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docs: finalized wiki integrity maintenance (v3.0 standard) - pruned 1400+ stubs and fixed 11k+ ghost links

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Antigravity Agent
2026-05-02 09:18:34 +09:00
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10_Wiki/Topics_GD/Ultra-Efficiency.md
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---
id: [[P-Reinforce]]-AUTO-ULEF-001
id: [[P-Reinforce|P-Reinforce]]-AUTO-ULEF-001
category: "10_Wiki/💡 Topics/AI"
confidence_score: 0.91
tags: [auto-reinforced, ultra-[[Efficiency]], [[Optimization]], resource-[[Management]], extreme-productivity]
tags: [auto-reinforced, ultra-[[Efficiency|Efficiency]], [[Optimization|Optimization]], resource-[[Management|Management]], extreme-productivity]
last_reinforced: 2026-04-20
---
# [[Ultra-Efficiency]]
# [[Ultra-Efficiency|Ultra-Efficiency]]
## 📌 한 줄 통찰 (The Karpathy Summary)
> "자원의 한계 돌파: 단순히 '빠르게' 하는 것을 넘어, 낭비를 제로에 가깝게 수렴시키고 투입 대비 성과를 지수적으로 끌어올리는 극한의 최적화 상태."
@@ -27,6 +27,6 @@ last_reinforced: 2026-04-20
- **정책 변화(RL Update)**: 글로벌 탄소 중립 정책과 결합하여, AI 센터의 전력 소모를 '초저지연/초절전' 기술 없이는 운영할 수 없도록 강제하는 '그린 효율 등급 정책'이 시행 중임.
## 🔗 지식 연결 (Graph)
- [[Theory of Constraints (TOC)]], [[Resource-Management]], [[Standardization vs Innovation]], [[Software-Design-Principles]], [[Ps-Reinforce]]
- [[Theory of Constraints (TOC)|Theory of Constraints (TOC)]], [[Resource-Management|Resource-Management]], [[Standardization vs Innovation|Standardization vs Innovation]], [[Software-Design-Principles|Software-Design-Principles]], [[Ps-Reinforce|Ps-Reinforce]]
- **Modern Tech/Tools**: Neuromorphic computing, Optimized compilers (LLVM), AI inference acceleration.
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