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Mind-Cloning-Engineering

제작: yzfly · yzfly/Mind-Cloning-Engineering

Capture a person's reasoning style — principles, taste, decision patterns — into an LLM-native Agent Skill you can converse with.

MCE (Mind Cloning Engineering) is a framework for turning a specific human's thinking style into a reusable agent skill. Instead of 'here's a persona prompt', MCE separates principles, lexicon, decision heuristics, and characteristic examples into structured layers that the model grounds in.

왜 쓰나요

핵심 기능

라이브 데모

실제 사용 모습

mind-cloning-engineering-skill.replay ▶ 준비됨
0/0

설치

작성자 저장소 · Claude Skills 공식 문서

사용 사례

실전 활용법: Mind-Cloning-Engineering

Capture a mentor's reasoning and have it review your work

👤 Anyone with access to a mentor's writing / talks / recorded advice ⏱ ~120 min advanced

언제 쓸까: You want that mentor's lens available even when they're not.

흐름
  1. Extract layers
    Use Mind-Cloning-Engineering. From these essays, extract: core principles, recurring lexicon, decision heuristics, and 5 exemplar choices.✓ 복사됨
    → Four layered documents, not a generic persona blob
  2. Package as a skill
    Assemble into a skill folder with SKILL.md that references these layers.✓ 복사됨
    → Ready-to-install skill directory
  3. Consult the clone
    I'm considering [decision]. Review through the lens of this clone — what would the heuristics and principles suggest?✓ 복사됨
    → Specific references to principles, not generic 'consider...'

결과: A reusable advisor grounded in real material, not a vibe.

함정
  • Treating the clone as the real mentor — It's an approximation. Use for framing, not final calls. Respect the real person's actual current views.
함께 쓰기: filesystem

Externalize your own thinking style as a checklist skill

👤 Senior practitioners wanting to codify their own taste ⏱ ~60 min intermediate

언제 쓸까: You keep making the same kinds of good decisions and want them explicit.

흐름
  1. Mine your own artifacts
    Use Mind-Cloning-Engineering on my past design docs and PR comments in docs/. Extract my recurring principles and heuristics.✓ 복사됨
    → A structured doc of your own patterns
  2. Use as a self-review tool
    Review this draft using the clone of my own principles. What would I flag if a teammate submitted this?✓ 복사됨
    → Concrete flags rooted in your own rules

결과: You catch your own blind spots from a second angle.

함정
  • Clone becomes an echo chamber — Periodically refresh with new material; your thinking evolves

조합

다른 MCP와 조합해 10배 효율

mind-cloning-engineering-skill + filesystem

Organize multiple clones in a library

Maintain clones/ with one folder per cloned mind.✓ 복사됨

도구

이 MCP가 노출하는 것

도구입력언제 호출비용
extract_principles source documents Starting a clone 0
extract_lexicon source documents Voice capture 0
extract_heuristics decisions + outcomes Capturing decision patterns 0
assemble_skill all layers Packaging 0

비용 및 제한

운영 비용

API 쿼터
None
호출당 토큰
High during extraction (reads lots of source), low during consultation
금액
Free
팁
Extract once carefully, consult cheaply for months.

보안

권한, 시크릿, 파급범위

자격 증명 저장: None
데이터 외부 송신: Source material goes through Claude API during extraction

문제 해결

자주 발생하는 오류와 해결

Clone feels generic

Source material too thin or too formal; add more informal artifacts (emails, chat, off-the-cuff)

Clone contradicts the real person

Flag and update; principles should be refreshed periodically

대안

Mind-Cloning-Engineering 다른 것과 비교

대안언제 쓰나단점/장점
System prompt personaYou only need a quick vibe matchNo structural grounding, drifts fast
Fine-tuning a model on the personYou have lots of data and deep pocketsExpensive, opaque, harder to edit

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리소스

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