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-reference
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title: Reference
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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: [Citation, Bibliography, Pass-by-Reference]
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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: [reference, citation, zotero, bibtex, pass-by-reference]
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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: python
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framework: zotero
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---
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# Reference
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## 매 한 줄
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> **"매 pointer 의 value 의 X — 매 indirection"**. Reference 의 두 axis — academic citation (Zotero, BibTeX, AI-aided literature) 와 software (pass-by-reference vs value, pointer semantics). Both 의 indirection 의 통한 share/reuse.
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## 매 핵심
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### 매 Citation management
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- **Zotero**: open-source, browser-clipper, group library. 2026 의 dominant academic ref manager.
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- **BibTeX**: LaTeX 의 standard format. `@article{key, ...}`.
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- **Mendeley**: Elsevier-owned, declining.
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- **DOI**: persistent identifier — `10.1038/...` resolves via doi.org.
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- **Citation styles**: APA, MLA, Chicago, IEEE — CSL (Citation Style Language) JSON.
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### 매 AI-aided literature
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- **Elicit**: 매 LLM-powered literature review.
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- **Consensus**: 매 yes/no answer aggregation across papers.
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- **Semantic Scholar API**: free, 200M+ papers.
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- **NotebookLM (Google)**: 매 source-grounded synthesis.
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- **Claude/GPT-5 + arxiv-mcp**: 매 RAG-style retrieval.
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### 매 Software references
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- **Pass-by-reference**: function 의 caller variable 의 mutate 의 가능. C++ `&`, Rust `&mut`.
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- **Pass-by-value**: copy. 매 immutable safe.
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- **Java/Python "pass-by-object-reference"**: reference 의 by-value — reassignment 의 caller 의 see X, mutation 의 see O.
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- **Reference counting**: Python, Swift (ARC), Rust `Rc`/`Arc`. Cycles 의 leak.
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- **Weak reference**: 매 cycle 의 break — `weakref` (Python), `Weak` (Rust).
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### 매 응용
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1. Academic paper writing (Zotero + BibTeX + Pandoc).
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2. Systematic review (Elicit + manual screening).
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3. Large object passing (avoid copy).
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4. Observer pattern (weak ref to subject).
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5. RAG knowledge base.
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## 💻 패턴
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### BibTeX entry
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```bibtex
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@article{vaswani2017attention,
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title={Attention is all you need},
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author={Vaswani, Ashish and Shazeer, Noam and others},
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journal={NeurIPS},
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year={2017},
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doi={10.48550/arXiv.1706.03762}
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}
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```
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### Zotero API (pyzotero)
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```python
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from pyzotero import zotero
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zot = zotero.Zotero(library_id, "user", api_key)
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items = zot.items(q="transformer", limit=20)
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for it in items:
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data = it["data"]
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print(data["title"], data.get("DOI"))
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```
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### Semantic Scholar fetch
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```python
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import httpx
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r = httpx.get(
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"https://api.semanticscholar.org/graph/v1/paper/search",
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params={"query": "RLHF Claude", "limit": 10,
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"fields": "title,abstract,year,authors,citationCount"}
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)
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for paper in r.json()["data"]:
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print(f"{paper['year']} {paper['title']} ({paper['citationCount']} cites)")
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```
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### Python mutation gotcha
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```python
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def append_x(lst):
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lst.append("x") # mutates caller's list
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def reassign(lst):
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lst = ["y"] # local rebind — caller unaffected
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a = [1, 2]
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append_x(a); print(a) # [1, 2, 'x']
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reassign(a); print(a) # [1, 2, 'x'] — unchanged
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```
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### Rust borrow
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```rust
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fn read(s: &String) { println!("{}", s); } // immutable ref
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fn modify(s: &mut String) { s.push_str("!"); } // mutable ref
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let mut name = String::from("Claude");
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read(&name);
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modify(&mut name);
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// borrow checker: 매 한 mut OR many immut, never both
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```
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### Weak ref (Python)
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```python
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import weakref
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class Node:
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def __init__(self, name): self.name = name; self.parent = None
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root = Node("root")
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child = Node("child")
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child.parent = weakref.ref(root) # break cycle
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parent = child.parent() # call to deref
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```
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### RAG with citations (Anthropic)
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```python
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resp = client.messages.create(
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model="claude-opus-4-7",
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max_tokens=2048,
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messages=[{
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"role": "user",
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"content": [
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{"type": "document", "source": {"type": "text", "data": paper_text},
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"citations": {"enabled": True}},
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{"type": "text", "text": "Summarize key findings with citations."}
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]
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}]
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)
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# resp.content 의 citation block 의 include
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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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| Academic writing | Zotero + BibTeX + Pandoc/LaTeX |
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| Lit review (early) | Elicit / Semantic Scholar |
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| Lit review (rigorous) | PRISMA + Zotero + manual |
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| Pass large struct | Reference (& / pointer) |
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| Mutation needed | Mutable ref (`&mut`, `*T`) |
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| Cycle risk | Weak reference |
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**기본값**: Zotero 의 personal library, BibTeX export 의 LaTeX, Anthropic citations API 의 RAG.
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## 🔗 Graph
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- 부모: [[Memory Management]] · [[Academic-Writing]]
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- 응용: [[RAG]]
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## 🤖 LLM 활용
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**언제**: literature synthesis (RAG with grounded citations), bibliography formatting, citation extraction from PDF.
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**언제 X**: 매 hallucinated DOI — always verify against CrossRef. 매 single source-of-truth claim 의 X — LLM 의 fabricates citations.
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## ❌ 안티패턴
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- **Hallucinated citations**: LLM 의 fake DOI/year — verify against doi.org.
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- **No citation export**: 매 final paper 의 manual format — Zotero 의 use.
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- **Java "pass-by-reference" myth**: 매 always by-value of reference — reassignment 의 caller 의 see X.
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- **Strong ref cycle**: parent ↔ child 의 strong → leak. Weak 의 break.
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- **Citing without reading**: chain-citation error — 매 source paper 의 verify.
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## 🧪 검증 / 중복
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- Verified (Zotero docs, Rust book ch.4, Anthropic citations API, Semantic Scholar API docs).
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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 — citation + software reference unified |
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