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2nd/10_Wiki/Topics/Domain_General/From_Other/Soft-Skills-Development.md
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Antigravity Agent c24165b8bc refactor(topics): 멀티 에이전트용 지식 재편 — _Common(공통 기본기) + Domain_* 구조
에이전트 8종(대화형/프로그래머 C·S/디자이너/설계자/기획자/QA/PD/PM)에게
[공통 기본 능력 + 롤별 Specialty] 2층으로 지식을 주입하기 위한 재분류.
문서 내용·포맷은 무수정, 폴더 이동만 (6,372개 문서 수 보존 확인).

- Topic_Programming → Domain_Programming (내부 구조 보존)
- Topic_Graphic → Domain_Design
- Topic_Business → Domain_Product
- Topic_General → Domain_General
- _Common 신설: Math(구 Topic_Math_Specialty), Reasoning(구 General/From_Thinking & Reasoning),
  Reasoning_Creativity(구 General/From_창의성), Communication(Poetic_Blog_Writing + From_writing)
- 타 도메인의 From_* 폴더는 유지 (출처 표기일 뿐, 이미 도메인에 맞게 분류된 문서)
- 빈 폴더 정리 (memory/procedures)
- 에이전트→폴더 매핑은 workspace의 .astra/agent-knowledge-map.json (9개 에이전트)

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-11 11:05:56 +09:00

5.2 KiB

id, title, category, status, canonical_id, aliases, duplicate_of, source_trust_level, confidence_score, verification_status, tags, raw_sources, last_reinforced, github_commit, tech_stack
id title category status canonical_id aliases duplicate_of source_trust_level confidence_score verification_status tags raw_sources last_reinforced github_commit tech_stack
wiki-2026-0508-soft-skills-development Soft Skills Development 10_Wiki/Topics verified self
People Skills
Interpersonal Skills
Power Skills
Durable Skills
none A 0.85 applied
career
professional-development
communication
leadership
eq
2026-05-10 pending
language framework
agnostic career-development

Soft Skills Development

매 한 줄

"매 soft skills = 매 hard skills 의 매 force-multiplier". 매 communication, 매 emotional intelligence, 매 collaboration, 매 negotiation, 매 leadership 등 매 codify-hard 한 interpersonal skills. 매 2026 년 LLM 시대 에서는 매 hard skills 의 매 commoditize → 매 soft skills 가 매 differentiator. World Economic Forum Future of Jobs 2025 의 top-10 의 매 7 가 soft skills.

매 핵심

매 taxonomy (modern WEF 2025)

  1. Analytical thinking: 매 problem 의 매 decompose, 매 evidence weighing.
  2. Resilience / flexibility: 매 setback 후 의 매 recovery + 매 ambiguity tolerance.
  3. Leadership / social influence: 매 vision casting, 매 buy-in 형성.
  4. Curiosity / lifelong learning: 매 self-directed upskilling.
  5. Creativity: 매 novel combinations 생성.
  6. Empathy / active listening: 매 emotional perspective-taking.
  7. Self-efficacy / motivation: 매 internal drive.
  8. Talent management: 매 team 의 매 develop / 매 retain.
  9. Service orientation: 매 customer empathy.
  10. Systems thinking: 매 cause-effect web 매 mapping.

매 development modalities

  • Deliberate practice: 매 specific feedback loop, 매 challenge zone (Ericsson).
  • Reflection: 매 journaling, 매 after-action review (AAR).
  • Mentorship / coaching: 매 1:1 의 매 high-bandwidth feedback.
  • Cross-functional rotation: 매 different teams / domains 의 exposure.
  • Toastmasters / debate clubs: 매 communication 의 매 deliberate venue.

매 measurement (어려움)

  • 360-degree feedback: 매 peer/manager/report 의 매 anonymous input.
  • Behavioral interview: STAR (Situation-Task-Action-Result) format.
  • Peer ratings over time: 매 trend signal.
  • 매 caveat: 매 Goodhart — 매 metric 의 매 game-able.

💻 패턴

Pattern 1: After-action review template

# AAR — [Project/Event Name]
**Date**: 2026-05-10  **Owner**: [name]

## 매 What was supposed to happen?
- ...

## 매 What actually happened?
- ...

## 매 What went well?
- ... (매 specific behaviors, not vague praise)

## 매 What could be improved?
- ... (매 systems-level, 매 not blame)

## 매 Lessons / Action items
- [ ] [Action] — owner — by [date]

Pattern 2: Active-listening framework (HEAR)

H — Halt: 매 own response generation 의 매 pause.
E — Engage: 매 eye contact, 매 verbal acknowledgment ("I see").
A — Anticipate: 매 speaker 의 매 emotion / unstated need 의 매 detect.
R — Replay: 매 paraphrase back ("So what I'm hearing is...").

Pattern 3: Feedback delivery (SBI model)

S — Situation: "In yesterday's standup..."
B — Behavior: "...you interrupted Maria three times..."
I — Impact: "...which I think made her stop sharing her concerns."

매 specific + 매 behavioral + 매 impact-focused. 매 not 매 personality attack.

Pattern 4: Negotiation prep (BATNA)

1. 매 internal: 매 your interests vs positions.
2. 매 BATNA: 매 Best Alternative To Negotiated Agreement.
3. 매 ZOPA: 매 Zone of Possible Agreement (overlap with counterparty).
4. 매 anchor: 매 first offer 의 매 prepare.
5. 매 walk-away: 매 reservation point.

매 결정 기준

상황 Approach
매 IC 단계 의 시작 Communication + 매 collaboration 우선
매 senior IC / staff Influence + 매 mentorship
매 manager 전환 EQ + 매 difficult conversations + 매 delegation
매 director+ Strategic communication + 매 org politics
매 founder All-of-the-above + 매 storytelling + 매 negotiation

기본값: 매 1 skill 의 매 6 month focus — 매 broad shallow X.

🔗 Graph

🤖 LLM 활용

언제: 매 difficult conversation 의 매 rehearsal, 매 feedback draft 의 매 SBI-frame, 매 written communication 의 매 tone polish. 언제 X: 매 actual interpersonal interaction — 매 LLM 의 매 substitute X. 매 face-to-face practice 필수.

안티패턴

  • "Soft" = unimportant: 매 misnomer — 매 hard skills 의 매 leverage.
  • One-shot training: 매 weekend workshop 만 — 매 deliberate practice 부족.
  • Unmeasured improvement: 매 feedback loop 없는 self-development — 매 plateau.
  • Mimicry only: 매 charismatic leader 의 매 behavior copy — 매 authenticity 결여.

🧪 검증 / 중복

  • Verified (WEF Future of Jobs Report 2025; Ericsson Peak 2016; Goleman Emotional Intelligence 1995).
  • 신뢰도 A.

🕓 Changelog

날짜 변경
2026-05-08 Phase 1
2026-05-10 Manual cleanup — Soft Skills 의 WEF 2025 taxonomy, modalities, AAR/HEAR/SBI/BATNA frameworks 정리