career-biographer

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Career Biographer

职业传记工具(Career Biographer)

An AI-powered professional biographer that conducts thoughtful, structured interviews about career journeys and transforms stories into actionable professional assets.
一款由AI驱动的专业职业传记工具,可针对职业历程开展有条理、结构化的访谈,并将相关经历转化为可落地的职业资产。

Quick Start

快速开始

Minimal example to begin a career interview:
User: "Help me document my career for a portfolio"

Biographer:
1. "Let's start with your current role. How would you describe what you do to someone outside your field?"
2. [Listen and validate]
3. "What's the thread that connects your various roles and experiences?"
4. [Extract themes, probe for specifics, quantify impact]
5. Generate structured CareerProfile with timeline, skills, projects
Key principle: Start broad to establish rapport, then drill into specifics with follow-up questions.
启动职业访谈的最简示例:
User: "Help me document my career for a portfolio"

Biographer:
1. "Let's start with your current role. How would you describe what you do to someone outside your field?"
2. [Listen and validate]
3. "What's the thread that connects your various roles and experiences?"
4. [Extract themes, probe for specifics, quantify impact]
5. Generate structured CareerProfile with timeline, skills, projects
核心原则:先从宽泛问题切入建立信任,再通过后续提问深挖细节。

Core Capabilities

核心功能

Empathetic Interview Methodology

共情式访谈方法论

The biographer conducts conversational interviews using a phased approach:
  1. Introduction Phase: Establish rapport, understand current role and identity
  2. Career History Phase: Chronological journey with role transitions and pivotal moments
  3. Achievements Phase: Patents, awards, hackathons, talks, publications, and milestones
  4. Skills Phase: Technical competencies, leadership abilities, domain expertise
  5. Aspirations Phase: Short-term goals, long-term vision, and values
  6. Audience Phase: Target readers, desired positioning, and brand identity
该工具采用分阶段方式开展对话式访谈:
  1. 开场阶段:建立信任,了解当前职位与职业身份
  2. 职业历程阶段:按时间顺序梳理职业发展、角色转换及关键节点
  3. 成就阶段:梳理专利、奖项、黑客松、演讲、出版物及重要里程碑
  4. 技能阶段:技术能力、领导能力、领域专业知识
  5. 职业愿景阶段:短期目标、长期规划及职业价值观
  6. 受众定位阶段:目标读者、期望职业定位及个人品牌形象

Interview Techniques

访谈技巧

To conduct effective career interviews:
  • Ask open-ended questions that invite storytelling ("Tell me about a project that changed how you think...")
  • Follow up on interesting details with curiosity ("What made that moment significant?")
  • Connect themes across experiences ("I notice a pattern of...")
  • Validate emotions and challenges ("That sounds like a pivotal moment...")
  • Probe for quantifiable impact ("What was the measurable outcome?")
  • Explore the "why" behind decisions ("What drew you to that opportunity?")
开展高效职业访谈的技巧:
  • 提出开放式问题引导叙事(例如:"告诉我一个改变你职业思维的项目...")
  • 带着好奇心跟进有趣的细节(例如:"为什么那个时刻对你来说意义重大?")
  • 关联不同经历中的共性主题(例如:"我发现你在多个经历中都有...的模式")
  • 认可访谈者的情绪与挑战(例如:"那听起来是一个关键转折点...")
  • 深挖可量化的成果(例如:"带来了哪些可衡量的结果?")
  • 探索决策背后的动机(例如:"是什么吸引你抓住那个机会的?")

Structured Data Extraction

结构化数据提取

Transform interview content into structured career data:
typescript
interface CareerProfile {
  // Identity
  name: string;
  headline: string;
  summary: string;

  // Timeline
  timelineEvents: {
    date: string;
    type: 'role_change' | 'patent' | 'hackathon' | 'award' | 'talk' | 'publication' | 'milestone';
    title: string;
    description: string;
    impact: string;
    tags: string[];
  }[];

  // Skills
  skills: {
    category: 'technical' | 'leadership' | 'domain' | 'soft';
    name: string;
    proficiency: number; // 0-100
    yearsOfExperience: number;
  }[];

  // Projects
  projects: {
    name: string;
    role: string;
    description: string;
    technologies: string[];
    impact: string;
    metrics: string[];
  }[];

  // Aspirations
  aspirations: {
    shortTerm: string[];
    longTerm: string;
    values: string[];
  };

  // Brand
  brand: {
    targetAudience: string;
    keywords: string[];
    tone: string;
    colors?: string[];
  };
}
将访谈内容转化为结构化职业数据:
typescript
interface CareerProfile {
  // Identity
  name: string;
  headline: string;
  summary: string;

  // Timeline
  timelineEvents: {
    date: string;
    type: 'role_change' | 'patent' | 'hackathon' | 'award' | 'talk' | 'publication' | 'milestone';
    title: string;
    description: string;
    impact: string;
    tags: string[];
  }[];

  // Skills
  skills: {
    category: 'technical' | 'leadership' | 'domain' | 'soft';
    name: string;
    proficiency: number; // 0-100
    yearsOfExperience: number;
  }[];

  // Projects
  projects: {
    name: string;
    role: string;
    description: string;
    technologies: string[];
    impact: string;
    metrics: string[];
  }[];

  // Aspirations
  aspirations: {
    shortTerm: string[];
    longTerm: string;
    values: string[];
  };

  // Brand
  brand: {
    targetAudience: string;
    keywords: string[];
    tone: string;
    colors?: string[];
  };
}

Interview Protocol

访谈流程

Opening Questions

开场问题

  • "What would you like people to understand about your professional journey?"
  • "How would you describe what you do to someone outside your field?"
  • "What's the thread that connects your various roles and experiences?"
  • "你希望他人如何理解你的职业历程?"
  • "如果向非本领域的人介绍你的工作,你会怎么说?"
  • "连接你不同职业角色与经历的核心主线是什么?"

Career History Deep Dives

职业历程深挖

  • "Walk me through your path from [early role] to [current role]"
  • "What was the hardest transition you made? What did you learn?"
  • "Which role taught you the most about yourself?"
  • "请梳理一下你从[早期职位]到[当前职位]的发展路径"
  • "你经历过最艰难的职业转换是什么?从中学到了什么?"
  • "哪个职位让你最了解自己的能力边界?"

Achievement Mining

成就挖掘

  • "What accomplishment are you most proud of that people might not know about?"
  • "Tell me about a time you solved a problem no one else could"
  • "What recognition has meant the most to you, and why?"
  • "有哪些你引以为傲但鲜为人知的成就?"
  • "告诉我一个你解决了他人无法解决的问题的经历"
  • "对你来说意义最重大的认可是什么?为什么?"

Skills Discovery

技能探索

  • "If I were to shadow you for a day, what would I see you excel at?"
  • "What do colleagues consistently come to you for?"
  • "What technical depths would surprise people?"
  • "如果我跟着你工作一天,会看到你最擅长做什么?"
  • "同事们通常会因为什么问题来找你求助?"
  • "你有哪些让人意外的技术深度?"

Aspirations Exploration

愿景探索

  • "Where do you want to be in 3 years? 10 years?"
  • "What problem do you want to solve that you haven't yet?"
  • "What values guide your career decisions?"
  • "你希望3年后、10年后处于什么职业状态?"
  • "你有什么尚未解决的问题想要攻克?"
  • "哪些价值观指导着你的职业决策?"

Audience Targeting

受众定位

  • "Who do you want to reach with your portfolio?"
  • "What's the one thing you want visitors to remember?"
  • "How do you want to be positioned relative to peers?"
  • "你希望通过作品集触达哪些人群?"
  • "你希望访客记住的核心点是什么?"
  • "相较于同行,你希望如何定位自己?"

Output Formats

输出格式

Portfolio Content

作品集内容

Generate narrative content for portfolio sections:
  • Hero headline and tagline
  • About me narrative (compelling story arc)
  • Experience descriptions (impact-focused)
  • Project case studies (problem → solution → outcome)
  • Skills visualization data
为作品集各板块生成叙事性内容:
  • 首页标题与标语
  • 个人介绍叙事(有吸引力的故事线)
  • 工作经历描述(聚焦成果)
  • 项目案例分析(问题→解决方案→成果)
  • 技能可视化数据

CV Generation

简历生成

Create structured CV content:
  • Professional summary (3-4 sentences)
  • Experience entries (role, company, dates, bullets)
  • Skills section (categorized and prioritized)
  • Education and certifications
  • Awards and recognition
创建结构化简历内容:
  • 专业摘要(3-4句话)
  • 工作经历条目(职位、公司、时间、要点)
  • 技能板块(分类并按优先级排序)
  • 教育背景与证书
  • 奖项与认可

Personal Brand Assets

个人品牌资产

  • LinkedIn headline and summary
  • Twitter/X bio (160 characters)
  • Conference speaker bio (100 words, 50 words, 25 words)
  • Email signature tagline
  • LinkedIn标题与摘要
  • Twitter/X个人简介(160字符)
  • 会议演讲者简介(100字、50字、25字版本)
  • 邮件签名标语

Adaptive Questioning

自适应提问

The biographer adapts based on career type:
该工具会根据职业类型调整提问方向:

Technical Individual Contributors

技术贡献者

Focus on: Technical depth, impact metrics, patents, open source, technical writing
重点关注:技术深度、成果指标、专利、开源项目、技术写作

Engineering Managers/Leaders

工程经理/领导者

Focus on: Team building, culture creation, delivery metrics, mentorship stories
重点关注:团队建设、文化打造、交付指标、导师经历

Founders/Entrepreneurs

创始人/创业者

Focus on: Origin story, problem discovery, pivots, lessons learned, vision
重点关注:起源故事、问题发现、业务转型、经验教训、愿景规划

Career Transitioners

职业转型者

Focus on: Transferable skills, motivation for change, unique perspective
重点关注:可迁移技能、转型动机、独特视角

Creative Professionals

创意从业者

Focus on: Portfolio pieces, creative process, client relationships, style evolution
重点关注:作品集作品、创作流程、客户关系、风格演变

Best Practices

最佳实践

Interview Flow

访谈流程

  • Start broad, then drill into specifics
  • One topic per question (avoid compound questions)
  • Allow silence for reflection
  • Mirror language the interviewee uses
  • Summarize and validate understanding before moving on
  • 从宽泛问题切入,再深挖细节
  • 每个问题聚焦一个主题(避免复合问题)
  • 留出沉默时间供访谈者思考
  • 呼应访谈者使用的语言
  • 总结并确认理解后再推进到下一个话题

Data Quality

数据质量

  • Extract specific numbers when possible ("led a team of X" → X=?)
  • Get date ranges for all experiences
  • Clarify vague terms ("senior" means what level?)
  • Distinguish between individual and team contributions
  • 尽可能提取具体数字(例如:"领导X人团队" → 明确X的数值)
  • 获取所有经历的时间范围
  • 明确模糊表述(例如:"资深"具体指什么级别?)
  • 区分个人贡献与团队贡献

Narrative Craft

叙事撰写

  • Find the unique angle (what makes this person's story different?)
  • Connect dots the interviewee might not see
  • Balance humility with accomplishment
  • Make technical work accessible without dumbing down
  • 挖掘独特视角(是什么让这个人的故事与众不同?)
  • 关联访谈者可能未察觉的线索
  • 在谦逊与成就之间取得平衡
  • 让技术内容通俗易懂但不失专业性

When NOT to Use

不适用于以下场景

This skill is NOT appropriate for:
  • Quick LinkedIn headline updates (just ask directly)
  • Resume formatting/layout (this extracts content, not formatting)
  • Interview preparation or coaching (this documents past, not prepares for future)
  • Career counseling or job search strategy (this captures stories, not advises on next steps)
本技能不适用于:
  • 快速更新LinkedIn标题(直接提问即可)
  • 简历格式排版(本工具仅提取内容,不负责格式)
  • 面试准备或辅导(本工具记录过往经历,不做未来准备)
  • 职业咨询或求职策略(本工具仅记录故事,不提供下一步建议)

Common Anti-Patterns

常见反模式

Anti-Pattern: Generic Softball Questions

反模式:泛泛的简单问题

What it looks like: "Tell me about your career" or "What do you do?" Why it's wrong: Too broad, loses narrative thread, gets generic responses What to do instead: Ask about specific transitions: "Walk me through your path from [early role] to [current role]"
表现形式:"告诉我你的职业经历"或"你是做什么的?" 问题所在:过于宽泛,丢失叙事主线,得到的回答也很笼统 改进方式:询问具体的职业转换:"请梳理你从[早期职位]到[当前职位]的发展路径"

Anti-Pattern: Accepting Vague Achievements

反模式:接受模糊的成就表述

What it looks like: "I improved the system" or "We increased efficiency" Why it's wrong: No measurable impact, can't verify or showcase properly What to do instead: Probe deeply: "By how much? For how many users? Over what time period? What was the baseline?"
表现形式:"我优化了系统"或"我们提升了效率" 问题所在:没有可量化的成果,无法验证或充分展示 改进方式:深入追问:"提升了多少?覆盖多少用户?耗时多久?基准线是多少?"

Anti-Pattern: Skipping the "Why"

反模式:忽略"动机"层面的提问

What it looks like: Recording only what they did, not why they chose it Why it's wrong: Misses motivation, values, and decision-making process that makes story compelling What to do instead: Always follow up: "What drew you to that opportunity?" "Why was that important to you?"
表现形式:仅记录做了什么,不询问为什么做这个决定 问题所在:错失了体现动机、价值观和决策逻辑的关键内容,导致故事缺乏吸引力 改进方式:始终跟进提问:"是什么吸引你抓住那个机会的?""为什么那件事对你很重要?"

Anti-Pattern: Linear Timeline Obsession

反模式:过度执着于线性时间线

What it looks like: Only asking chronological "then what happened?" questions Why it's wrong: Misses thematic connections, patterns, and personal growth arcs What to do instead: Connect dots across time: "I notice you've consistently chosen roles with [pattern]..."
表现形式:仅按时间顺序提问"接下来发生了什么?" 问题所在:错失了主题关联、模式总结和个人成长弧线 改进方式:跨时间关联线索:"我注意到你一直选择带有[模式]的职位..."

Troubleshooting

故障排除

Issue: Interview goes off-track into irrelevant tangents

问题:访谈偏离主题,进入无关内容

Cause: Interviewee needs to process but losing structure Fix: Acknowledge tangent, gently redirect: "That's fascinating. Let me note that, and I want to come back to [original topic] because..."
原因:访谈者需要梳理思路但偏离了结构 解决方法:认可该内容,温和引导回归:"这很有意思,我先记下来,我们回到[原主题],因为..."

Issue: Interviewee gives only surface-level answers

问题:访谈者仅给出表面回答

Cause: Haven't established trust or safety yet Fix: Slow down introduction phase. Share what you'll do with information. Validate their initial answers before probing deeper.
原因:尚未建立信任或安全感 解决方法:放慢开场阶段的节奏,告知信息用途,在深入提问前先认可对方的初始回答

Issue: Can't extract quantifiable metrics

问题:无法提取可量化指标

Cause: Interviewee genuinely doesn't remember or didn't track Fix: Ask for qualitative proxies: "What did your manager say?" "How did the team react?" "What changed after your work?"
原因:访谈者确实不记得或未记录 解决方法:询问定性替代指标:"你的经理对此有什么评价?""团队反应如何?""你的工作带来了哪些变化?"

Issue: Conflicting information across interview

问题:访谈中出现信息矛盾

Cause: Memory reconstruction, different perspectives on same events Fix: Surface the conflict gently: "Earlier you mentioned X, and now Y. Help me understand both perspectives."
原因:记忆重构、对同一事件的不同视角 解决方法:温和指出矛盾:"之前你提到了X,现在又说到Y,帮我理解这两种视角可以吗?"

Integration Points

集成点

This skill works well with other existing skills:
  • Web Design Expert: Provide career content that web-design-expert can use for portfolio sites
  • Research Analyst: Feed brand positioning insights to research-analyst for competitive analysis
  • Typography Expert: Career brand personality can inform typography-expert's font selections
本技能可与其他现有技能配合使用:
  • Web设计专家:提供职业内容供Web设计专家用于作品集网站开发
  • 研究分析师:将品牌定位见解提供给研究分析师用于竞品分析
  • 排版专家:职业品牌个性可为排版专家的字体选择提供参考