本人服务价格由你参与定义。The expert agreement will prohibit using your assets to train a twin that directly competes with you. You help define the twin's scope and your expert-service price.

我的客户材料会被拿去训练吗?Will client materials be used for training?

默认不会。客户原始材料只服务当前订单;没有记录完整的授权、脱敏与评测,不会进入分身资产或测试集。Not by default. Raw client materials serve only the current order; without recorded authorization, de-identification and evaluation, they do not enter twin assets or test sets.

如果我离开平台,哪些内容可以带走?What can I take with me if I leave?

在专家协议约定范围内,你可导出允许的资产包,包括专家档案、判断规则、评分标准、案例、评测集、策略与模板,并按约定完成退出和删除流程。Within the expert agreement, you can export the permitted asset package — including the expert profile, judgment rules, rubrics, cases, evaluation sets, operating policies and templates — and complete the defined exit and deletion process.

分身答错了怎么办?What happens when the AI twin is wrong?

回答会标注 AI 身份,并保留版本、证据引用与运行日志。对于高风险、不可逆或超出边界的任务,分身将拒答或转交本人;具体责任按服务条款与专家协议处理。Answers are labeled as AI and retain version, evidence references and runtime records. For high-risk, irreversible or out-of-scope work, the twin refuses or escalates to the expert; responsibility is handled under the service terms and expert agreement.

专家分身和普通 AI 助手、数字人有什么不同?How is an expert AI twin different from a generic AI assistant or digital human?

普通 AI 助手基于通用模型即时生成,不保证专业判断;数字人偏形象展示。Twindoo 的专家分身以某位专家的规则、案例与评测为准,只在其批准的边界内回答,超出即转本人——本质是可控、可追溯的专业判断服务,而不是通用聊天或形象克隆。A generic AI assistant runs on a general model with no guarantee of professional judgment; a "digital human" is mostly a visual avatar. A Twindoo expert AI twin is grounded in one expert's rules, cases and evaluations, answers only within the boundary they approve, and escalates beyond it — a controlled, traceable professional-judgment service, not generic chat or a look-alike clone.

从一个边界清晰的专家分身开始。Start with one clearly bounded AI twin.

先选择一个你最擅长、证据最充分的判断场景。Twindoo 与你一起定义规则、评测和上线条件。Choose one judgment scenario where your expertise and evidence are strongest. Twindoo works with you to define its rules, evaluations and launch criteria.

创建专家分身Create your AI twin

适合在明确方向上拥有真实项目经验与可验证成果的专家For experts with real project experience and verifiable outcomes in a defined field