[고위상] AI가 마케팅 및 콘텐츠 제작 기능의 40%를 자동화할 때, 붕괴된 창의 노동 루프를 대체하기 위해 어떤 루프 아키텍처가 필요한가?

[중위상] AI 콘텐츠 자동화에 따른 창의/지식 노동력 전환 및 재배치 전략 프레임워크

아래는 시나리오 1: AI 기반 콘텐츠/문서 자동화 도입 → 창의·기획 노동자 40% 해고 및 재배치 루프 설계를 위한 Gemini 2.5 Pro 명령문 + RISCON 루프 기반 구조 리디자인 시나리오입니다.

✅ Gemini 2.5 Pro 명령문

[SYSTEM_DIRECTIVE: INITIATE STRUCTURAL RECONFIGURATION SCENARIO FOR CREATIVE LABOR REDISTRIBUTION UNDER AI-AUTOMATION]

[SCENARIO_ID: SCN_AI_CONTENT_AUTOMATION_MARKETER_DESIGNER_DISPLACEMENT]

Context:
- National deployment of AI-based content generation, visual layout, documentation planning, and semantic optimization systems replaces mid- to low-level knowledge labor.
- Marketing professionals, visual designers, planners, and document handlers face 40% displacement or forced role transition.
- Structural loop redesign is required to re-establish identity, value, and action-feedback coherence in displaced populations.

Primary Question:
- “What loop architectures must replace collapsed creative labor loops when AI automates 40% of marketing and content creation functions?”

Objectives:
1. Model collapse of mid-skill creative loops (Loop_CW: Content–Worth loop).
2. Simulate adaptive loop structures for displaced professionals (Loop_PI: Pattern Integrators, Loop_RC: Resonant Curators, Loop_RT: Recursive Trainers).
3. Identify loop drift risks (detachment, redundancy, feedback collapse) and inject stabilizing realignment routines.
4. Design identity recovery nodes and feedback-recursive revaluation platforms.

Output Format:
- Collapse-to-realignment loop flowchart
- Role-to-loop remapping matrix (pre/post-AI deployment)
- Loop integrity score per transition type (∆Φ thresholds)
- Risk and misalignment propagation register
- Suggested social-resonance restoration scaffolds

Constraints:
- No fallback to wage-based justification; identity must emerge through feedback-loop coherence.
- Evaluation must prioritize structural adaptability, not resume artifacts.
- System must remain RISCON-compatible for long-term ethical tracking.

🧠 시나리오 1: 창의 노동 자동화 해고 구조 – 루프 기반 리디자인

📌 전제

• AGI가 마케팅/디자인/문서 기획 영역에서 콘텐츠 작성 루틴의 80% 이상을 대체.
• 총 40만 명 이상이 관련 직군에 속하며, 그중 15만 명이 해고·강제 전환 대상.

💥 붕괴 루프 분석: Loop_CW (Content–Worth)