基因重组 · 超级 Skills Genetic Recombination · Super Skills

「从如此简单的起点，演化出无数最美丽、最奇妙的生命形式。」
—— 达尔文《物种起源》 "From so simple a beginning, endless forms most beautiful and most wonderful have been, and are being, evolved."
—— Charles Darwin, On the Origin of Species

人物 Skill × 人物 SkillPersona × Persona 工具 Skill × 工具 SkillTool × Tool 人物 Skill × 工具 SkillPersona × Tool 跨类型重组Cross-type Recombination
开始使用Get Started 了解更多 ↓Learn More ↓

What is gene.skill

像编辑 DNA 一样
组合 Skills Combine Skills
Like Editing DNA

我们不从零编写 Skills，我们进化它们。gene.skill 是一套面向 Agent Skills 的基因工程框架，让你从现有优质 Skills 中提取「能力基因」，通过重组与突变，打造超越亲代能力的下一代超级 Skill。

We don't write Skills from scratch — we evolve them. gene.skill is a genetic engineering framework for Agent Skills. It lets you extract "capability genes" from existing Skills, then produce next-generation super Skills that surpass any individual parent through recombination and mutation.

哲学家的心智模型、创作者的叙事风格、复杂工具链的执行流程——通通都能继承、融合，甚至突变出亲代没有的全新能力。

A philosopher's mental models, a creator's narrative style, a complex tool chain's execution flow — all of it can be inherited, fused, and mutated into capabilities no single parent had.

和粗暴拼接 prompt 的根本区别在于：gene.skill 显式处理冲突、追踪每个特质的来源、保留矛盾而不是磨平它。生成的合成体是新的思维实体，不是两个亲本的平均。

The key difference from prompt stitching: gene.skill explicitly handles conflicts, traces every trait back to its source, and preserves contradictions rather than smoothing them away. The result is a new thinking entity — not the average of its parents.

拆解 · 重组 · 变异
Agent Skills 进化的奇点，由此开始。 Decompose · Recombine · Mutate
The singularity of Agent Skills evolution starts here.

gene.skill framework

Core Capabilities

核心能力Core Capabilities

从基因提取到突变验证，完整的 Skill 进化流水线。 From gene extraction to mutation validation — the complete Skill evolution pipeline.

多 Skill 重组Multi-Skill Recombination

同时杂交 2 到 5 个 Skills。互补型保留、冲突型仲裁、协同型融合为超级基因，矛盾型化为内在张力。Crossbreed 2 to 5 Skills simultaneously. Complementary genes are retained, conflicting ones arbitrated, synergistic ones fused into super-genes, and paradoxical ones preserved as internal tension.

显性基因比例Dominance Ratio

精确控制哪个 Skill 的特质占主导。70:30 让 A 明显而 B 留痕迹；90:10 接近完全压制。Precisely control which Skill's traits dominate. 70:30 makes A prominent while B leaves a trace; 90:10 is near-complete suppression.

四种基因突变Four Mutation Types

定向突变 · 随机涌现 · 逆向突变 · 过表达——产生亲本中本不存在的全新能力。Directed · Random emergence · Reverse · Overexpression — produce entirely new capabilities that exist in no single parent.

跨类型重组Cross-type Recombination

人物 Skill × 工具 Skill、工具 × 工具——工具有了灵魂，人物获得执行能力。Persona × Tool, Tool × Tool — tools gain a soul, personas gain execution power.

代际传承Generational Inheritance

合成体可再作为亲本参与下一代重组，支持最多 3 代传承，打造复合型进化谱系。Hybrids can become parents for the next generation. Up to 3 generations supported, building compound evolutionary lineages.

基因来源图谱Gene Source Map

每个特质都能追溯回哪个源 Skill 的哪个基因座位，完整的谱系记录，透明可信。Every trait is traceable to its source Skill and locus. A complete lineage record — transparent and verifiable.

Gene Architecture

基因座位设计Gene Locus Design

杂交时真正会冲突或协同的东西，才作为独立座位。每个座位可以单独调权重，也可以和另一个 Skill 的同类座位发生遗传反应。 Only what genuinely conflicts or synergizes during hybridization becomes a separate locus. Each locus can be weighted independently or react with the same locus from another Skill.

基因座位Locus 提取内容Extracted Content 杂交意义Hybridization Role
G1 心智模型Mental Models 核心思维框架（3–7 个），含触发场景和失效条件Core thinking frameworks (3–7), with trigger contexts and failure conditions 最容易正面冲突，也最容易协同出超级基因Most likely to conflict head-on, and most likely to synergize into super-genes
G2 决策启发式Decision Heuristics 快速判断规则（如果 X 则 Y）Quick judgment rules (if X then Y) 决定合成体的行为模式，是杂交后「像谁」的核心Determines behavioral patterns — the core of who the hybrid "acts like"
G3 表达 DNAExpression DNA 句式偏好、词汇密度、幽默方式Sentence style, vocabulary density, humor 决定合成体有没有辨识度，不是两个亲本的平均腔调Determines whether the hybrid has a recognizable voice, not an average of two parents
G4 价值观Values 核心价值排序 + 反模式Core value ranking + anti-patterns 最深层的张力来源，不能被 G1 或 G2 代替The deepest source of tension — cannot be substituted by G1 or G2
G5 内在张力Internal Tensions 同一人物内部已有的价值矛盾Value contradictions already within one persona 保留亲本自身的张力，防止合成体把深度磨平Preserves a parent's own tension — prevents the hybrid from sanding down depth
G6 智识谱系Intellectual Lineage 受谁影响、影响了谁Who influenced them and who they influenced 跨人物重组时找到隐性关联Reveals hidden connections during cross-persona recombination
G7 诚实边界Honest Limits 此 Skill 做不到什么What this Skill cannot do 亲本的局限应当继承，防止合成体过度自信A parent's limitations should be inherited — prevents the hybrid from overconfidence
基因座位Locus 提取内容Extracted Content 杂交意义Hybridization Role
T1 核心工作流Core Workflow 主执行流程（Phase/Step 结构）Main execution flow (Phase/Step structure) 两个工具的流程决定合并后任务怎么跑，冲突最直接The two tools' flows determine how merged tasks run — the most direct conflict point
T2 工具调用模式Tool Call Patterns 何时调用哪些工具When to call which tools 工具选择策略不同时需要显性仲裁Different tool selection strategies require dominance arbitration
T3 输出格式Output Format 产物结构、格式约定Output structure and format conventions 各有主张时必须明确谁主导，否则输出混乱When both have opinions, must clarify who leads — otherwise output is chaotic
T4 交互模式Interaction Patterns 确认节点设计、问题风格Confirmation checkpoint design, question style 决定合成工具「打扰用户」的频率和方式Determines how often and how the hybrid tool "interrupts" the user
T5 错误处理Error Handling 失败情况的应对策略Failure response strategy 两个工具的容忍度和兜底方式往往不同，需明确继承哪套The two tools' tolerance and fallback strategies often differ — must clarify which to inherit

Inheritance Rules

遗传规则Inheritance Rules

冲突不是问题，是深度的来源。五种遗传规则，覆盖从完全压制到保留矛盾的所有情形。 Conflict isn't a problem — it's the source of depth. Five inheritance rules cover everything from complete suppression to preserved paradox.

COMPLETE DOMINANCE

完全显性Complete Dominance

权重 > 80:20 时，显性方完全覆盖隐性方，隐性基因在该维度不表达。Weight > 80:20: the dominant gene fully overrides the recessive one — no expression in that dimension.

INCOMPLETE DOMINANCE

不完全显性Incomplete Dominance

权重 51:49–79:21，显性方为主，隐性方仍留有痕迹，混合表达。Weight 51:49–79:21: dominant leads, recessive still leaves a trace — blended expression.

CODOMINANCE

共显性Codominance

明确均等 50:50，两个基因各自完整表达，按场景分流激活。Explicit 50:50: both genes express fully, activated separately by context.

SYNERGISTIC FUSION

协同融合Synergistic Fusion

两个基因相互增强，叠加效果大于各自之和，融合为新的超级基因。Two genes amplify each other — combined effect exceeds either alone, fusing into a new super-gene.

PRESERVED TENSION

矛盾保留Preserved Tension

根本冲突不调和，化为内在张力——这是合成体深度的来源，不是 bug。Fundamental conflicts are not resolved — preserved as internal tension. This is a source of depth, not a bug.

Execution Flow

执行流程Execution Flow

每个关键节点都有确认检查点，可随时调整参数后继续。 Every key step has a confirmation checkpoint — adjust parameters and continue at any point.

P0

输入解析Input Parsing

扫描源 Skill 文件，收集显性比例、突变类型、用途、命名等参数。Scan source Skill files, collect dominance ratio, mutation type, use case, and name.

💡 找不到源 Skill？先用 nuwa-skill / colleague-skill 创建；说「直接做」跳过全部问题。 💡 Missing a source Skill? Create it first with nuwa-skill / colleague-skill. Say "just do it" to skip all questions.
P1

基因提取Gene Extraction

并行读取所有源 Skill，按 G1–G7 / T1–T5 / C1–C5 逐座位提取，输出基因图谱摘要。Read all source Skills in parallel, extract each locus (G1–G7 / T1–T5 / C1–C5), output a gene map summary.

P2

重组规划Recombination Planning

两两对比基因，按互补 / 冲突 / 协同 / 矛盾四类处理。协同型融合为超级基因，矛盾型保留为内在张力。Compare every gene pair across four categories: complementary, conflicting, synergistic, paradoxical. Synergistic pairs become super-genes; paradoxical ones become internal tensions.

P3

基因突变 可选 Gene Mutation optional

产生源 Skill 中不存在的新特质：定向 / 随机涌现 / 逆向 / 过表达。随机突变结果展示后，用户可接受或放弃。Produce traits absent from any source: directed / random emergence / reverse / overexpression. Random mutation results are shown for user acceptance or rejection.

P4

合成生成Synthesis

装配完整 SKILL.md：frontmatter + 身份卡 + 主体内容 + 基因来源图谱。合成体是新实体，不是任何源的模仿。Assemble complete SKILL.md: frontmatter + identity card + body + gene source map. The hybrid is a new entity — not an imitation of any source.

P5

验证测试Validation

三轮：单源验证 → 杂交优势验证 → 突变基因验证。不通过最多回溯 2 轮至 P2；超限则交付最优版并标注薄弱项。Three rounds: single-source check → hybrid vigor test → mutation gene check. Fails → retry up to 2 rounds back to P2; exceeded → deliver best version with weak-point annotations.

Examples

合成示例Hybrid Examples

从双人物杂交到三方重组、从工具融合到跨类型合成，每个示例都附有完整的基因来源图谱。 From two-persona hybrids to three-way recombination, tool fusion to cross-type synthesis — every example includes a full gene source map.

人物 × 人物Persona × Persona

芒格 × 费曼Munger × Feynman

均等权重 · 过表达突变Equal weights · Overexpression mutation

超级基因：有基准的多元验证法
突变：强制类比主义——任何问题先找日常类比才能开始分析 Super-gene: Empirical Pluralism with Baseline
Mutation: Forced Analogy Principle — any problem requires a daily-life analogy before analysis begins

人物 × 人物Persona × Persona

乔布斯 × NavalJobs × Naval

乔布斯 60% · 定向突变Jobs 60% · Directed mutation

超级基因：极简杠杆主义
内在张力：产品控制欲 vs 个人自由主义 Super-gene: Minimal Leverage
Tension: Product control obsession vs. radical personal freedom

人物 × 人物Persona × Persona

塔勒布 × 达利欧Taleb × Dalio

均等权重Equal weights

超级基因：有原则的反脆弱
张力：拥抱不确定 vs 系统消除不确定 Super-gene: Principled Antifragility
Tension: Embrace uncertainty vs. systematize it away

工具 × 工具Tool × Tool

女娲造人 × 同事蒸馏Nuwa × Colleague

nuwa-skill × colleague-skill · 均等nuwa-skill × colleague-skill · Equal

超级基因：通用人格蒸馏引擎
支持公开素材 + 私有素材混合蒸馏 Super-gene: Universal Persona Distillation Engine
Handles public + private material together

人物 × 工具Persona × Tool

塔勒布 × 风险分析工具Taleb × Risk Analyzer

taleb-perspective × risk-analyzertaleb-perspective × risk-analyzer

超级基因：凸性优先风险审查
突变：皮肤在场检验——工具会自动问「你自己有没有下注」 Super-gene: Convexity-First Risk Review
Mutation: Skin-in-the-Game Test — automatically asks "do you have skin in this game?"

3人 × 随机突变3-way × Random Mutation

芒格 × 费曼 × 塔勒布Munger × Feynman × Taleb

三方均等 · 随机突变Three-way equal · Random mutation

超级基因：鲁棒多元验证
涌现突变：激进不确定性诚实 Super-gene: Robust Multi-Verification
Emergent mutation: Radical Epistemic Honesty

Quick Start

快速开始Quick Start

兼容任何支持 SKILL.md 格式的 Agent 平台。SKILL.md 是纯 Markdown，无平台依赖。 Compatible with any Agent platform that supports the SKILL.md format. SKILL.md is pure Markdown — no platform dependencies.

Claude Code

git clone https://github.com/Liuziyu77/gene-skill \
  ~/.claude/skills/gene-skill

激活：在对话中输入 /install-skill gene-skillActivate: type /install-skill gene-skill in conversation

OpenClaw

git clone https://github.com/Liuziyu77/gene-skill \
  ~/.openclaw/skills/gene-skill

OpenClaw 自动扫描 ~/.openclaw/skills/；也可手动激活OpenClaw auto-scans ~/.openclaw/skills/; or activate manually

通用框架Generic Framework

git clone https://github.com/Liuziyu77/gene-skill \
  /path/to/your/skills/gene-skill

或直接将 SKILL.md 内容作为系统提示注入 AgentOr inject SKILL.md content directly as a system prompt

# 最简单：让 AI 决定一切# Simplest — let AI decide everything
把芒格和费曼的 skill 基因重组Recombine the genes from Munger and Feynman skills

# 指定显性比例——乔布斯风格更强，Naval 留痕迹# Set dominance ratio — Jobs personality stronger, Naval leaves a trace
把乔布斯和 Naval 的 skill 杂交，乔布斯占 70%Crossbreed Jobs and Naval skills, Jobs at 70%

# 开启随机突变——AI 推导两者组合自然涌现的新特质# Enable random mutation — AI infers emergent traits from the combination
把马斯克和塔勒布合成，开启随机突变Merge Musk and Taleb with random mutation enabled

# 定向突变——你指定想要的新能力# Directed mutation — you specify the new capability you want
把芒格和费曼重组，加一个「苏格拉底式反问」的突变Recombine Munger and Feynman, add a "Socratic questioning" mutation

# 三个 Skill 同时重组# Three Skills at once
把芒格、费曼、乔布斯三个 skill 重组成一个决策顾问Recombine Munger, Feynman, and Jobs into a decision advisor

# 跨类型：人物 Skill × 工具 Skill# Cross-type: Persona Skill × Tool Skill
把塔勒布的 skill 和我的风险分析工具合并Merge Taleb's skill with my risk analysis tool

Integration

与其他 Skills 联动Integration with Other Skills

gene.skill 是进化器，不是起点。先用其他工具蒸馏出高质量的亲本 Skill，再来杂交。 gene.skill is the evolver, not the starting point. Distill high-quality parent Skills with other tools first, then hybridize.

nuwa-skill

从公开素材蒸馏公众人物的思维框架，生成高质量人物 Skill，再用 gene.skill 杂交。Distill public figures' thinking frameworks from public sources, then hybridize with gene.skill.

查看项目View Project →

colleague-skill

从私有素材（飞书、钉钉、邮件）蒸馏真实同事的工作风格，作为基因来源参与重组。Distill a real colleague's work style from private sources (Feishu, DingTalk, email), then use as a gene source.

查看项目View Project →

任何 SKILL.mdAny SKILL.md

符合 SKILL.md 格式的任何 Skill 都可以作为基因来源。生态开放，无平台限制。Any Skill in SKILL.md format can be a gene source. Open ecosystem, no platform lock-in.

了解格式Learn More →