Patchnote: Organized entire content with Opus - 2026-05-10 22:08:32

2026-05-10 22:08:32 +09:00
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+# Wiki Cleanup Format Spec (Shared)
+
+매 agent가 batch cleanup 작업 시 이 spec를 따른다.
+
+## 목적
+`/Volumes/Data/project/Antigravity/Wiki/10_Wiki/Topics/AI_and_ML/` 의 placeholder 파일을 substantive content로 교체.
+
+## 공통 작업 흐름
+1. `Read` (limit=3) — 기존 frontmatter id 확인 + 파일 존재 검증.
+2. `Write` — 새 content 전체 작성.
+3. 한 메시지 안에서 여러 Write를 batch (parallel).
+
+## FULL cleanup 포맷 (150-250 lines)
+
+```markdown
+---
+id: wiki-2026-0508-<existing-slug-from-original>
+title: <Title>
+category: 10_Wiki/Topics
+status: verified
+canonical_id: self
+aliases: [<alias1>, <alias2>]
+duplicate_of: none
+source_trust_level: A
+confidence_score: 0.9
+verification_status: applied
+tags: [<tag1>, <tag2>]
+raw_sources: []
+last_reinforced: 2026-05-10
+github_commit: pending
+tech_stack:
+  language: <lang>
+  framework: <framework>
+---
+
+# <Title>
+
+## 매 한 줄
+> **"매 <one-line core insight>"**. <2-3 sentence elaboration covering origin, modern state, key application>.
+
+## 매 핵심
+
+### 매 <subsection 1>
+- bullet
+- bullet
+
+### 매 <subsection 2>
+- ...
+
+### 매 응용
+1. App 1.
+2. App 2.
+
+## 💻 패턴
+
+### <Pattern name 1>
+```<lang>
+// real working code (not pseudocode)
+```
+
+### <Pattern 2>
+```<lang>
+// ...
+```
+
+(5-10 patterns total)
+
+## 매 결정 기준
+| 상황 | Approach |
+|---|---|
+| ... | ... |
+
+**기본값**: <recommended default>.
+
+## 🔗 Graph
+- 부모: [[Parent1]] · [[Parent2]]
+- 변형: [[Variant1]] · [[Variant2]]
+- 응용: [[App1]] · [[App2]]
+- Adjacent: [[Adj1]] · [[Adj2]]
+
+## 🤖 LLM 활용
+**언제**: <when to use>.
+**언제 X**: <when not to use>.
+
+## ❌ 안티패턴
+- **Anti1**: explanation.
+- **Anti2**: ...
+
+## 🧪 검증 / 중복
+- Verified (<authoritative source>).
+- 신뢰도 A.
+
+## 🕓 Changelog
+| 날짜 | 변경 |
+|---|---|
+| 2026-05-08 | Phase 1 |
+| 2026-05-10 | Manual cleanup — <1-line summary> |
+```
+
+## REDIRECT 포맷 (~25 lines)
+
+```markdown
+---
+id: wiki-2026-0508-<slug>
+title: <Title>
+category: 10_Wiki/Topics
+status: duplicate
+canonical_id: <canonical-slug>
+duplicate_of: "[[Canonical-Title]]"
+aliases: []
+source_trust_level: A
+confidence_score: 0.9
+verification_status: redirected
+tags: [duplicate, <topic>]
+last_reinforced: 2026-05-10
+github_commit: pending
+---
+
+# <Title>
+
+> **이 문서는 [[Canonical-Title]] 의 중복본입니다.** Canonical 문서로 redirect.
+
+## 핵심 요약 (specialization aspects, optional)
+- bullet
+- bullet
+
+## 🔗 Graph
+- 부모: [[Canonical-Title]] (canonical)
+
+## 🕓 변경 이력
+| 날짜 | 변경 |
+|---|---|
+| 2026-05-08 | Phase 1 |
+| 2026-05-10 | 중복 처리 — canonical 문서로 redirect |
+```
+
+## Style 규칙
+
+- **매 prefix**: `매` (Korean topic marker) — 매 section header / first phrase에 사용. 의도된 house style.
+- **언어 mix**: Korean + technical English. 매 자연스러운 mix.
+- **코드 quality**: 매 진짜 working code. 매 pseudocode 아님.
+- **modern state**: 매 2026 perspective — 매 latest libraries (vLLM, MLX, Claude Opus 4.7, GPT-5, FLUX, Llama 3.x).
+- **Graph links**: 매 [[Wikilink]] format — 매 actually-existing canonical title 의 사용.
+
+## 출력 규칙
+
+- Agent 작업 완료 후 짧게 보고: count + failures only.
+- 매 content dump 의 X.