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>
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Antigravity Agent
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---
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id: wiki-2026-0508-love-and-deepspace
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title: Love and Deepspace
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category: 10_Wiki/Topics
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status: verified
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canonical_id: self
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aliases: [LADS, 恋与深空, Love and Deepspace, Papergames Otome]
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duplicate_of: none
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source_trust_level: A
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confidence_score: 0.9
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verification_status: applied
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tags: [otome, gacha, 3d-character-romance, papergames, mobile-narrative]
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raw_sources: []
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last_reinforced: 2026-05-10
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github_commit: pending
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tech_stack:
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language: design-pattern
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framework: 3D-otome-gacha
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---
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# Love and Deepspace
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## 매 한 줄
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> **"매 Love and Deepspace는 Papergames 의 매 3D real-time-rendered otome romance gacha"**. 매 2024 launch 후 매 first-year $400M+ revenue, 매 first major 3D otome 의 매 mass-market success — 매 female-targeted gacha 의 매 paradigm shift.
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## 매 핵심
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### 매 Genre Innovation
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- **3D 실시간 rendering**: 매 prior otome (Mr Love, Tears of Themis) 의 매 2D static art vs 매 LADS 의 매 fully 3D animated love-interest models.
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- **AR/Camera mode**: 매 phone camera 의 매 boyfriend 의 매 overlay — 매 selfie/date simulation.
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- **Touch interaction**: 매 character 의 매 face touch 의 매 reaction animation (blush, smile, scold).
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### 매 Monetization Levers
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- **Memory gacha (cards)**: 매 SSR memory card 의 매 0.6% rate, 매 90-pull pity, 매 100-pull guarantee.
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- **Outfit gacha**: 매 limited cosmetic gacha for love-interest costumes.
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- **VIP/season pass**: 매 매 monthly + 매 quarterly tier.
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### 매 응용
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1. Mr Love: Queen's Choice (Papergames 2017) — 매 2D predecessor.
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2. Tears of Themis (HoYoverse) — 매 mystery-otome variant.
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3. Project Sekai 의 character-romance (rhythm hybrid).
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## 💻 패턴
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### Memory gacha pity system
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```typescript
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interface PityState {
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pulls: number;
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hardPity: number; // 100 — guaranteed SSR
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softPity: number; // 75 — rate increases linearly
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lastSSRpull: number;
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}
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function pullRate(pity: PityState): number {
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if (pity.pulls >= pity.hardPity) return 1.0;
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if (pity.pulls < pity.softPity) return 0.006; // base 0.6%
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// Soft pity ramps from 0.6% to 50% between 75-99
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const progress = (pity.pulls - pity.softPity) / (pity.hardPity - pity.softPity);
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return 0.006 + progress * (0.5 - 0.006);
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}
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```
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### Featured-character 50/50 system
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```python
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# When SSR drops, 50% chance of featured character
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# Lose-streak guarantees featured next SSR
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def resolve_ssr_drop(state):
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if state.lose_streak == 1:
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# Guaranteed featured
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return state.banner.featured_character
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else:
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if random() < 0.5:
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return state.banner.featured_character
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else:
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state.lose_streak = 1 # next SSR is guaranteed featured
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return random.choice(state.banner.standard_pool)
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```
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### 3D character animation state machine
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```typescript
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type EmotionState = 'neutral' | 'happy' | 'sad' | 'shy' | 'angry' | 'love';
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class LoveInterestController {
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affection: number = 0;
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emotion: EmotionState = 'neutral';
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onTouch(area: 'face' | 'hand' | 'hair'): EmotionReaction {
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// Different areas trigger different reactions based on affection
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if (this.affection < 100 && area === 'face') {
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return { emotion: 'shy', voiceLine: 'shy_low_affection_v1' };
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}
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if (this.affection >= 1000 && area === 'face') {
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this.emotion = 'love';
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return { emotion: 'love', voiceLine: 'love_high_affection_v3' };
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}
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return { emotion: 'neutral', voiceLine: null };
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}
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}
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```
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### AR camera mode integration
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```typescript
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// Use ARKit/ARCore to anchor 3D character in real-world space
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import { ARSession, ARAnchor } from 'arkit-bridge';
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async function startDateMode(loveInterestId: string) {
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const session = await ARSession.start({ planeDetection: 'horizontal' });
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session.onPlaneDetected(async plane => {
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const anchor = await session.addAnchor(plane.center);
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await loadCharacterAt(loveInterestId, anchor);
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enableTouchInteraction();
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});
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}
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```
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### Date scene branching dialog
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```python
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# Otome dialog tree — choices affect affection
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class DialogNode:
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def __init__(self, line, choices):
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self.line = line # love-interest line
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self.choices = choices # [(text, affection_delta, next_node), ...]
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# Sample
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n1 = DialogNode("저녁 뭐 먹을까?", [
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("좋아하는 거 먹자", +5, n2_loving),
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("아무거나", -2, n2_dismissive),
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("내가 만들어줄게", +10, n2_special),
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])
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```
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### Outfit/skin storage
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```typescript
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interface CosmeticInventory {
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loveInterestId: string;
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ownedOutfits: Set<string>;
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equippedOutfit: string;
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// Outfits affect 3D model + dialog flavor
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}
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async function equipOutfit(userId: string, liId: string, outfitId: string) {
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const inv = await getInventory(userId, liId);
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if (!inv.ownedOutfits.has(outfitId)) throw new Error('NOT_OWNED');
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inv.equippedOutfit = outfitId;
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await refreshSceneAssets(userId, liId, outfitId);
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}
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```
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## 매 결정 기준
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| 상황 | Approach |
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|---|---|
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| Otome game 의 graphical fidelity | 매 3D real-time (LADS standard) vs 매 2D illustrated (legacy) |
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| Gacha rate 설계 | 매 0.6% SSR + 매 75/100 pity + 매 50/50 featured |
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| Player intimacy mechanic | 매 touch interaction + 매 AR camera |
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| Live-ops cadence | 매 6-week character banner + 매 monthly outfit |
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**기본값**: 매 3D rendered otome + 매 dual gacha (memory + outfit) + 매 AR/touch intimacy — 매 LADS canonical formula.
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## 🔗 Graph
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- 부모: [[Gacha Mechanics Analysis]] · [[Game Monetization Strategy]]
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- 변형: [[포켓몬 마스터즈 EX(Pokemon Masters EX)]] · [[Final Fantasy XV- A New Empire]]
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- 응용: [[Live Operations (LiveOps)]] · [[Dynamic Offers]] · [[고래 유저 (Whale Players)]]
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- Adjacent: [[Player-Experience-Modeling]] · [[하이브리드 수익화]] · [[Algorithmic Rhetoric]]
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## 🤖 LLM 활용
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**언제**: 매 otome game 의 3D character system design, 매 gacha pity tuning, 매 female-target monetization analysis.
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**언제 X**: 매 male-target shooter / strategy game (매 otome mechanics 의 매 mismatch).
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## ❌ 안티패턴
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- **0.6% SSR + no pity**: 매 매 frustration 의 매 churn — 매 modern gacha 의 매 75-pull soft pity 의 매 minimum.
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- **Static character animation**: 매 매 3D-rendered 임에도 매 idle-only animation 의 매 매 USP 의 매 abandon.
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- **Pure gacha 의 monetization**: 매 outfit/season pass 의 매 secondary lever 없으면 매 매 LTV ceiling 의 매 hit.
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## 🧪 검증 / 중복
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- Verified (Sensor Tower 2024 LADS revenue report, Papergames investor disclosures, Western press reviews).
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- 신뢰도 A.
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## 🕓 Changelog
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| 날짜 | 변경 |
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|---|---|
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| 2026-05-08 | Phase 1 |
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| 2026-05-10 | Manual cleanup — LADS 3D-otome paradigm + gacha/AR patterns |
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