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wip: phase_z2 evidence 파이프라인 + matching 실험(phase2~26) + 프론트 trace 패널 진행분 스냅샷

Browse Source 
- src: phase_z2 composition/mapper/pipeline/placement_planner/retry, ai_fallback(prompts/schema/validate), mdx_text_atoms 신규
- Front: PipelineTracePanel 신규, FramePanel/SlideCanvas/Home/designAgentApi 등 갱신 + 테스트 4종 추가
- templates/phase_z2: catalog(component_expansion_registry, node_slot_mapping 신규), frames, families, slide_base 갱신
- tests/matching: phase2~26 매칭 실험 스크립트·리포트·온톨로지 전체 (미커밋 진행분)
- tests: b4_v4 evidence, task5~28.5 시리즈, regression(imp95 baseline) 등 신규 테스트 대량 추가
- docs/reference: MDX 구조 인벤토리, MDX→Frame 구조 계약 문서
- scripts: mdx 계약/parity/coverage/viewport 체크, gitea comment, run sync 유틸
- .gitignore: tmp*.json, chromedriver, .orchestrator, *.pkl, Front_test* 등 임시/스냅샷 제외

미완성 작업의 보존용 스냅샷 커밋 (2026-07-02)

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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kmlee1andClaude Opus 4.8 committed 2026-07-02 17:03:42 +09:00
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tests/matching/HOLDOUT_LABELING.html
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<!DOCTYPE html>
<html lang="ko">
<head><meta charset="utf-8"><title>Holdout 라벨링</title><style>
body { font-family: -apple-system, "Segoe UI", Pretendard, sans-serif; max-width: 1400px; margin: 2em auto; padding: 0 1.5em 4em; line-height: 1.65; color: #222; background: #f8fafc; }
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table.v-grid img { max-width: 240px; height: auto; border: 1px solid #cbd5e1; border-radius: 4px; display: block; margin: 0 auto 8px; }
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.metric .value { color: #059669; font-weight: 600; font-family: ui-monospace, monospace; }
.rating-box { margin-top: 10px; padding: 8px; background: #fffbeb; border: 2px dashed #fbbf24; border-radius: 4px; font-size: 0.9em; color: #92400e; }
.rating-box b { color: #78350f; }
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.label-restructure { background: #fef3c7; color: #92400e; padding: 2px 8px; border-radius: 3px; }
.label-reject { background: #fee2e2; color: #991b1b; padding: 2px 8px; border-radius: 3px; }
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.guide strong { color: #3730a3; }
</style></head>
<body>
<h1>Holdout 합리성 라벨링 자료</h1><div class="guide"><p><strong>평가 기준</strong>: 각 버전 (V1/V2/V3/V4) 의 1위 선택 프레임이 해당 섹션에 <b>합리적으로 적용 가능한가</b>.</p><ul><li><b>합리적 (rational ○)</b>: 이 프레임이 그 섹션에 맞게 적용 가능</li><li><b>애매 (ambiguous △)</b>: 조건부 가능, 논란 있음</li><li><b>비합리적 (irrational ×)</b>: 섹션과 안 맞음</li></ul><p>라벨링은 <code>holdout_labeling_template.yaml</code> 의 <code>rating</code> 필드를 채워 주세요. (값: <code>rational</code> / <code>ambiguous</code> / <code>irrational</code>)</p></div><div class="guide" style="background:#fef2f2;border-left-color:#dc2626"><p><strong>⚠ 평가 시 주의 (반드시 읽어 주세요)</strong></p><ol style="margin:0.5em 0 0 1.2em;padding:0"><li><b>V4 라벨에 끌려가지 마세요.</b> <code>use_as_is</code>/<code>reject</code> 는 template-fit-v1 이 판정한 결과일 뿐. 평가는 "V4 라벨이 맞는가" 가 아니라 "<b>이 프레임이 이 섹션에 실제로 합리적인가</b>" 를 사용자 눈으로 판단. V4 가 <code>reject</code> 라고 해도 사용자가 보기에 합리적이면 <code>rational</code> 로 표시.</li><li><b>현 단계는 1위만 평가.</b> "대안 탐색" 관점(2~3위가 더 합리적일 수 있음)은 나중 단계에서 확장. 지금은 V2 실사용 가치 검증 목적이므로 1위로 충분.</li></ol></div><h2>01-1 — 1. 용어 정의</h2><div class="section-block"><h3>MDX 원문</h3><div class="mdx-excerpt">## 1. 용어 정의
&lt;br/&gt;
* **건설산업**
* 다양한 시설물을 각 산업마다의 광범위한 기술을 통합 및 융합하여 만들어내는 종합산업
* 목적 시설물의 품질 욕구를 충족시키면서 최단기간내에 최소 비용으로 편리하고 안전하며 우수한 성능의 시설물 완성을 목표로 함
&lt;br/&gt;
* **BIM(Building Information Modeling) : 디지털 전환을 위한 핵심 기술**
* 시설물의 생애주기동안 발생한 모든 정보를 3차원 모델 기반으로 통합·관리하는 정보 관리 도구
* 건설 정보와 절차를 표준화된 방식으로 연계하고 디지털 협업이 가능하도록 하는 핵심 인프라 기술
&lt;div style={{
fontSize: '0.8rem',
color: '#999',
marginTop: '5px',
lineHeight: '1.4',
paddingLeft: '0px' }}&gt;
*건설산업 BIM 기본지침, 국토교통부, 2020*
&lt;/div&gt;
&lt;br/&gt;
* **DX(Digital Transformation) : 산업 패러다임의 변화**
* 디지털 기술을 기반으로 산업 전반의 업무방식과 가치 창출 구조를 전환하는 과정 및 결과
* 단순한 기술 도입이 아닌, 고객 가치와 의사결정 방식의 근본적인 변화로 산업의 새로운 방향을 정립하는 것을 의미함
&lt;div style={{
fontSize: '0.8rem',
color: '#999',
marginTop: '5px',
lineHeight: '1.4',
paddingLeft: '0px' }}&gt;
*Digital Transformation, IBM Institute for Business Value, 2011 / What is Digital Transformation?, Agile Elephant, 2015*
&lt;/div&gt;
---
&lt;br/&gt;
</div><h3>V1 ~ V4 각 1위 선택</h3><table class="v-grid"><thead><tr><th>V1<br><small style="font-weight:normal;color:#cbd5e1">키워드 baseline</small></th><th>V2<br><small style="font-weight:normal;color:#cbd5e1">+ 의미 (ko-sroberta)</small></th><th>V3<br><small style="font-weight:normal;color:#cbd5e1">+ 구조 (Figma×MDX)</small></th><th>V4<br><small style="font-weight:normal;color:#cbd5e1">+ 판정 (template-fit)</small></th></tr></thead><tbody><tr><td><img src="data:image/png;base64,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 truncated
- **안전과 품질**
- 시설물의 요구 성능을 설계-시공-운영 전 과정에서 **디지털로 검증**하여 **안전성 확보**
- Copy & Paste로 하향 평준화된 성과물의 **하자 최소화**로 **고품질 성과물 제공**
&lt;br/&gt;
- **생산성 향상**
- Analogue 기반 업무를 Digital 기반 프로세스로 전환하여 **업무 속도·정확성·일관성 향상**
- 건설 비용 및 유지관리비 절감, 건설 기간 단축, 인력투입 최소화를 통해 **부가가치 제고**
&lt;br/&gt;
- **소통과 신뢰**
- 성과품과 Solution을 통한 협업 강화로 **의사소통 효율 및 운영·유지관리**의 **편리성 증진**
- 3D 모델 및 데이터 기반 검증을 통한 **오류 최소화 및 Claim 예방**으로 **신뢰성 확보**
![DX의 궁극적 목표](/assets/images/궁극적목표.png)
&lt;br/&gt;
</div><h3>V1 ~ V4 각 1위 선택</h3><table class="v-grid"><thead><tr><th>V1<br><small style="font-weight:normal;color:#cbd5e1">키워드 baseline</small></th><th>V2<br><small style="font-weight:normal;color:#cbd5e1">+ 의미 (ko-sroberta)</small></th><th>V3<br><small style="font-weight:normal;color:#cbd5e1">+ 구조 (Figma×MDX)</small></th><th>V4<br><small style="font-weight:normal;color:#cbd5e1">+ 판정 (template-fit)</small></th></tr></thead><tbody><tr><td><img src="data:image/png;base64,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 truncated
- **생산 방식**: 수작업 의존의 반복 업무에서 벗어나, **SW를 활용한 체계화된 방식**으로 전환
- **인지·검토**: 2D 도면 해석 중심에서 **3D 모델 기반의 직관적 인지·검토 체계**로 전환
- **협업 구조**: 개별 문서 중심 협업에서 **데이터 통합 기반의 정보 공유·관리 협업 환경**으로 전환
- **검증·대응**: 사후 대응 중심의 문제 처리에서 **사전 검증 중심의 예방적 업무 방식**으로 전환
&lt;br/&gt;</div><h3>V1 ~ V4 각 1위 선택</h3><table class="v-grid"><thead><tr><th>V1<br><small style="font-weight:normal;color:#cbd5e1">키워드 baseline</small></th><th>V2<br><small style="font-weight:normal;color:#cbd5e1">+ 의미 (ko-sroberta)</small></th><th>V3<br><small style="font-weight:normal;color:#cbd5e1">+ 구조 (Figma×MDX)</small></th><th>V4<br><small style="font-weight:normal;color:#cbd5e1">+ 판정 (template-fit)</small></th></tr></thead><tbody><tr><td><img src="data:image/png;base64,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 truncated
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