feat: complete wikification of War Commander batch 1&2 and final grey dot cleanup
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id: P-REINFORCE-AUTO-NESB-001
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category: "[[10_Wiki/💡 Topics/AI]]"
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category: "10_Wiki/💡 Topics/AI"
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confidence_score: 0.93
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tags: [auto-reinforced, neuro-symbolic-ai, hybrid-ai, reasoning, symbolic-ai, neural-networks]
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last_reinforced: 2026-04-20
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- **정책 변화(RL Update)**: LLM이 코드를 생성하고(Neural), 그 코드를 실제 파이썬 인터프리터로 실행하여 검증하는(Symbolic) 방식은 현대 지능 시스템이 뉴로-심볼릭을 실무적으로 구현하는 가장 강력한 정책임.
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## 🔗 지식 연결 (Graph)
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- [[Deep Learning (DL)]], [[Logic]], [[Explainable-AI (XAI)]], [[Reasoning]], [[Search-Optimization]]
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- Deep Learning (DL), [[Logic]], [[Explainable-AI (XAI)]], [[Reasoning]], [[Search-Optimization]]
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- **Modern Tech/Tools**: Neuro-symbolic Concept Learner (NS-CL), AlphaGeometry, LLM + Symbolic solvers.
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