From 01a3ad51b952ea34cd157e18c1391435889b1067 Mon Sep 17 00:00:00 2001
From: kyeongmin <b24009@hanmaceng.co.kr>
Date: Thu, 2 Apr 2026 14:20:10 +0900
Subject: [PATCH] Preserve MDX order in retry slide layout

---
 docs/run-001/04-plan/retry-plan.json          |  31 +++---------------
 docs/run-001/05-execution/context.json        |  20 +++++------
 .../05-execution/final-screenshot-current.png | Bin 126216 -> 110464 bytes
 .../run-001/05-execution/final-screenshot.png | Bin 126216 -> 110464 bytes
 docs/run-001/05-execution/final.html          |  22 +++++--------
 docs/run-001/05-execution/final_context.json  |  20 +++++------
 docs/run-001/05-execution/generated_html.json |   6 ++--
 docs/run-001/05-execution/measurement.json    |  12 +++----
 .../run-001/05-execution/stage_0_context.json |   2 +-
 .../05-execution/stage_1_5a_context.json      |   2 +-
 .../05-execution/stage_1_5b_context.json      |   2 +-
 .../05-execution/stage_1_7_context.json       |   2 +-
 .../05-execution/stage_1a_context.json        |   2 +-
 .../05-execution/stage_1b_context.json        |   2 +-
 .../run-001/05-execution/stage_2_context.json |   8 ++---
 .../05-execution/stage_2_verification.json    |  10 +++---
 .../run-001/05-execution/stage_3_context.json |   8 ++---
 .../run-001/05-execution/stage_4_context.json |  20 +++++------
 .../06-validation/validation-result.md        |  20 +++++------
 docs/run-001/comments/step-5.md               |   4 +--
 docs/run-001/comments/step-6.md               |  12 +++----
 scripts/run_from_artifacts.py                 |  27 ++++++++-------
 22 files changed, 101 insertions(+), 131 deletions(-)

diff --git a/docs/run-001/04-plan/retry-plan.json b/docs/run-001/04-plan/retry-plan.json
index eb42f7c..f322c60 100644
--- a/docs/run-001/04-plan/retry-plan.json
+++ b/docs/run-001/04-plan/retry-plan.json
@@ -1,31 +1,8 @@
 {
-  "rollback_stage": "stage_1b",
+  "rollback_stage": "stage_2",
   "failures": [
-    "Verify-ImageRef"
+    "Verify-DesignNarrative"
   ],
-  "reasons": [
-    "가시 메시지/관계도/비교 요약이 부족하여 topic 표현 지시를 다시 강화해야 함"
-  ],
-  "mutations": [
-    {
-      "topic_id": 2,
-      "change": "summary",
-      "strategy": "core_message_strengthen"
-    },
-    {
-      "topic_id": 3,
-      "change": "expression_hint",
-      "strategy": "force_relation_diagram_visible"
-    },
-    {
-      "topic_id": 5,
-      "change": "expression_hint",
-      "strategy": "force_visible_comparison_summary"
-    },
-    {
-      "topic_id": 6,
-      "change": "summary",
-      "strategy": "strong_footer_conclusion"
-    }
-  ]
+  "reasons": [],
+  "mutations": []
 }
\ No newline at end of file
diff --git a/docs/run-001/05-execution/context.json b/docs/run-001/05-execution/context.json
index 5594696..194f37b 100644
--- a/docs/run-001/05-execution/context.json
+++ b/docs/run-001/05-execution/context.json
@@ -1,5 +1,5 @@
 {
-  "run_id": "20260402_140253",
+  "run_id": "20260402_141748",
   "run_dir": "D:\\ad-hoc\\C.E.L._slide_test\\docs\\run-001\\05-execution",
   "raw_content": "---\ntitle: 건설산업 DX의 올바른 이해\nsidebar:\n  order: 00\n---\n\n* **용어의 혼용**\n\n  * 건설산업의 디지털 전환 논의에서 DX(Digital Transformation)와 BIM(Building Information Modeling)이 개념적으로 명확히 정립되지 않은채 혼용되어 사용되고 있음  \n  * 이로인해 BIM기술의 도입을 DX의 완성으로 오인하거나, DX를 BIM 기술 도입 수준으로 한정하는 인식 확산    \n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>혼용 대표 사례</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    * **[스마트 건설 활성화 방안(2022.07)]**\n      * 추진과제 : 건설산업 디지털화   \n      * 실행과제 : BIM 전면 도입, BIM 전문인력 양성\n    * **[제7차 건설기술진흥 기본계획(2023.12)]**\n      * 추진방향 : 디지털 전환을 통한 스마트 건설 확산  \n      * 추진과제 : BIM 도입으로 건설산업 디지털화\n    </div>\n  </details>\n\n\n  * 건설산업의 DX를 올바르게 이해하기 위해 각 용어의 정의, 역할, 상호관계에 대한 체계적 정립 필요\n\n<br/>\n---\n\n\n## 1. 용어 정의\n\n<br/>\n\n* **건설산업**\n  * 다양한 시설물을 각 산업마다의 광범위한 기술을 통합 및 융합하여 만들어내는 종합산업\n  * 목적 시설물의 품질 욕구를 충족시키면서 최단기간내에 최소 비용으로 편리하고 안전하며 우수한 성능의 시설물 완성을 목표로 함\n\n<br/>\n\n* **BIM(Building Information Modeling) : 디지털 전환을 위한 핵심 기술**\n  * 시설물의 생애주기동안 발생한 모든 정보를 3차원 모델 기반으로 통합·관리하는 정보 관리 도구\n  * 건설 정보와 절차를 표준화된 방식으로 연계하고 디지털 협업이 가능하도록 하는 핵심 인프라 기술\n      <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *건설산업 BIM 기본지침, 국토교통부, 2020*\n    </div>\n\n<br/>\n\n* **DX(Digital Transformation) : 산업 패러다임의 변화**\n  * 디지털 기술을 기반으로 산업 전반의 업무방식과 가치 창출 구조를 전환하는 과정 및 결과   \n  * 단순한 기술 도입이 아닌, 고객 가치와 의사결정 방식의 근본적인 변화로 산업의 새로운 방향을 정립하는 것을 의미함\n  <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *Digital Transformation, IBM Institute for Business Value, 2011 / What is Digital Transformation?, Agile Elephant, 2015*\n    </div>\n\n\n---\n<br/>\n\n## 2. 용어간 상호관계\n\n* DX는 BIM과 같은 디지털기술을 기반으로 산업 전반의 프로세스를 혁신하는 상위개념\n* 건설산업의 DX는 GIS(공간정보), BIM, 디지털 트윈(가상환경)의 기술융합을 통해서만 실현 또는 구현 가능  \n  * GIS의 역할 : 지리적 데이터를 공간 분석하여 시각적으로 표현, 위치기반 정보 제공\n  * BIM의 역할 : 형상정보와 내용정보가 포함된 3D모델로, 건설 정보 기반의 Process와 Product를 제공  \n![DX와 핵심기술간 상호관계](/assets/images/DX1.png)\n    <div style={{ \n      fontSize: '0.8rem', \n      color: '#999', \n      marginTop: '5px', \n      lineHeight: '1.4',\n      paddingLeft: '0px' }}>\n      *[그림 1] DX와 핵심기술간 상호관계*\n      </div>\n\n<br/>\n<br/>\n\n\n\n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>DX와 BIM의 구분</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    | DX | 구분 | BIM |\n    | :--- | :---: | ---: |\n    | **BIM &lt;&lt; DX**<br/>(Engineering + Management 통합) | **범위** | **Only 3D**<br/>(형상 구현 중심) |\n    | **제작 및 운영**(상용 + 전용 40~80개)<br/>[Rhino, Sketchup, Blender..] + [EG-BIM 등] | **S/W** | **모델 제작용 상용 SW**<br/>[Revit, Civil 3D, Navisworks, Autocad] |\n    | **근본적 문제의식을 통한 개선** | **프로세스** | **기존 2D 설계 방식 유지** |\n    | **공학 정보 및 콘텐츠 연계에 집중**<br/>**도면, 수량, 시공계획 등 일식** | **성과품** | **3D 모델 중심**<br/>**기존 성과품 유지** |\n    | **설계/시공 생산성 혁신**(개념의 재정립) | **활용** | **3D 모델에 의한 일반적 이해 향상** |\n    | **전 생애주기 활용 시스템** | **확장성** | **(설계/시공/운영) 분야별 단절** |\n    | **구체화(복잡) - 적극적/구체적 실현 방안** | **수행 개념** | **단순화(오류) - 수동적/집단적 동질화** |\n    | **적극적, 주체적인 기술 접목/융합** | **CIVIL + IT** | **소극적, 상용 기술에 의존** |\n    | **자체 수행 능력 - 지속가능성 확보** | **주체** | **S/W 제작사 판매 정책에 의존** |\n    | **차별화 및 경쟁력 확보, 해외 진출** | **발주처** | **평준화, 국내 중심** |\n    | **IT + CIVIL ENG 220명 운영 + 기술 개발** | **설계사** | **소규모 BIM팀 운영 + 단순교육에 집중** |\n    | **분야 확장 모델 및 시스템** | **시공사** | **국내 토목 소극적/해외 토목증가** |\n    </div>\n  </details>\n\n<br/>\n\n---\n\n:::note[핵심 요약]\n* BIM은 건설산업의 디지털전환(DX)을 수행하는 과정에서 **가장 기초가 되는 일부분**이다\n:::\n\n",
   "base_path": "",
@@ -487,10 +487,10 @@
     }
   },
   "generated_html": {
-    "body_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; color:#0f172a; display:flex; flex-direction:column; gap:10px;\">\n  <div style=\"display:grid; grid-template-columns:1.2fr 0.8fr; gap:10px;\">\n    <div style=\"background:linear-gradient(135deg,#fff7ed 0%,#ffedd5 100%); border:1px solid #fdba74; border-radius:12px; padding:12px 14px;\">\n      <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:4px;\">왜 다시 정리해야 하는가</div>\n      <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">건설산업 디지털 전환 논의에서 DX와 BIM이 혼용되어 BIM 도입을 DX 완성으로 오인하는 문제가 발생하고 있다.</div>\n    </div>\n    <div style=\"background:linear-gradient(135deg,#eff6ff 0%,#dbeafe 100%); border:1px solid #93c5fd; border-radius:12px; padding:12px 14px;\">\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">핵심 판단</div>\n      <div style=\"font-size:13px; font-weight:800; line-height:1.45; color:#1e3a8a;\">DX는 상위 개념이고, BIM은 이를 실행하는 핵심 기술이다.</div>\n    </div>\n  </div>\n\n  <div class=\"relation-diagram-card\" style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:14px; padding:14px 16px; box-sizing:border-box; display:flex; flex-direction:column; gap:10px;\">\n    <div style=\"display:flex; justify-content:space-between; align-items:flex-start; gap:12px;\">\n      <div>\n        <div style=\"font-size:12px; font-weight:800; color:#1e40af; margin-bottom:4px;\">건설산업 DX의 올바른 이해</div>\n        <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX는 상위 개념이고 BIM은 핵심 기술이다.</div>\n      </div>\n      <div style=\"font-size:10px; color:#166534; background:#dcfce7; border:1px solid #86efac; border-radius:999px; padding:4px 8px; white-space:nowrap;\">[그림 1] DX와 핵심기술간 상호관계</div>\n    </div>\n\n    <div style=\"display:grid; grid-template-columns:220px 1fr; gap:14px; align-items:start;\">\n      <div style=\"background:#f8fafc; border:1px solid #dbeafe; border-radius:14px; padding:12px; box-sizing:border-box;\">\n        <div style=\"display:flex; align-items:center; justify-content:center; gap:8px; margin-bottom:8px;\">\n          <div style=\"min-width:72px; text-align:center; background:#1d4ed8; color:#ffffff; border-radius:999px; padding:8px 12px; font-size:14px; font-weight:800;\">DX</div>\n          <div style=\"font-size:14px; color:#94a3b8;\">→</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">GIS</div>\n          <div style=\"background:#dbeafe; border:2px solid #3b82f6; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:800; color:#1d4ed8;\">BIM</div>\n          <div style=\"grid-column:1 / span 2; background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">Digital Twin</div>\n        </div>\n      </div>\n      <div style=\"display:flex; flex-direction:column; gap:8px;\">\n        <div style=\"background:#f8fafc; border:1px solid #e2e8f0; border-radius:12px; padding:10px 12px;\">\n          <div style=\"font-size:11px; font-weight:800; color:#0f172a; margin-bottom:4px;\">관계 해석</div>\n          <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX와 GIS, BIM, Digital Twin의 관계를 시각적으로 드러낸다.</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">GIS 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">공간 분석과 위치 기반 정보를 제공한다.</div>\n          </div>\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">BIM 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">형상정보와 내용정보를 함께 다루는 핵심 인프라 기술이다.</div>\n          </div>\n        </div>\n      </div>\n    </div>\n  </div>\n\n  <div class=\"comparison-summary-card\" style=\"background:#eff6ff; border:1px solid #bfdbfe; border-radius:12px; padding:10px 12px; box-sizing:border-box; display:grid; grid-template-columns:126px 1fr; gap:10px;\">\n    <div>\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">비교 판단 기준</div>\n      <div style=\"font-size:9px; line-height:1.5; color:#475569;\">범위·프로세스·성과품·확장성의 4개 비교축으로 DX와 BIM 차이를 짧고 직접적으로 보여준다.</div>\n    </div>\n    <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px; font-size:9px; line-height:1.45; color:#334155;\">\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">범위</span><br>DX는 BIM을 포함하는 상위 개념</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">프로세스</span><br>DX는 근본적 개선, BIM은 기존 2D 연장</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">성과품</span><br>DX는 공학 정보 연계, BIM은 3D 모델 중심</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">확장성</span><br>DX는 전 생애주기, BIM은 분야별 단절 위험</div>\n    </div>\n  </div>\n</div>",
-    "sidebar_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; display:flex; flex-direction:column; gap:8px;\">\n  <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#1e293b; margin-bottom:8px;\">용어 프레임</div>\n    <div style=\"display:grid; grid-template-columns:72px 1fr; row-gap:8px; column-gap:10px; align-items:start; font-size:9px; line-height:1.5; color:#334155;\">\n      <div style=\"font-weight:800; color:#0f172a;\">건설산업</div>\n      <div>다양한 기술을 통합해 시설물을 구현하는 종합 산업</div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">BIM</div>\n      <div>3차원 모델 기반의 정보관리 도구이자 협업 인프라<br><span style=\"font-size:8px; color:#64748b;\">출처: 국토교통부 BIM 기본지침</span></div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">DX</div>\n      <div>디지털 기술 기반으로 업무방식과 가치구조를 전환하는 상위 개념</div>\n    </div>\n  </div>\n  <div style=\"background:#fff7ed; border:1px solid #fdba74; border-radius:12px; padding:12px 14px; box-sizing:border-box;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:5px;\">정책 근거</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">정책 문서에서 DX와 BIM을 혼용한 대표 사례를 보조 근거로 제시한다.</div>\n  </div>\n</div>",
+    "body_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; color:#0f172a; display:flex; flex-direction:column; gap:10px;\">\n  <div style=\"background:linear-gradient(135deg,#fff7ed 0%,#ffedd5 100%); border:1px solid #fdba74; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:4px;\">DX와 BIM의 혼용 문제</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">건설산업 디지털 전환 논의에서 DX와 BIM이 혼용되어 BIM 도입을 DX 완성으로 오인하는 문제가 발생하고 있다.</div>\n  </div>\n\n  <div class=\"relation-diagram-card\" style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:14px; padding:14px 16px; box-sizing:border-box; display:flex; flex-direction:column; gap:10px;\">\n    <div style=\"display:flex; justify-content:space-between; align-items:flex-start; gap:12px;\">\n      <div>\n        <div style=\"font-size:12px; font-weight:800; color:#1e40af; margin-bottom:4px;\">DX의 정의와 위치</div>\n        <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX는 상위 개념이고 BIM은 핵심 기술이다.</div>\n      </div>\n      <div style=\"font-size:10px; color:#166534; background:#dcfce7; border:1px solid #86efac; border-radius:999px; padding:4px 8px; white-space:nowrap;\">[그림 1] DX와 핵심기술간 상호관계</div>\n    </div>\n\n    <div style=\"display:grid; grid-template-columns:220px 1fr; gap:14px; align-items:start;\">\n      <div style=\"background:#f8fafc; border:1px solid #dbeafe; border-radius:14px; padding:12px; box-sizing:border-box;\">\n        <div style=\"display:flex; align-items:center; justify-content:center; gap:8px; margin-bottom:8px;\">\n          <div style=\"min-width:72px; text-align:center; background:#1d4ed8; color:#ffffff; border-radius:999px; padding:8px 12px; font-size:14px; font-weight:800;\">DX</div>\n          <div style=\"font-size:14px; color:#94a3b8;\">→</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">GIS</div>\n          <div style=\"background:#dbeafe; border:2px solid #3b82f6; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:800; color:#1d4ed8;\">BIM</div>\n          <div style=\"grid-column:1 / span 2; background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">Digital Twin</div>\n        </div>\n      </div>\n      <div style=\"display:flex; flex-direction:column; gap:8px;\">\n        <div style=\"background:#f8fafc; border:1px solid #e2e8f0; border-radius:12px; padding:10px 12px;\">\n          <div style=\"font-size:11px; font-weight:800; color:#0f172a; margin-bottom:4px;\">BIM과 핵심기술의 관계</div>\n          <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX와 GIS, BIM, Digital Twin의 관계를 시각적으로 드러낸다.</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">GIS 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">공간 분석과 위치 기반 정보를 제공한다.</div>\n          </div>\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">BIM 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">형상정보와 내용정보를 함께 다루는 핵심 인프라 기술이다.</div>\n          </div>\n        </div>\n      </div>\n    </div>\n  </div>\n\n  <div class=\"comparison-summary-card\" style=\"background:#eff6ff; border:1px solid #bfdbfe; border-radius:12px; padding:10px 12px; box-sizing:border-box; display:grid; grid-template-columns:126px 1fr; gap:10px;\">\n    <div>\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">DX와 BIM 비교 핵심 포인트</div>\n      <div style=\"font-size:9px; line-height:1.5; color:#475569;\">범위·프로세스·성과품·확장성의 4개 비교축으로 DX와 BIM 차이를 짧고 직접적으로 보여준다.</div>\n    </div>\n    <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px; font-size:9px; line-height:1.45; color:#334155;\">\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">범위</span><br>DX는 BIM을 포함하는 상위 개념</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">프로세스</span><br>DX는 근본적 개선, BIM은 기존 2D 연장</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">성과품</span><br>DX는 공학 정보 연계, BIM은 3D 모델 중심</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">확장성</span><br>DX는 전 생애주기, BIM은 분야별 단절 위험</div>\n    </div>\n  </div>\n</div>",
+    "sidebar_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; display:flex; flex-direction:column; gap:8px;\">\n  <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#1e293b; margin-bottom:8px;\">용어 정의</div>\n    <div style=\"display:grid; grid-template-columns:72px 1fr; row-gap:8px; column-gap:10px; align-items:start; font-size:9px; line-height:1.5; color:#334155;\">\n      <div style=\"font-weight:800; color:#0f172a;\">건설산업</div>\n      <div>다양한 기술을 통합해 시설물을 구현하는 종합 산업</div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">BIM</div>\n      <div>3차원 모델 기반의 정보관리 도구이자 협업 인프라<br><span style=\"font-size:8px; color:#64748b;\">출처: 국토교통부 BIM 기본지침</span></div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">DX</div>\n      <div>디지털 기술 기반으로 업무방식과 가치구조를 전환하는 상위 개념</div>\n    </div>\n  </div>\n  <div style=\"background:#fff7ed; border:1px solid #fdba74; border-radius:12px; padding:12px 14px; box-sizing:border-box;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:5px;\">정책 혼용 사례</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">정책 문서에서 DX와 BIM을 혼용한 대표 사례를 보조 근거로 제시한다.</div>\n  </div>\n</div>",
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-    "reasoning": "stage_2 retry regeneration from rollback plan: stage_1b with design-domain-guided slide composition"
+    "reasoning": "stage_2 retry regeneration from rollback plan: stage_2 with design-domain-guided slide composition"
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diff --git a/docs/run-001/05-execution/final-screenshot-current.png b/docs/run-001/05-execution/final-screenshot-current.png
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diff --git a/docs/run-001/05-execution/final.html b/docs/run-001/05-execution/final.html
index 83cdf9f..68b0b39 100644
--- a/docs/run-001/05-execution/final.html
+++ b/docs/run-001/05-execution/final.html
@@ -154,21 +154,15 @@
 
     <div class="area-body" style="overflow:hidden;">
         <div style="width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; color:#0f172a; display:flex; flex-direction:column; gap:10px;">
-  <div style="display:grid; grid-template-columns:1.2fr 0.8fr; gap:10px;">
-    <div style="background:linear-gradient(135deg,#fff7ed 0%,#ffedd5 100%); border:1px solid #fdba74; border-radius:12px; padding:12px 14px;">
-      <div style="font-size:11px; font-weight:800; color:#c2410c; margin-bottom:4px;">왜 다시 정리해야 하는가</div>
-      <div style="font-size:10px; line-height:1.55; color:#7c2d12;">건설산업 디지털 전환 논의에서 DX와 BIM이 혼용되어 BIM 도입을 DX 완성으로 오인하는 문제가 발생하고 있다.</div>
-    </div>
-    <div style="background:linear-gradient(135deg,#eff6ff 0%,#dbeafe 100%); border:1px solid #93c5fd; border-radius:12px; padding:12px 14px;">
-      <div style="font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;">핵심 판단</div>
-      <div style="font-size:13px; font-weight:800; line-height:1.45; color:#1e3a8a;">DX는 상위 개념이고, BIM은 이를 실행하는 핵심 기술이다.</div>
-    </div>
+  <div style="background:linear-gradient(135deg,#fff7ed 0%,#ffedd5 100%); border:1px solid #fdba74; border-radius:12px; padding:12px 14px;">
+    <div style="font-size:11px; font-weight:800; color:#c2410c; margin-bottom:4px;">DX와 BIM의 혼용 문제</div>
+    <div style="font-size:10px; line-height:1.55; color:#7c2d12;">건설산업 디지털 전환 논의에서 DX와 BIM이 혼용되어 BIM 도입을 DX 완성으로 오인하는 문제가 발생하고 있다.</div>
   </div>
 
   <div class="relation-diagram-card" style="background:#ffffff; border:1px solid #cbd5e1; border-radius:14px; padding:14px 16px; box-sizing:border-box; display:flex; flex-direction:column; gap:10px;">
     <div style="display:flex; justify-content:space-between; align-items:flex-start; gap:12px;">
       <div>
-        <div style="font-size:12px; font-weight:800; color:#1e40af; margin-bottom:4px;">건설산업 DX의 올바른 이해</div>
+        <div style="font-size:12px; font-weight:800; color:#1e40af; margin-bottom:4px;">DX의 정의와 위치</div>
         <div style="font-size:10px; line-height:1.55; color:#334155;">DX는 상위 개념이고 BIM은 핵심 기술이다.</div>
       </div>
       <div style="font-size:10px; color:#166534; background:#dcfce7; border:1px solid #86efac; border-radius:999px; padding:4px 8px; white-space:nowrap;">[그림 1] DX와 핵심기술간 상호관계</div>
@@ -188,7 +182,7 @@
       </div>
       <div style="display:flex; flex-direction:column; gap:8px;">
         <div style="background:#f8fafc; border:1px solid #e2e8f0; border-radius:12px; padding:10px 12px;">
-          <div style="font-size:11px; font-weight:800; color:#0f172a; margin-bottom:4px;">관계 해석</div>
+          <div style="font-size:11px; font-weight:800; color:#0f172a; margin-bottom:4px;">BIM과 핵심기술의 관계</div>
           <div style="font-size:10px; line-height:1.55; color:#334155;">DX와 GIS, BIM, Digital Twin의 관계를 시각적으로 드러낸다.</div>
         </div>
         <div style="display:grid; grid-template-columns:1fr 1fr; gap:8px;">
@@ -207,7 +201,7 @@
 
   <div class="comparison-summary-card" style="background:#eff6ff; border:1px solid #bfdbfe; border-radius:12px; padding:10px 12px; box-sizing:border-box; display:grid; grid-template-columns:126px 1fr; gap:10px;">
     <div>
-      <div style="font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;">비교 판단 기준</div>
+      <div style="font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;">DX와 BIM 비교 핵심 포인트</div>
       <div style="font-size:9px; line-height:1.5; color:#475569;">범위·프로세스·성과품·확장성의 4개 비교축으로 DX와 BIM 차이를 짧고 직접적으로 보여준다.</div>
     </div>
     <div style="display:grid; grid-template-columns:1fr 1fr; gap:8px; font-size:9px; line-height:1.45; color:#334155;">
@@ -223,7 +217,7 @@
     <div class="area-sidebar" style="overflow:hidden;">
         <div style="width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; display:flex; flex-direction:column; gap:8px;">
   <div style="background:#ffffff; border:1px solid #cbd5e1; border-radius:12px; padding:12px 14px;">
-    <div style="font-size:10.0px; font-weight:800; color:#1e293b; margin-bottom:8px;">용어 프레임</div>
+    <div style="font-size:10.0px; font-weight:800; color:#1e293b; margin-bottom:8px;">용어 정의</div>
     <div style="display:grid; grid-template-columns:72px 1fr; row-gap:8px; column-gap:10px; align-items:start; font-size:9px; line-height:1.5; color:#334155;">
       <div style="font-weight:800; color:#0f172a;">건설산업</div>
       <div>다양한 기술을 통합해 시설물을 구현하는 종합 산업</div>
@@ -234,7 +228,7 @@
     </div>
   </div>
   <div style="background:#fff7ed; border:1px solid #fdba74; border-radius:12px; padding:12px 14px; box-sizing:border-box;">
-    <div style="font-size:10.0px; font-weight:800; color:#c2410c; margin-bottom:5px;">정책 근거</div>
+    <div style="font-size:10.0px; font-weight:800; color:#c2410c; margin-bottom:5px;">정책 혼용 사례</div>
     <div style="font-size:10px; line-height:1.55; color:#7c2d12;">정책 문서에서 DX와 BIM을 혼용한 대표 사례를 보조 근거로 제시한다.</div>
   </div>
 </div>
diff --git a/docs/run-001/05-execution/final_context.json b/docs/run-001/05-execution/final_context.json
index 5594696..194f37b 100644
--- a/docs/run-001/05-execution/final_context.json
+++ b/docs/run-001/05-execution/final_context.json
@@ -1,5 +1,5 @@
 {
-  "run_id": "20260402_140253",
+  "run_id": "20260402_141748",
   "run_dir": "D:\\ad-hoc\\C.E.L._slide_test\\docs\\run-001\\05-execution",
   "raw_content": "---\ntitle: 건설산업 DX의 올바른 이해\nsidebar:\n  order: 00\n---\n\n* **용어의 혼용**\n\n  * 건설산업의 디지털 전환 논의에서 DX(Digital Transformation)와 BIM(Building Information Modeling)이 개념적으로 명확히 정립되지 않은채 혼용되어 사용되고 있음  \n  * 이로인해 BIM기술의 도입을 DX의 완성으로 오인하거나, DX를 BIM 기술 도입 수준으로 한정하는 인식 확산    \n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>혼용 대표 사례</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    * **[스마트 건설 활성화 방안(2022.07)]**\n      * 추진과제 : 건설산업 디지털화   \n      * 실행과제 : BIM 전면 도입, BIM 전문인력 양성\n    * **[제7차 건설기술진흥 기본계획(2023.12)]**\n      * 추진방향 : 디지털 전환을 통한 스마트 건설 확산  \n      * 추진과제 : BIM 도입으로 건설산업 디지털화\n    </div>\n  </details>\n\n\n  * 건설산업의 DX를 올바르게 이해하기 위해 각 용어의 정의, 역할, 상호관계에 대한 체계적 정립 필요\n\n<br/>\n---\n\n\n## 1. 용어 정의\n\n<br/>\n\n* **건설산업**\n  * 다양한 시설물을 각 산업마다의 광범위한 기술을 통합 및 융합하여 만들어내는 종합산업\n  * 목적 시설물의 품질 욕구를 충족시키면서 최단기간내에 최소 비용으로 편리하고 안전하며 우수한 성능의 시설물 완성을 목표로 함\n\n<br/>\n\n* **BIM(Building Information Modeling) : 디지털 전환을 위한 핵심 기술**\n  * 시설물의 생애주기동안 발생한 모든 정보를 3차원 모델 기반으로 통합·관리하는 정보 관리 도구\n  * 건설 정보와 절차를 표준화된 방식으로 연계하고 디지털 협업이 가능하도록 하는 핵심 인프라 기술\n      <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *건설산업 BIM 기본지침, 국토교통부, 2020*\n    </div>\n\n<br/>\n\n* **DX(Digital Transformation) : 산업 패러다임의 변화**\n  * 디지털 기술을 기반으로 산업 전반의 업무방식과 가치 창출 구조를 전환하는 과정 및 결과   \n  * 단순한 기술 도입이 아닌, 고객 가치와 의사결정 방식의 근본적인 변화로 산업의 새로운 방향을 정립하는 것을 의미함\n  <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *Digital Transformation, IBM Institute for Business Value, 2011 / What is Digital Transformation?, Agile Elephant, 2015*\n    </div>\n\n\n---\n<br/>\n\n## 2. 용어간 상호관계\n\n* DX는 BIM과 같은 디지털기술을 기반으로 산업 전반의 프로세스를 혁신하는 상위개념\n* 건설산업의 DX는 GIS(공간정보), BIM, 디지털 트윈(가상환경)의 기술융합을 통해서만 실현 또는 구현 가능  \n  * GIS의 역할 : 지리적 데이터를 공간 분석하여 시각적으로 표현, 위치기반 정보 제공\n  * BIM의 역할 : 형상정보와 내용정보가 포함된 3D모델로, 건설 정보 기반의 Process와 Product를 제공  \n![DX와 핵심기술간 상호관계](/assets/images/DX1.png)\n    <div style={{ \n      fontSize: '0.8rem', \n      color: '#999', \n      marginTop: '5px', \n      lineHeight: '1.4',\n      paddingLeft: '0px' }}>\n      *[그림 1] DX와 핵심기술간 상호관계*\n      </div>\n\n<br/>\n<br/>\n\n\n\n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>DX와 BIM의 구분</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    | DX | 구분 | BIM |\n    | :--- | :---: | ---: |\n    | **BIM &lt;&lt; DX**<br/>(Engineering + Management 통합) | **범위** | **Only 3D**<br/>(형상 구현 중심) |\n    | **제작 및 운영**(상용 + 전용 40~80개)<br/>[Rhino, Sketchup, Blender..] + [EG-BIM 등] | **S/W** | **모델 제작용 상용 SW**<br/>[Revit, Civil 3D, Navisworks, Autocad] |\n    | **근본적 문제의식을 통한 개선** | **프로세스** | **기존 2D 설계 방식 유지** |\n    | **공학 정보 및 콘텐츠 연계에 집중**<br/>**도면, 수량, 시공계획 등 일식** | **성과품** | **3D 모델 중심**<br/>**기존 성과품 유지** |\n    | **설계/시공 생산성 혁신**(개념의 재정립) | **활용** | **3D 모델에 의한 일반적 이해 향상** |\n    | **전 생애주기 활용 시스템** | **확장성** | **(설계/시공/운영) 분야별 단절** |\n    | **구체화(복잡) - 적극적/구체적 실현 방안** | **수행 개념** | **단순화(오류) - 수동적/집단적 동질화** |\n    | **적극적, 주체적인 기술 접목/융합** | **CIVIL + IT** | **소극적, 상용 기술에 의존** |\n    | **자체 수행 능력 - 지속가능성 확보** | **주체** | **S/W 제작사 판매 정책에 의존** |\n    | **차별화 및 경쟁력 확보, 해외 진출** | **발주처** | **평준화, 국내 중심** |\n    | **IT + CIVIL ENG 220명 운영 + 기술 개발** | **설계사** | **소규모 BIM팀 운영 + 단순교육에 집중** |\n    | **분야 확장 모델 및 시스템** | **시공사** | **국내 토목 소극적/해외 토목증가** |\n    </div>\n  </details>\n\n<br/>\n\n---\n\n:::note[핵심 요약]\n* BIM은 건설산업의 디지털전환(DX)을 수행하는 과정에서 **가장 기초가 되는 일부분**이다\n:::\n\n",
   "base_path": "",
@@ -487,10 +487,10 @@
     }
   },
   "generated_html": {
-    "body_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; color:#0f172a; display:flex; flex-direction:column; gap:10px;\">\n  <div style=\"display:grid; grid-template-columns:1.2fr 0.8fr; gap:10px;\">\n    <div style=\"background:linear-gradient(135deg,#fff7ed 0%,#ffedd5 100%); border:1px solid #fdba74; border-radius:12px; padding:12px 14px;\">\n      <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:4px;\">왜 다시 정리해야 하는가</div>\n      <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">건설산업 디지털 전환 논의에서 DX와 BIM이 혼용되어 BIM 도입을 DX 완성으로 오인하는 문제가 발생하고 있다.</div>\n    </div>\n    <div style=\"background:linear-gradient(135deg,#eff6ff 0%,#dbeafe 100%); border:1px solid #93c5fd; border-radius:12px; padding:12px 14px;\">\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">핵심 판단</div>\n      <div style=\"font-size:13px; font-weight:800; line-height:1.45; color:#1e3a8a;\">DX는 상위 개념이고, BIM은 이를 실행하는 핵심 기술이다.</div>\n    </div>\n  </div>\n\n  <div class=\"relation-diagram-card\" style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:14px; padding:14px 16px; box-sizing:border-box; display:flex; flex-direction:column; gap:10px;\">\n    <div style=\"display:flex; justify-content:space-between; align-items:flex-start; gap:12px;\">\n      <div>\n        <div style=\"font-size:12px; font-weight:800; color:#1e40af; margin-bottom:4px;\">건설산업 DX의 올바른 이해</div>\n        <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX는 상위 개념이고 BIM은 핵심 기술이다.</div>\n      </div>\n      <div style=\"font-size:10px; color:#166534; background:#dcfce7; border:1px solid #86efac; border-radius:999px; padding:4px 8px; white-space:nowrap;\">[그림 1] DX와 핵심기술간 상호관계</div>\n    </div>\n\n    <div style=\"display:grid; grid-template-columns:220px 1fr; gap:14px; align-items:start;\">\n      <div style=\"background:#f8fafc; border:1px solid #dbeafe; border-radius:14px; padding:12px; box-sizing:border-box;\">\n        <div style=\"display:flex; align-items:center; justify-content:center; gap:8px; margin-bottom:8px;\">\n          <div style=\"min-width:72px; text-align:center; background:#1d4ed8; color:#ffffff; border-radius:999px; padding:8px 12px; font-size:14px; font-weight:800;\">DX</div>\n          <div style=\"font-size:14px; color:#94a3b8;\">→</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">GIS</div>\n          <div style=\"background:#dbeafe; border:2px solid #3b82f6; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:800; color:#1d4ed8;\">BIM</div>\n          <div style=\"grid-column:1 / span 2; background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">Digital Twin</div>\n        </div>\n      </div>\n      <div style=\"display:flex; flex-direction:column; gap:8px;\">\n        <div style=\"background:#f8fafc; border:1px solid #e2e8f0; border-radius:12px; padding:10px 12px;\">\n          <div style=\"font-size:11px; font-weight:800; color:#0f172a; margin-bottom:4px;\">관계 해석</div>\n          <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX와 GIS, BIM, Digital Twin의 관계를 시각적으로 드러낸다.</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">GIS 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">공간 분석과 위치 기반 정보를 제공한다.</div>\n          </div>\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">BIM 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">형상정보와 내용정보를 함께 다루는 핵심 인프라 기술이다.</div>\n          </div>\n        </div>\n      </div>\n    </div>\n  </div>\n\n  <div class=\"comparison-summary-card\" style=\"background:#eff6ff; border:1px solid #bfdbfe; border-radius:12px; padding:10px 12px; box-sizing:border-box; display:grid; grid-template-columns:126px 1fr; gap:10px;\">\n    <div>\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">비교 판단 기준</div>\n      <div style=\"font-size:9px; line-height:1.5; color:#475569;\">범위·프로세스·성과품·확장성의 4개 비교축으로 DX와 BIM 차이를 짧고 직접적으로 보여준다.</div>\n    </div>\n    <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px; font-size:9px; line-height:1.45; color:#334155;\">\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">범위</span><br>DX는 BIM을 포함하는 상위 개념</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">프로세스</span><br>DX는 근본적 개선, BIM은 기존 2D 연장</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">성과품</span><br>DX는 공학 정보 연계, BIM은 3D 모델 중심</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">확장성</span><br>DX는 전 생애주기, BIM은 분야별 단절 위험</div>\n    </div>\n  </div>\n</div>",
-    "sidebar_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; display:flex; flex-direction:column; gap:8px;\">\n  <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#1e293b; margin-bottom:8px;\">용어 프레임</div>\n    <div style=\"display:grid; grid-template-columns:72px 1fr; row-gap:8px; column-gap:10px; align-items:start; font-size:9px; line-height:1.5; color:#334155;\">\n      <div style=\"font-weight:800; color:#0f172a;\">건설산업</div>\n      <div>다양한 기술을 통합해 시설물을 구현하는 종합 산업</div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">BIM</div>\n      <div>3차원 모델 기반의 정보관리 도구이자 협업 인프라<br><span style=\"font-size:8px; color:#64748b;\">출처: 국토교통부 BIM 기본지침</span></div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">DX</div>\n      <div>디지털 기술 기반으로 업무방식과 가치구조를 전환하는 상위 개념</div>\n    </div>\n  </div>\n  <div style=\"background:#fff7ed; border:1px solid #fdba74; border-radius:12px; padding:12px 14px; box-sizing:border-box;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:5px;\">정책 근거</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">정책 문서에서 DX와 BIM을 혼용한 대표 사례를 보조 근거로 제시한다.</div>\n  </div>\n</div>",
+    "body_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; color:#0f172a; display:flex; flex-direction:column; gap:10px;\">\n  <div style=\"background:linear-gradient(135deg,#fff7ed 0%,#ffedd5 100%); border:1px solid #fdba74; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:4px;\">DX와 BIM의 혼용 문제</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">건설산업 디지털 전환 논의에서 DX와 BIM이 혼용되어 BIM 도입을 DX 완성으로 오인하는 문제가 발생하고 있다.</div>\n  </div>\n\n  <div class=\"relation-diagram-card\" style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:14px; padding:14px 16px; box-sizing:border-box; display:flex; flex-direction:column; gap:10px;\">\n    <div style=\"display:flex; justify-content:space-between; align-items:flex-start; gap:12px;\">\n      <div>\n        <div style=\"font-size:12px; font-weight:800; color:#1e40af; margin-bottom:4px;\">DX의 정의와 위치</div>\n        <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX는 상위 개념이고 BIM은 핵심 기술이다.</div>\n      </div>\n      <div style=\"font-size:10px; color:#166534; background:#dcfce7; border:1px solid #86efac; border-radius:999px; padding:4px 8px; white-space:nowrap;\">[그림 1] DX와 핵심기술간 상호관계</div>\n    </div>\n\n    <div style=\"display:grid; grid-template-columns:220px 1fr; gap:14px; align-items:start;\">\n      <div style=\"background:#f8fafc; border:1px solid #dbeafe; border-radius:14px; padding:12px; box-sizing:border-box;\">\n        <div style=\"display:flex; align-items:center; justify-content:center; gap:8px; margin-bottom:8px;\">\n          <div style=\"min-width:72px; text-align:center; background:#1d4ed8; color:#ffffff; border-radius:999px; padding:8px 12px; font-size:14px; font-weight:800;\">DX</div>\n          <div style=\"font-size:14px; color:#94a3b8;\">→</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">GIS</div>\n          <div style=\"background:#dbeafe; border:2px solid #3b82f6; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:800; color:#1d4ed8;\">BIM</div>\n          <div style=\"grid-column:1 / span 2; background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">Digital Twin</div>\n        </div>\n      </div>\n      <div style=\"display:flex; flex-direction:column; gap:8px;\">\n        <div style=\"background:#f8fafc; border:1px solid #e2e8f0; border-radius:12px; padding:10px 12px;\">\n          <div style=\"font-size:11px; font-weight:800; color:#0f172a; margin-bottom:4px;\">BIM과 핵심기술의 관계</div>\n          <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX와 GIS, BIM, Digital Twin의 관계를 시각적으로 드러낸다.</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">GIS 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">공간 분석과 위치 기반 정보를 제공한다.</div>\n          </div>\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">BIM 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">형상정보와 내용정보를 함께 다루는 핵심 인프라 기술이다.</div>\n          </div>\n        </div>\n      </div>\n    </div>\n  </div>\n\n  <div class=\"comparison-summary-card\" style=\"background:#eff6ff; border:1px solid #bfdbfe; border-radius:12px; padding:10px 12px; box-sizing:border-box; display:grid; grid-template-columns:126px 1fr; gap:10px;\">\n    <div>\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">DX와 BIM 비교 핵심 포인트</div>\n      <div style=\"font-size:9px; line-height:1.5; color:#475569;\">범위·프로세스·성과품·확장성의 4개 비교축으로 DX와 BIM 차이를 짧고 직접적으로 보여준다.</div>\n    </div>\n    <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px; font-size:9px; line-height:1.45; color:#334155;\">\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">범위</span><br>DX는 BIM을 포함하는 상위 개념</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">프로세스</span><br>DX는 근본적 개선, BIM은 기존 2D 연장</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">성과품</span><br>DX는 공학 정보 연계, BIM은 3D 모델 중심</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">확장성</span><br>DX는 전 생애주기, BIM은 분야별 단절 위험</div>\n    </div>\n  </div>\n</div>",
+    "sidebar_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; display:flex; flex-direction:column; gap:8px;\">\n  <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#1e293b; margin-bottom:8px;\">용어 정의</div>\n    <div style=\"display:grid; grid-template-columns:72px 1fr; row-gap:8px; column-gap:10px; align-items:start; font-size:9px; line-height:1.5; color:#334155;\">\n      <div style=\"font-weight:800; color:#0f172a;\">건설산업</div>\n      <div>다양한 기술을 통합해 시설물을 구현하는 종합 산업</div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">BIM</div>\n      <div>3차원 모델 기반의 정보관리 도구이자 협업 인프라<br><span style=\"font-size:8px; color:#64748b;\">출처: 국토교통부 BIM 기본지침</span></div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">DX</div>\n      <div>디지털 기술 기반으로 업무방식과 가치구조를 전환하는 상위 개념</div>\n    </div>\n  </div>\n  <div style=\"background:#fff7ed; border:1px solid #fdba74; border-radius:12px; padding:12px 14px; box-sizing:border-box;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:5px;\">정책 혼용 사례</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">정책 문서에서 DX와 BIM을 혼용한 대표 사례를 보조 근거로 제시한다.</div>\n  </div>\n</div>",
     "footer_html": "<div style=\"background:linear-gradient(135deg, #006aff 0%, #00aaff 100%); border-radius:10px; padding:14px 24px; text-align:center; color:#ffffff; width:100%; height:60px; display:flex; align-items:center; justify-content:center; box-sizing:border-box;\">\n  <div style=\"font-size:13px; font-weight:800; line-height:1.35;\">결론: BIM은 건설산업 DX를 수행하는 과정의 가장 기초가 되는 일부분이다.</div>\n</div>",
-    "reasoning": "stage_2 retry regeneration from rollback plan: stage_1b with design-domain-guided slide composition"
+    "reasoning": "stage_2 retry regeneration from rollback plan: stage_2 with design-domain-guided slide composition"
   },
   "measurement": {
     "containers": {},
@@ -504,26 +504,26 @@
       "body": {
         "block_count": 0,
         "blocks": [],
-        "clientHeight": 471,
+        "clientHeight": 457,
         "excess_px": 0,
         "overflowed": false,
-        "scrollHeight": 471
+        "scrollHeight": 457
       },
       "footer": {
         "block_count": 0,
         "blocks": [],
-        "clientHeight": 62,
+        "clientHeight": 69,
         "excess_px": 0,
         "overflowed": false,
-        "scrollHeight": 62
+        "scrollHeight": 69
       },
       "sidebar": {
         "block_count": 0,
         "blocks": [],
-        "clientHeight": 471,
+        "clientHeight": 457,
         "excess_px": 0,
         "overflowed": false,
-        "scrollHeight": 471
+        "scrollHeight": 457
       }
     }
   },
diff --git a/docs/run-001/05-execution/generated_html.json b/docs/run-001/05-execution/generated_html.json
index 387837c..12aba66 100644
--- a/docs/run-001/05-execution/generated_html.json
+++ b/docs/run-001/05-execution/generated_html.json
@@ -1,6 +1,6 @@
 {
-  "body_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; color:#0f172a; display:flex; flex-direction:column; gap:10px;\">\n  <div style=\"display:grid; grid-template-columns:1.2fr 0.8fr; gap:10px;\">\n    <div style=\"background:linear-gradient(135deg,#fff7ed 0%,#ffedd5 100%); border:1px solid #fdba74; border-radius:12px; padding:12px 14px;\">\n      <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:4px;\">왜 다시 정리해야 하는가</div>\n      <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">건설산업 디지털 전환 논의에서 DX와 BIM이 혼용되어 BIM 도입을 DX 완성으로 오인하는 문제가 발생하고 있다.</div>\n    </div>\n    <div style=\"background:linear-gradient(135deg,#eff6ff 0%,#dbeafe 100%); border:1px solid #93c5fd; border-radius:12px; padding:12px 14px;\">\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">핵심 판단</div>\n      <div style=\"font-size:13px; font-weight:800; line-height:1.45; color:#1e3a8a;\">DX는 상위 개념이고, BIM은 이를 실행하는 핵심 기술이다.</div>\n    </div>\n  </div>\n\n  <div class=\"relation-diagram-card\" style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:14px; padding:14px 16px; box-sizing:border-box; display:flex; flex-direction:column; gap:10px;\">\n    <div style=\"display:flex; justify-content:space-between; align-items:flex-start; gap:12px;\">\n      <div>\n        <div style=\"font-size:12px; font-weight:800; color:#1e40af; margin-bottom:4px;\">건설산업 DX의 올바른 이해</div>\n        <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX는 상위 개념이고 BIM은 핵심 기술이다.</div>\n      </div>\n      <div style=\"font-size:10px; color:#166534; background:#dcfce7; border:1px solid #86efac; border-radius:999px; padding:4px 8px; white-space:nowrap;\">[그림 1] DX와 핵심기술간 상호관계</div>\n    </div>\n\n    <div style=\"display:grid; grid-template-columns:220px 1fr; gap:14px; align-items:start;\">\n      <div style=\"background:#f8fafc; border:1px solid #dbeafe; border-radius:14px; padding:12px; box-sizing:border-box;\">\n        <div style=\"display:flex; align-items:center; justify-content:center; gap:8px; margin-bottom:8px;\">\n          <div style=\"min-width:72px; text-align:center; background:#1d4ed8; color:#ffffff; border-radius:999px; padding:8px 12px; font-size:14px; font-weight:800;\">DX</div>\n          <div style=\"font-size:14px; color:#94a3b8;\">→</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">GIS</div>\n          <div style=\"background:#dbeafe; border:2px solid #3b82f6; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:800; color:#1d4ed8;\">BIM</div>\n          <div style=\"grid-column:1 / span 2; background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">Digital Twin</div>\n        </div>\n      </div>\n      <div style=\"display:flex; flex-direction:column; gap:8px;\">\n        <div style=\"background:#f8fafc; border:1px solid #e2e8f0; border-radius:12px; padding:10px 12px;\">\n          <div style=\"font-size:11px; font-weight:800; color:#0f172a; margin-bottom:4px;\">관계 해석</div>\n          <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX와 GIS, BIM, Digital Twin의 관계를 시각적으로 드러낸다.</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">GIS 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">공간 분석과 위치 기반 정보를 제공한다.</div>\n          </div>\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">BIM 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">형상정보와 내용정보를 함께 다루는 핵심 인프라 기술이다.</div>\n          </div>\n        </div>\n      </div>\n    </div>\n  </div>\n\n  <div class=\"comparison-summary-card\" style=\"background:#eff6ff; border:1px solid #bfdbfe; border-radius:12px; padding:10px 12px; box-sizing:border-box; display:grid; grid-template-columns:126px 1fr; gap:10px;\">\n    <div>\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">비교 판단 기준</div>\n      <div style=\"font-size:9px; line-height:1.5; color:#475569;\">범위·프로세스·성과품·확장성의 4개 비교축으로 DX와 BIM 차이를 짧고 직접적으로 보여준다.</div>\n    </div>\n    <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px; font-size:9px; line-height:1.45; color:#334155;\">\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">범위</span><br>DX는 BIM을 포함하는 상위 개념</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">프로세스</span><br>DX는 근본적 개선, BIM은 기존 2D 연장</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">성과품</span><br>DX는 공학 정보 연계, BIM은 3D 모델 중심</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">확장성</span><br>DX는 전 생애주기, BIM은 분야별 단절 위험</div>\n    </div>\n  </div>\n</div>",
-  "sidebar_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; display:flex; flex-direction:column; gap:8px;\">\n  <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#1e293b; margin-bottom:8px;\">용어 프레임</div>\n    <div style=\"display:grid; grid-template-columns:72px 1fr; row-gap:8px; column-gap:10px; align-items:start; font-size:9px; line-height:1.5; color:#334155;\">\n      <div style=\"font-weight:800; color:#0f172a;\">건설산업</div>\n      <div>다양한 기술을 통합해 시설물을 구현하는 종합 산업</div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">BIM</div>\n      <div>3차원 모델 기반의 정보관리 도구이자 협업 인프라<br><span style=\"font-size:8px; color:#64748b;\">출처: 국토교통부 BIM 기본지침</span></div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">DX</div>\n      <div>디지털 기술 기반으로 업무방식과 가치구조를 전환하는 상위 개념</div>\n    </div>\n  </div>\n  <div style=\"background:#fff7ed; border:1px solid #fdba74; border-radius:12px; padding:12px 14px; box-sizing:border-box;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:5px;\">정책 근거</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">정책 문서에서 DX와 BIM을 혼용한 대표 사례를 보조 근거로 제시한다.</div>\n  </div>\n</div>",
+  "body_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; color:#0f172a; display:flex; flex-direction:column; gap:10px;\">\n  <div style=\"background:linear-gradient(135deg,#fff7ed 0%,#ffedd5 100%); border:1px solid #fdba74; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:4px;\">DX와 BIM의 혼용 문제</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">건설산업 디지털 전환 논의에서 DX와 BIM이 혼용되어 BIM 도입을 DX 완성으로 오인하는 문제가 발생하고 있다.</div>\n  </div>\n\n  <div class=\"relation-diagram-card\" style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:14px; padding:14px 16px; box-sizing:border-box; display:flex; flex-direction:column; gap:10px;\">\n    <div style=\"display:flex; justify-content:space-between; align-items:flex-start; gap:12px;\">\n      <div>\n        <div style=\"font-size:12px; font-weight:800; color:#1e40af; margin-bottom:4px;\">DX의 정의와 위치</div>\n        <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX는 상위 개념이고 BIM은 핵심 기술이다.</div>\n      </div>\n      <div style=\"font-size:10px; color:#166534; background:#dcfce7; border:1px solid #86efac; border-radius:999px; padding:4px 8px; white-space:nowrap;\">[그림 1] DX와 핵심기술간 상호관계</div>\n    </div>\n\n    <div style=\"display:grid; grid-template-columns:220px 1fr; gap:14px; align-items:start;\">\n      <div style=\"background:#f8fafc; border:1px solid #dbeafe; border-radius:14px; padding:12px; box-sizing:border-box;\">\n        <div style=\"display:flex; align-items:center; justify-content:center; gap:8px; margin-bottom:8px;\">\n          <div style=\"min-width:72px; text-align:center; background:#1d4ed8; color:#ffffff; border-radius:999px; padding:8px 12px; font-size:14px; font-weight:800;\">DX</div>\n          <div style=\"font-size:14px; color:#94a3b8;\">→</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">GIS</div>\n          <div style=\"background:#dbeafe; border:2px solid #3b82f6; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:800; color:#1d4ed8;\">BIM</div>\n          <div style=\"grid-column:1 / span 2; background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">Digital Twin</div>\n        </div>\n      </div>\n      <div style=\"display:flex; flex-direction:column; gap:8px;\">\n        <div style=\"background:#f8fafc; border:1px solid #e2e8f0; border-radius:12px; padding:10px 12px;\">\n          <div style=\"font-size:11px; font-weight:800; color:#0f172a; margin-bottom:4px;\">BIM과 핵심기술의 관계</div>\n          <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX와 GIS, BIM, Digital Twin의 관계를 시각적으로 드러낸다.</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">GIS 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">공간 분석과 위치 기반 정보를 제공한다.</div>\n          </div>\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">BIM 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">형상정보와 내용정보를 함께 다루는 핵심 인프라 기술이다.</div>\n          </div>\n        </div>\n      </div>\n    </div>\n  </div>\n\n  <div class=\"comparison-summary-card\" style=\"background:#eff6ff; border:1px solid #bfdbfe; border-radius:12px; padding:10px 12px; box-sizing:border-box; display:grid; grid-template-columns:126px 1fr; gap:10px;\">\n    <div>\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">DX와 BIM 비교 핵심 포인트</div>\n      <div style=\"font-size:9px; line-height:1.5; color:#475569;\">범위·프로세스·성과품·확장성의 4개 비교축으로 DX와 BIM 차이를 짧고 직접적으로 보여준다.</div>\n    </div>\n    <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px; font-size:9px; line-height:1.45; color:#334155;\">\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">범위</span><br>DX는 BIM을 포함하는 상위 개념</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">프로세스</span><br>DX는 근본적 개선, BIM은 기존 2D 연장</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">성과품</span><br>DX는 공학 정보 연계, BIM은 3D 모델 중심</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">확장성</span><br>DX는 전 생애주기, BIM은 분야별 단절 위험</div>\n    </div>\n  </div>\n</div>",
+  "sidebar_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; display:flex; flex-direction:column; gap:8px;\">\n  <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#1e293b; margin-bottom:8px;\">용어 정의</div>\n    <div style=\"display:grid; grid-template-columns:72px 1fr; row-gap:8px; column-gap:10px; align-items:start; font-size:9px; line-height:1.5; color:#334155;\">\n      <div style=\"font-weight:800; color:#0f172a;\">건설산업</div>\n      <div>다양한 기술을 통합해 시설물을 구현하는 종합 산업</div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">BIM</div>\n      <div>3차원 모델 기반의 정보관리 도구이자 협업 인프라<br><span style=\"font-size:8px; color:#64748b;\">출처: 국토교통부 BIM 기본지침</span></div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">DX</div>\n      <div>디지털 기술 기반으로 업무방식과 가치구조를 전환하는 상위 개념</div>\n    </div>\n  </div>\n  <div style=\"background:#fff7ed; border:1px solid #fdba74; border-radius:12px; padding:12px 14px; box-sizing:border-box;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:5px;\">정책 혼용 사례</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">정책 문서에서 DX와 BIM을 혼용한 대표 사례를 보조 근거로 제시한다.</div>\n  </div>\n</div>",
   "footer_html": "<div style=\"background:linear-gradient(135deg, #006aff 0%, #00aaff 100%); border-radius:10px; padding:14px 24px; text-align:center; color:#ffffff; width:100%; height:60px; display:flex; align-items:center; justify-content:center; box-sizing:border-box;\">\n  <div style=\"font-size:13px; font-weight:800; line-height:1.35;\">결론: BIM은 건설산업 DX를 수행하는 과정의 가장 기초가 되는 일부분이다.</div>\n</div>",
-  "reasoning": "stage_2 retry regeneration from rollback plan: stage_1b with design-domain-guided slide composition"
+  "reasoning": "stage_2 retry regeneration from rollback plan: stage_2 with design-domain-guided slide composition"
 }
\ No newline at end of file
diff --git a/docs/run-001/05-execution/measurement.json b/docs/run-001/05-execution/measurement.json
index 5df3dfe..743fa98 100644
--- a/docs/run-001/05-execution/measurement.json
+++ b/docs/run-001/05-execution/measurement.json
@@ -10,26 +10,26 @@
     "body": {
       "block_count": 0,
       "blocks": [],
-      "clientHeight": 471,
+      "clientHeight": 457,
       "excess_px": 0,
       "overflowed": false,
-      "scrollHeight": 471
+      "scrollHeight": 457
     },
     "footer": {
       "block_count": 0,
       "blocks": [],
-      "clientHeight": 62,
+      "clientHeight": 69,
       "excess_px": 0,
       "overflowed": false,
-      "scrollHeight": 62
+      "scrollHeight": 69
     },
     "sidebar": {
       "block_count": 0,
       "blocks": [],
-      "clientHeight": 471,
+      "clientHeight": 457,
       "excess_px": 0,
       "overflowed": false,
-      "scrollHeight": 471
+      "scrollHeight": 457
     }
   }
 }
\ No newline at end of file
diff --git a/docs/run-001/05-execution/stage_0_context.json b/docs/run-001/05-execution/stage_0_context.json
index d83bc5e..548cf76 100644
--- a/docs/run-001/05-execution/stage_0_context.json
+++ b/docs/run-001/05-execution/stage_0_context.json
@@ -1,5 +1,5 @@
 {
-  "run_id": "20260402_140253",
+  "run_id": "20260402_141748",
   "run_dir": "D:\\ad-hoc\\C.E.L._slide_test\\docs\\run-001\\05-execution",
   "raw_content": "---\ntitle: 건설산업 DX의 올바른 이해\nsidebar:\n  order: 00\n---\n\n* **용어의 혼용**\n\n  * 건설산업의 디지털 전환 논의에서 DX(Digital Transformation)와 BIM(Building Information Modeling)이 개념적으로 명확히 정립되지 않은채 혼용되어 사용되고 있음  \n  * 이로인해 BIM기술의 도입을 DX의 완성으로 오인하거나, DX를 BIM 기술 도입 수준으로 한정하는 인식 확산    \n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>혼용 대표 사례</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    * **[스마트 건설 활성화 방안(2022.07)]**\n      * 추진과제 : 건설산업 디지털화   \n      * 실행과제 : BIM 전면 도입, BIM 전문인력 양성\n    * **[제7차 건설기술진흥 기본계획(2023.12)]**\n      * 추진방향 : 디지털 전환을 통한 스마트 건설 확산  \n      * 추진과제 : BIM 도입으로 건설산업 디지털화\n    </div>\n  </details>\n\n\n  * 건설산업의 DX를 올바르게 이해하기 위해 각 용어의 정의, 역할, 상호관계에 대한 체계적 정립 필요\n\n<br/>\n---\n\n\n## 1. 용어 정의\n\n<br/>\n\n* **건설산업**\n  * 다양한 시설물을 각 산업마다의 광범위한 기술을 통합 및 융합하여 만들어내는 종합산업\n  * 목적 시설물의 품질 욕구를 충족시키면서 최단기간내에 최소 비용으로 편리하고 안전하며 우수한 성능의 시설물 완성을 목표로 함\n\n<br/>\n\n* **BIM(Building Information Modeling) : 디지털 전환을 위한 핵심 기술**\n  * 시설물의 생애주기동안 발생한 모든 정보를 3차원 모델 기반으로 통합·관리하는 정보 관리 도구\n  * 건설 정보와 절차를 표준화된 방식으로 연계하고 디지털 협업이 가능하도록 하는 핵심 인프라 기술\n      <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *건설산업 BIM 기본지침, 국토교통부, 2020*\n    </div>\n\n<br/>\n\n* **DX(Digital Transformation) : 산업 패러다임의 변화**\n  * 디지털 기술을 기반으로 산업 전반의 업무방식과 가치 창출 구조를 전환하는 과정 및 결과   \n  * 단순한 기술 도입이 아닌, 고객 가치와 의사결정 방식의 근본적인 변화로 산업의 새로운 방향을 정립하는 것을 의미함\n  <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *Digital Transformation, IBM Institute for Business Value, 2011 / What is Digital Transformation?, Agile Elephant, 2015*\n    </div>\n\n\n---\n<br/>\n\n## 2. 용어간 상호관계\n\n* DX는 BIM과 같은 디지털기술을 기반으로 산업 전반의 프로세스를 혁신하는 상위개념\n* 건설산업의 DX는 GIS(공간정보), BIM, 디지털 트윈(가상환경)의 기술융합을 통해서만 실현 또는 구현 가능  \n  * GIS의 역할 : 지리적 데이터를 공간 분석하여 시각적으로 표현, 위치기반 정보 제공\n  * BIM의 역할 : 형상정보와 내용정보가 포함된 3D모델로, 건설 정보 기반의 Process와 Product를 제공  \n![DX와 핵심기술간 상호관계](/assets/images/DX1.png)\n    <div style={{ \n      fontSize: '0.8rem', \n      color: '#999', \n      marginTop: '5px', \n      lineHeight: '1.4',\n      paddingLeft: '0px' }}>\n      *[그림 1] DX와 핵심기술간 상호관계*\n      </div>\n\n<br/>\n<br/>\n\n\n\n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>DX와 BIM의 구분</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    | DX | 구분 | BIM |\n    | :--- | :---: | ---: |\n    | **BIM &lt;&lt; DX**<br/>(Engineering + Management 통합) | **범위** | **Only 3D**<br/>(형상 구현 중심) |\n    | **제작 및 운영**(상용 + 전용 40~80개)<br/>[Rhino, Sketchup, Blender..] + [EG-BIM 등] | **S/W** | **모델 제작용 상용 SW**<br/>[Revit, Civil 3D, Navisworks, Autocad] |\n    | **근본적 문제의식을 통한 개선** | **프로세스** | **기존 2D 설계 방식 유지** |\n    | **공학 정보 및 콘텐츠 연계에 집중**<br/>**도면, 수량, 시공계획 등 일식** | **성과품** | **3D 모델 중심**<br/>**기존 성과품 유지** |\n    | **설계/시공 생산성 혁신**(개념의 재정립) | **활용** | **3D 모델에 의한 일반적 이해 향상** |\n    | **전 생애주기 활용 시스템** | **확장성** | **(설계/시공/운영) 분야별 단절** |\n    | **구체화(복잡) - 적극적/구체적 실현 방안** | **수행 개념** | **단순화(오류) - 수동적/집단적 동질화** |\n    | **적극적, 주체적인 기술 접목/융합** | **CIVIL + IT** | **소극적, 상용 기술에 의존** |\n    | **자체 수행 능력 - 지속가능성 확보** | **주체** | **S/W 제작사 판매 정책에 의존** |\n    | **차별화 및 경쟁력 확보, 해외 진출** | **발주처** | **평준화, 국내 중심** |\n    | **IT + CIVIL ENG 220명 운영 + 기술 개발** | **설계사** | **소규모 BIM팀 운영 + 단순교육에 집중** |\n    | **분야 확장 모델 및 시스템** | **시공사** | **국내 토목 소극적/해외 토목증가** |\n    </div>\n  </details>\n\n<br/>\n\n---\n\n:::note[핵심 요약]\n* BIM은 건설산업의 디지털전환(DX)을 수행하는 과정에서 **가장 기초가 되는 일부분**이다\n:::\n\n",
   "base_path": "",
diff --git a/docs/run-001/05-execution/stage_1_5a_context.json b/docs/run-001/05-execution/stage_1_5a_context.json
index f840ed6..0926a3b 100644
--- a/docs/run-001/05-execution/stage_1_5a_context.json
+++ b/docs/run-001/05-execution/stage_1_5a_context.json
@@ -1,5 +1,5 @@
 {
-  "run_id": "20260402_140253",
+  "run_id": "20260402_141748",
   "run_dir": "D:\\ad-hoc\\C.E.L._slide_test\\docs\\run-001\\05-execution",
   "raw_content": "---\ntitle: 건설산업 DX의 올바른 이해\nsidebar:\n  order: 00\n---\n\n* **용어의 혼용**\n\n  * 건설산업의 디지털 전환 논의에서 DX(Digital Transformation)와 BIM(Building Information Modeling)이 개념적으로 명확히 정립되지 않은채 혼용되어 사용되고 있음  \n  * 이로인해 BIM기술의 도입을 DX의 완성으로 오인하거나, DX를 BIM 기술 도입 수준으로 한정하는 인식 확산    \n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>혼용 대표 사례</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    * **[스마트 건설 활성화 방안(2022.07)]**\n      * 추진과제 : 건설산업 디지털화   \n      * 실행과제 : BIM 전면 도입, BIM 전문인력 양성\n    * **[제7차 건설기술진흥 기본계획(2023.12)]**\n      * 추진방향 : 디지털 전환을 통한 스마트 건설 확산  \n      * 추진과제 : BIM 도입으로 건설산업 디지털화\n    </div>\n  </details>\n\n\n  * 건설산업의 DX를 올바르게 이해하기 위해 각 용어의 정의, 역할, 상호관계에 대한 체계적 정립 필요\n\n<br/>\n---\n\n\n## 1. 용어 정의\n\n<br/>\n\n* **건설산업**\n  * 다양한 시설물을 각 산업마다의 광범위한 기술을 통합 및 융합하여 만들어내는 종합산업\n  * 목적 시설물의 품질 욕구를 충족시키면서 최단기간내에 최소 비용으로 편리하고 안전하며 우수한 성능의 시설물 완성을 목표로 함\n\n<br/>\n\n* **BIM(Building Information Modeling) : 디지털 전환을 위한 핵심 기술**\n  * 시설물의 생애주기동안 발생한 모든 정보를 3차원 모델 기반으로 통합·관리하는 정보 관리 도구\n  * 건설 정보와 절차를 표준화된 방식으로 연계하고 디지털 협업이 가능하도록 하는 핵심 인프라 기술\n      <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *건설산업 BIM 기본지침, 국토교통부, 2020*\n    </div>\n\n<br/>\n\n* **DX(Digital Transformation) : 산업 패러다임의 변화**\n  * 디지털 기술을 기반으로 산업 전반의 업무방식과 가치 창출 구조를 전환하는 과정 및 결과   \n  * 단순한 기술 도입이 아닌, 고객 가치와 의사결정 방식의 근본적인 변화로 산업의 새로운 방향을 정립하는 것을 의미함\n  <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *Digital Transformation, IBM Institute for Business Value, 2011 / What is Digital Transformation?, Agile Elephant, 2015*\n    </div>\n\n\n---\n<br/>\n\n## 2. 용어간 상호관계\n\n* DX는 BIM과 같은 디지털기술을 기반으로 산업 전반의 프로세스를 혁신하는 상위개념\n* 건설산업의 DX는 GIS(공간정보), BIM, 디지털 트윈(가상환경)의 기술융합을 통해서만 실현 또는 구현 가능  \n  * GIS의 역할 : 지리적 데이터를 공간 분석하여 시각적으로 표현, 위치기반 정보 제공\n  * BIM의 역할 : 형상정보와 내용정보가 포함된 3D모델로, 건설 정보 기반의 Process와 Product를 제공  \n![DX와 핵심기술간 상호관계](/assets/images/DX1.png)\n    <div style={{ \n      fontSize: '0.8rem', \n      color: '#999', \n      marginTop: '5px', \n      lineHeight: '1.4',\n      paddingLeft: '0px' }}>\n      *[그림 1] DX와 핵심기술간 상호관계*\n      </div>\n\n<br/>\n<br/>\n\n\n\n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>DX와 BIM의 구분</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    | DX | 구분 | BIM |\n    | :--- | :---: | ---: |\n    | **BIM &lt;&lt; DX**<br/>(Engineering + Management 통합) | **범위** | **Only 3D**<br/>(형상 구현 중심) |\n    | **제작 및 운영**(상용 + 전용 40~80개)<br/>[Rhino, Sketchup, Blender..] + [EG-BIM 등] | **S/W** | **모델 제작용 상용 SW**<br/>[Revit, Civil 3D, Navisworks, Autocad] |\n    | **근본적 문제의식을 통한 개선** | **프로세스** | **기존 2D 설계 방식 유지** |\n    | **공학 정보 및 콘텐츠 연계에 집중**<br/>**도면, 수량, 시공계획 등 일식** | **성과품** | **3D 모델 중심**<br/>**기존 성과품 유지** |\n    | **설계/시공 생산성 혁신**(개념의 재정립) | **활용** | **3D 모델에 의한 일반적 이해 향상** |\n    | **전 생애주기 활용 시스템** | **확장성** | **(설계/시공/운영) 분야별 단절** |\n    | **구체화(복잡) - 적극적/구체적 실현 방안** | **수행 개념** | **단순화(오류) - 수동적/집단적 동질화** |\n    | **적극적, 주체적인 기술 접목/융합** | **CIVIL + IT** | **소극적, 상용 기술에 의존** |\n    | **자체 수행 능력 - 지속가능성 확보** | **주체** | **S/W 제작사 판매 정책에 의존** |\n    | **차별화 및 경쟁력 확보, 해외 진출** | **발주처** | **평준화, 국내 중심** |\n    | **IT + CIVIL ENG 220명 운영 + 기술 개발** | **설계사** | **소규모 BIM팀 운영 + 단순교육에 집중** |\n    | **분야 확장 모델 및 시스템** | **시공사** | **국내 토목 소극적/해외 토목증가** |\n    </div>\n  </details>\n\n<br/>\n\n---\n\n:::note[핵심 요약]\n* BIM은 건설산업의 디지털전환(DX)을 수행하는 과정에서 **가장 기초가 되는 일부분**이다\n:::\n\n",
   "base_path": "",
diff --git a/docs/run-001/05-execution/stage_1_5b_context.json b/docs/run-001/05-execution/stage_1_5b_context.json
index 0d2034a..7344c9b 100644
--- a/docs/run-001/05-execution/stage_1_5b_context.json
+++ b/docs/run-001/05-execution/stage_1_5b_context.json
@@ -1,5 +1,5 @@
 {
-  "run_id": "20260402_140253",
+  "run_id": "20260402_141748",
   "run_dir": "D:\\ad-hoc\\C.E.L._slide_test\\docs\\run-001\\05-execution",
   "raw_content": "---\ntitle: 건설산업 DX의 올바른 이해\nsidebar:\n  order: 00\n---\n\n* **용어의 혼용**\n\n  * 건설산업의 디지털 전환 논의에서 DX(Digital Transformation)와 BIM(Building Information Modeling)이 개념적으로 명확히 정립되지 않은채 혼용되어 사용되고 있음  \n  * 이로인해 BIM기술의 도입을 DX의 완성으로 오인하거나, DX를 BIM 기술 도입 수준으로 한정하는 인식 확산    \n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>혼용 대표 사례</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    * **[스마트 건설 활성화 방안(2022.07)]**\n      * 추진과제 : 건설산업 디지털화   \n      * 실행과제 : BIM 전면 도입, BIM 전문인력 양성\n    * **[제7차 건설기술진흥 기본계획(2023.12)]**\n      * 추진방향 : 디지털 전환을 통한 스마트 건설 확산  \n      * 추진과제 : BIM 도입으로 건설산업 디지털화\n    </div>\n  </details>\n\n\n  * 건설산업의 DX를 올바르게 이해하기 위해 각 용어의 정의, 역할, 상호관계에 대한 체계적 정립 필요\n\n<br/>\n---\n\n\n## 1. 용어 정의\n\n<br/>\n\n* **건설산업**\n  * 다양한 시설물을 각 산업마다의 광범위한 기술을 통합 및 융합하여 만들어내는 종합산업\n  * 목적 시설물의 품질 욕구를 충족시키면서 최단기간내에 최소 비용으로 편리하고 안전하며 우수한 성능의 시설물 완성을 목표로 함\n\n<br/>\n\n* **BIM(Building Information Modeling) : 디지털 전환을 위한 핵심 기술**\n  * 시설물의 생애주기동안 발생한 모든 정보를 3차원 모델 기반으로 통합·관리하는 정보 관리 도구\n  * 건설 정보와 절차를 표준화된 방식으로 연계하고 디지털 협업이 가능하도록 하는 핵심 인프라 기술\n      <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *건설산업 BIM 기본지침, 국토교통부, 2020*\n    </div>\n\n<br/>\n\n* **DX(Digital Transformation) : 산업 패러다임의 변화**\n  * 디지털 기술을 기반으로 산업 전반의 업무방식과 가치 창출 구조를 전환하는 과정 및 결과   \n  * 단순한 기술 도입이 아닌, 고객 가치와 의사결정 방식의 근본적인 변화로 산업의 새로운 방향을 정립하는 것을 의미함\n  <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *Digital Transformation, IBM Institute for Business Value, 2011 / What is Digital Transformation?, Agile Elephant, 2015*\n    </div>\n\n\n---\n<br/>\n\n## 2. 용어간 상호관계\n\n* DX는 BIM과 같은 디지털기술을 기반으로 산업 전반의 프로세스를 혁신하는 상위개념\n* 건설산업의 DX는 GIS(공간정보), BIM, 디지털 트윈(가상환경)의 기술융합을 통해서만 실현 또는 구현 가능  \n  * GIS의 역할 : 지리적 데이터를 공간 분석하여 시각적으로 표현, 위치기반 정보 제공\n  * BIM의 역할 : 형상정보와 내용정보가 포함된 3D모델로, 건설 정보 기반의 Process와 Product를 제공  \n![DX와 핵심기술간 상호관계](/assets/images/DX1.png)\n    <div style={{ \n      fontSize: '0.8rem', \n      color: '#999', \n      marginTop: '5px', \n      lineHeight: '1.4',\n      paddingLeft: '0px' }}>\n      *[그림 1] DX와 핵심기술간 상호관계*\n      </div>\n\n<br/>\n<br/>\n\n\n\n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>DX와 BIM의 구분</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    | DX | 구분 | BIM |\n    | :--- | :---: | ---: |\n    | **BIM &lt;&lt; DX**<br/>(Engineering + Management 통합) | **범위** | **Only 3D**<br/>(형상 구현 중심) |\n    | **제작 및 운영**(상용 + 전용 40~80개)<br/>[Rhino, Sketchup, Blender..] + [EG-BIM 등] | **S/W** | **모델 제작용 상용 SW**<br/>[Revit, Civil 3D, Navisworks, Autocad] |\n    | **근본적 문제의식을 통한 개선** | **프로세스** | **기존 2D 설계 방식 유지** |\n    | **공학 정보 및 콘텐츠 연계에 집중**<br/>**도면, 수량, 시공계획 등 일식** | **성과품** | **3D 모델 중심**<br/>**기존 성과품 유지** |\n    | **설계/시공 생산성 혁신**(개념의 재정립) | **활용** | **3D 모델에 의한 일반적 이해 향상** |\n    | **전 생애주기 활용 시스템** | **확장성** | **(설계/시공/운영) 분야별 단절** |\n    | **구체화(복잡) - 적극적/구체적 실현 방안** | **수행 개념** | **단순화(오류) - 수동적/집단적 동질화** |\n    | **적극적, 주체적인 기술 접목/융합** | **CIVIL + IT** | **소극적, 상용 기술에 의존** |\n    | **자체 수행 능력 - 지속가능성 확보** | **주체** | **S/W 제작사 판매 정책에 의존** |\n    | **차별화 및 경쟁력 확보, 해외 진출** | **발주처** | **평준화, 국내 중심** |\n    | **IT + CIVIL ENG 220명 운영 + 기술 개발** | **설계사** | **소규모 BIM팀 운영 + 단순교육에 집중** |\n    | **분야 확장 모델 및 시스템** | **시공사** | **국내 토목 소극적/해외 토목증가** |\n    </div>\n  </details>\n\n<br/>\n\n---\n\n:::note[핵심 요약]\n* BIM은 건설산업의 디지털전환(DX)을 수행하는 과정에서 **가장 기초가 되는 일부분**이다\n:::\n\n",
   "base_path": "",
diff --git a/docs/run-001/05-execution/stage_1_7_context.json b/docs/run-001/05-execution/stage_1_7_context.json
index d3e8b66..ed83214 100644
--- a/docs/run-001/05-execution/stage_1_7_context.json
+++ b/docs/run-001/05-execution/stage_1_7_context.json
@@ -1,5 +1,5 @@
 {
-  "run_id": "20260402_140253",
+  "run_id": "20260402_141748",
   "run_dir": "D:\\ad-hoc\\C.E.L._slide_test\\docs\\run-001\\05-execution",
   "raw_content": "---\ntitle: 건설산업 DX의 올바른 이해\nsidebar:\n  order: 00\n---\n\n* **용어의 혼용**\n\n  * 건설산업의 디지털 전환 논의에서 DX(Digital Transformation)와 BIM(Building Information Modeling)이 개념적으로 명확히 정립되지 않은채 혼용되어 사용되고 있음  \n  * 이로인해 BIM기술의 도입을 DX의 완성으로 오인하거나, DX를 BIM 기술 도입 수준으로 한정하는 인식 확산    \n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>혼용 대표 사례</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    * **[스마트 건설 활성화 방안(2022.07)]**\n      * 추진과제 : 건설산업 디지털화   \n      * 실행과제 : BIM 전면 도입, BIM 전문인력 양성\n    * **[제7차 건설기술진흥 기본계획(2023.12)]**\n      * 추진방향 : 디지털 전환을 통한 스마트 건설 확산  \n      * 추진과제 : BIM 도입으로 건설산업 디지털화\n    </div>\n  </details>\n\n\n  * 건설산업의 DX를 올바르게 이해하기 위해 각 용어의 정의, 역할, 상호관계에 대한 체계적 정립 필요\n\n<br/>\n---\n\n\n## 1. 용어 정의\n\n<br/>\n\n* **건설산업**\n  * 다양한 시설물을 각 산업마다의 광범위한 기술을 통합 및 융합하여 만들어내는 종합산업\n  * 목적 시설물의 품질 욕구를 충족시키면서 최단기간내에 최소 비용으로 편리하고 안전하며 우수한 성능의 시설물 완성을 목표로 함\n\n<br/>\n\n* **BIM(Building Information Modeling) : 디지털 전환을 위한 핵심 기술**\n  * 시설물의 생애주기동안 발생한 모든 정보를 3차원 모델 기반으로 통합·관리하는 정보 관리 도구\n  * 건설 정보와 절차를 표준화된 방식으로 연계하고 디지털 협업이 가능하도록 하는 핵심 인프라 기술\n      <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *건설산업 BIM 기본지침, 국토교통부, 2020*\n    </div>\n\n<br/>\n\n* **DX(Digital Transformation) : 산업 패러다임의 변화**\n  * 디지털 기술을 기반으로 산업 전반의 업무방식과 가치 창출 구조를 전환하는 과정 및 결과   \n  * 단순한 기술 도입이 아닌, 고객 가치와 의사결정 방식의 근본적인 변화로 산업의 새로운 방향을 정립하는 것을 의미함\n  <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *Digital Transformation, IBM Institute for Business Value, 2011 / What is Digital Transformation?, Agile Elephant, 2015*\n    </div>\n\n\n---\n<br/>\n\n## 2. 용어간 상호관계\n\n* DX는 BIM과 같은 디지털기술을 기반으로 산업 전반의 프로세스를 혁신하는 상위개념\n* 건설산업의 DX는 GIS(공간정보), BIM, 디지털 트윈(가상환경)의 기술융합을 통해서만 실현 또는 구현 가능  \n  * GIS의 역할 : 지리적 데이터를 공간 분석하여 시각적으로 표현, 위치기반 정보 제공\n  * BIM의 역할 : 형상정보와 내용정보가 포함된 3D모델로, 건설 정보 기반의 Process와 Product를 제공  \n![DX와 핵심기술간 상호관계](/assets/images/DX1.png)\n    <div style={{ \n      fontSize: '0.8rem', \n      color: '#999', \n      marginTop: '5px', \n      lineHeight: '1.4',\n      paddingLeft: '0px' }}>\n      *[그림 1] DX와 핵심기술간 상호관계*\n      </div>\n\n<br/>\n<br/>\n\n\n\n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>DX와 BIM의 구분</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    | DX | 구분 | BIM |\n    | :--- | :---: | ---: |\n    | **BIM &lt;&lt; DX**<br/>(Engineering + Management 통합) | **범위** | **Only 3D**<br/>(형상 구현 중심) |\n    | **제작 및 운영**(상용 + 전용 40~80개)<br/>[Rhino, Sketchup, Blender..] + [EG-BIM 등] | **S/W** | **모델 제작용 상용 SW**<br/>[Revit, Civil 3D, Navisworks, Autocad] |\n    | **근본적 문제의식을 통한 개선** | **프로세스** | **기존 2D 설계 방식 유지** |\n    | **공학 정보 및 콘텐츠 연계에 집중**<br/>**도면, 수량, 시공계획 등 일식** | **성과품** | **3D 모델 중심**<br/>**기존 성과품 유지** |\n    | **설계/시공 생산성 혁신**(개념의 재정립) | **활용** | **3D 모델에 의한 일반적 이해 향상** |\n    | **전 생애주기 활용 시스템** | **확장성** | **(설계/시공/운영) 분야별 단절** |\n    | **구체화(복잡) - 적극적/구체적 실현 방안** | **수행 개념** | **단순화(오류) - 수동적/집단적 동질화** |\n    | **적극적, 주체적인 기술 접목/융합** | **CIVIL + IT** | **소극적, 상용 기술에 의존** |\n    | **자체 수행 능력 - 지속가능성 확보** | **주체** | **S/W 제작사 판매 정책에 의존** |\n    | **차별화 및 경쟁력 확보, 해외 진출** | **발주처** | **평준화, 국내 중심** |\n    | **IT + CIVIL ENG 220명 운영 + 기술 개발** | **설계사** | **소규모 BIM팀 운영 + 단순교육에 집중** |\n    | **분야 확장 모델 및 시스템** | **시공사** | **국내 토목 소극적/해외 토목증가** |\n    </div>\n  </details>\n\n<br/>\n\n---\n\n:::note[핵심 요약]\n* BIM은 건설산업의 디지털전환(DX)을 수행하는 과정에서 **가장 기초가 되는 일부분**이다\n:::\n\n",
   "base_path": "",
diff --git a/docs/run-001/05-execution/stage_1a_context.json b/docs/run-001/05-execution/stage_1a_context.json
index 4b99b72..c34a838 100644
--- a/docs/run-001/05-execution/stage_1a_context.json
+++ b/docs/run-001/05-execution/stage_1a_context.json
@@ -1,5 +1,5 @@
 {
-  "run_id": "20260402_140253",
+  "run_id": "20260402_141748",
   "run_dir": "D:\\ad-hoc\\C.E.L._slide_test\\docs\\run-001\\05-execution",
   "raw_content": "---\ntitle: 건설산업 DX의 올바른 이해\nsidebar:\n  order: 00\n---\n\n* **용어의 혼용**\n\n  * 건설산업의 디지털 전환 논의에서 DX(Digital Transformation)와 BIM(Building Information Modeling)이 개념적으로 명확히 정립되지 않은채 혼용되어 사용되고 있음  \n  * 이로인해 BIM기술의 도입을 DX의 완성으로 오인하거나, DX를 BIM 기술 도입 수준으로 한정하는 인식 확산    \n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>혼용 대표 사례</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    * **[스마트 건설 활성화 방안(2022.07)]**\n      * 추진과제 : 건설산업 디지털화   \n      * 실행과제 : BIM 전면 도입, BIM 전문인력 양성\n    * **[제7차 건설기술진흥 기본계획(2023.12)]**\n      * 추진방향 : 디지털 전환을 통한 스마트 건설 확산  \n      * 추진과제 : BIM 도입으로 건설산업 디지털화\n    </div>\n  </details>\n\n\n  * 건설산업의 DX를 올바르게 이해하기 위해 각 용어의 정의, 역할, 상호관계에 대한 체계적 정립 필요\n\n<br/>\n---\n\n\n## 1. 용어 정의\n\n<br/>\n\n* **건설산업**\n  * 다양한 시설물을 각 산업마다의 광범위한 기술을 통합 및 융합하여 만들어내는 종합산업\n  * 목적 시설물의 품질 욕구를 충족시키면서 최단기간내에 최소 비용으로 편리하고 안전하며 우수한 성능의 시설물 완성을 목표로 함\n\n<br/>\n\n* **BIM(Building Information Modeling) : 디지털 전환을 위한 핵심 기술**\n  * 시설물의 생애주기동안 발생한 모든 정보를 3차원 모델 기반으로 통합·관리하는 정보 관리 도구\n  * 건설 정보와 절차를 표준화된 방식으로 연계하고 디지털 협업이 가능하도록 하는 핵심 인프라 기술\n      <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *건설산업 BIM 기본지침, 국토교통부, 2020*\n    </div>\n\n<br/>\n\n* **DX(Digital Transformation) : 산업 패러다임의 변화**\n  * 디지털 기술을 기반으로 산업 전반의 업무방식과 가치 창출 구조를 전환하는 과정 및 결과   \n  * 단순한 기술 도입이 아닌, 고객 가치와 의사결정 방식의 근본적인 변화로 산업의 새로운 방향을 정립하는 것을 의미함\n  <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *Digital Transformation, IBM Institute for Business Value, 2011 / What is Digital Transformation?, Agile Elephant, 2015*\n    </div>\n\n\n---\n<br/>\n\n## 2. 용어간 상호관계\n\n* DX는 BIM과 같은 디지털기술을 기반으로 산업 전반의 프로세스를 혁신하는 상위개념\n* 건설산업의 DX는 GIS(공간정보), BIM, 디지털 트윈(가상환경)의 기술융합을 통해서만 실현 또는 구현 가능  \n  * GIS의 역할 : 지리적 데이터를 공간 분석하여 시각적으로 표현, 위치기반 정보 제공\n  * BIM의 역할 : 형상정보와 내용정보가 포함된 3D모델로, 건설 정보 기반의 Process와 Product를 제공  \n![DX와 핵심기술간 상호관계](/assets/images/DX1.png)\n    <div style={{ \n      fontSize: '0.8rem', \n      color: '#999', \n      marginTop: '5px', \n      lineHeight: '1.4',\n      paddingLeft: '0px' }}>\n      *[그림 1] DX와 핵심기술간 상호관계*\n      </div>\n\n<br/>\n<br/>\n\n\n\n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>DX와 BIM의 구분</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    | DX | 구분 | BIM |\n    | :--- | :---: | ---: |\n    | **BIM &lt;&lt; DX**<br/>(Engineering + Management 통합) | **범위** | **Only 3D**<br/>(형상 구현 중심) |\n    | **제작 및 운영**(상용 + 전용 40~80개)<br/>[Rhino, Sketchup, Blender..] + [EG-BIM 등] | **S/W** | **모델 제작용 상용 SW**<br/>[Revit, Civil 3D, Navisworks, Autocad] |\n    | **근본적 문제의식을 통한 개선** | **프로세스** | **기존 2D 설계 방식 유지** |\n    | **공학 정보 및 콘텐츠 연계에 집중**<br/>**도면, 수량, 시공계획 등 일식** | **성과품** | **3D 모델 중심**<br/>**기존 성과품 유지** |\n    | **설계/시공 생산성 혁신**(개념의 재정립) | **활용** | **3D 모델에 의한 일반적 이해 향상** |\n    | **전 생애주기 활용 시스템** | **확장성** | **(설계/시공/운영) 분야별 단절** |\n    | **구체화(복잡) - 적극적/구체적 실현 방안** | **수행 개념** | **단순화(오류) - 수동적/집단적 동질화** |\n    | **적극적, 주체적인 기술 접목/융합** | **CIVIL + IT** | **소극적, 상용 기술에 의존** |\n    | **자체 수행 능력 - 지속가능성 확보** | **주체** | **S/W 제작사 판매 정책에 의존** |\n    | **차별화 및 경쟁력 확보, 해외 진출** | **발주처** | **평준화, 국내 중심** |\n    | **IT + CIVIL ENG 220명 운영 + 기술 개발** | **설계사** | **소규모 BIM팀 운영 + 단순교육에 집중** |\n    | **분야 확장 모델 및 시스템** | **시공사** | **국내 토목 소극적/해외 토목증가** |\n    </div>\n  </details>\n\n<br/>\n\n---\n\n:::note[핵심 요약]\n* BIM은 건설산업의 디지털전환(DX)을 수행하는 과정에서 **가장 기초가 되는 일부분**이다\n:::\n\n",
   "base_path": "",
diff --git a/docs/run-001/05-execution/stage_1b_context.json b/docs/run-001/05-execution/stage_1b_context.json
index bde3a48..7bb4644 100644
--- a/docs/run-001/05-execution/stage_1b_context.json
+++ b/docs/run-001/05-execution/stage_1b_context.json
@@ -1,5 +1,5 @@
 {
-  "run_id": "20260402_140253",
+  "run_id": "20260402_141748",
   "run_dir": "D:\\ad-hoc\\C.E.L._slide_test\\docs\\run-001\\05-execution",
   "raw_content": "---\ntitle: 건설산업 DX의 올바른 이해\nsidebar:\n  order: 00\n---\n\n* **용어의 혼용**\n\n  * 건설산업의 디지털 전환 논의에서 DX(Digital Transformation)와 BIM(Building Information Modeling)이 개념적으로 명확히 정립되지 않은채 혼용되어 사용되고 있음  \n  * 이로인해 BIM기술의 도입을 DX의 완성으로 오인하거나, DX를 BIM 기술 도입 수준으로 한정하는 인식 확산    \n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>혼용 대표 사례</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    * **[스마트 건설 활성화 방안(2022.07)]**\n      * 추진과제 : 건설산업 디지털화   \n      * 실행과제 : BIM 전면 도입, BIM 전문인력 양성\n    * **[제7차 건설기술진흥 기본계획(2023.12)]**\n      * 추진방향 : 디지털 전환을 통한 스마트 건설 확산  \n      * 추진과제 : BIM 도입으로 건설산업 디지털화\n    </div>\n  </details>\n\n\n  * 건설산업의 DX를 올바르게 이해하기 위해 각 용어의 정의, 역할, 상호관계에 대한 체계적 정립 필요\n\n<br/>\n---\n\n\n## 1. 용어 정의\n\n<br/>\n\n* **건설산업**\n  * 다양한 시설물을 각 산업마다의 광범위한 기술을 통합 및 융합하여 만들어내는 종합산업\n  * 목적 시설물의 품질 욕구를 충족시키면서 최단기간내에 최소 비용으로 편리하고 안전하며 우수한 성능의 시설물 완성을 목표로 함\n\n<br/>\n\n* **BIM(Building Information Modeling) : 디지털 전환을 위한 핵심 기술**\n  * 시설물의 생애주기동안 발생한 모든 정보를 3차원 모델 기반으로 통합·관리하는 정보 관리 도구\n  * 건설 정보와 절차를 표준화된 방식으로 연계하고 디지털 협업이 가능하도록 하는 핵심 인프라 기술\n      <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *건설산업 BIM 기본지침, 국토교통부, 2020*\n    </div>\n\n<br/>\n\n* **DX(Digital Transformation) : 산업 패러다임의 변화**\n  * 디지털 기술을 기반으로 산업 전반의 업무방식과 가치 창출 구조를 전환하는 과정 및 결과   \n  * 단순한 기술 도입이 아닌, 고객 가치와 의사결정 방식의 근본적인 변화로 산업의 새로운 방향을 정립하는 것을 의미함\n  <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *Digital Transformation, IBM Institute for Business Value, 2011 / What is Digital Transformation?, Agile Elephant, 2015*\n    </div>\n\n\n---\n<br/>\n\n## 2. 용어간 상호관계\n\n* DX는 BIM과 같은 디지털기술을 기반으로 산업 전반의 프로세스를 혁신하는 상위개념\n* 건설산업의 DX는 GIS(공간정보), BIM, 디지털 트윈(가상환경)의 기술융합을 통해서만 실현 또는 구현 가능  \n  * GIS의 역할 : 지리적 데이터를 공간 분석하여 시각적으로 표현, 위치기반 정보 제공\n  * BIM의 역할 : 형상정보와 내용정보가 포함된 3D모델로, 건설 정보 기반의 Process와 Product를 제공  \n![DX와 핵심기술간 상호관계](/assets/images/DX1.png)\n    <div style={{ \n      fontSize: '0.8rem', \n      color: '#999', \n      marginTop: '5px', \n      lineHeight: '1.4',\n      paddingLeft: '0px' }}>\n      *[그림 1] DX와 핵심기술간 상호관계*\n      </div>\n\n<br/>\n<br/>\n\n\n\n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>DX와 BIM의 구분</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    | DX | 구분 | BIM |\n    | :--- | :---: | ---: |\n    | **BIM &lt;&lt; DX**<br/>(Engineering + Management 통합) | **범위** | **Only 3D**<br/>(형상 구현 중심) |\n    | **제작 및 운영**(상용 + 전용 40~80개)<br/>[Rhino, Sketchup, Blender..] + [EG-BIM 등] | **S/W** | **모델 제작용 상용 SW**<br/>[Revit, Civil 3D, Navisworks, Autocad] |\n    | **근본적 문제의식을 통한 개선** | **프로세스** | **기존 2D 설계 방식 유지** |\n    | **공학 정보 및 콘텐츠 연계에 집중**<br/>**도면, 수량, 시공계획 등 일식** | **성과품** | **3D 모델 중심**<br/>**기존 성과품 유지** |\n    | **설계/시공 생산성 혁신**(개념의 재정립) | **활용** | **3D 모델에 의한 일반적 이해 향상** |\n    | **전 생애주기 활용 시스템** | **확장성** | **(설계/시공/운영) 분야별 단절** |\n    | **구체화(복잡) - 적극적/구체적 실현 방안** | **수행 개념** | **단순화(오류) - 수동적/집단적 동질화** |\n    | **적극적, 주체적인 기술 접목/융합** | **CIVIL + IT** | **소극적, 상용 기술에 의존** |\n    | **자체 수행 능력 - 지속가능성 확보** | **주체** | **S/W 제작사 판매 정책에 의존** |\n    | **차별화 및 경쟁력 확보, 해외 진출** | **발주처** | **평준화, 국내 중심** |\n    | **IT + CIVIL ENG 220명 운영 + 기술 개발** | **설계사** | **소규모 BIM팀 운영 + 단순교육에 집중** |\n    | **분야 확장 모델 및 시스템** | **시공사** | **국내 토목 소극적/해외 토목증가** |\n    </div>\n  </details>\n\n<br/>\n\n---\n\n:::note[핵심 요약]\n* BIM은 건설산업의 디지털전환(DX)을 수행하는 과정에서 **가장 기초가 되는 일부분**이다\n:::\n\n",
   "base_path": "",
diff --git a/docs/run-001/05-execution/stage_2_context.json b/docs/run-001/05-execution/stage_2_context.json
index 0ad8e90..9496203 100644
--- a/docs/run-001/05-execution/stage_2_context.json
+++ b/docs/run-001/05-execution/stage_2_context.json
@@ -1,5 +1,5 @@
 {
-  "run_id": "20260402_140253",
+  "run_id": "20260402_141748",
   "run_dir": "D:\\ad-hoc\\C.E.L._slide_test\\docs\\run-001\\05-execution",
   "raw_content": "---\ntitle: 건설산업 DX의 올바른 이해\nsidebar:\n  order: 00\n---\n\n* **용어의 혼용**\n\n  * 건설산업의 디지털 전환 논의에서 DX(Digital Transformation)와 BIM(Building Information Modeling)이 개념적으로 명확히 정립되지 않은채 혼용되어 사용되고 있음  \n  * 이로인해 BIM기술의 도입을 DX의 완성으로 오인하거나, DX를 BIM 기술 도입 수준으로 한정하는 인식 확산    \n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>혼용 대표 사례</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    * **[스마트 건설 활성화 방안(2022.07)]**\n      * 추진과제 : 건설산업 디지털화   \n      * 실행과제 : BIM 전면 도입, BIM 전문인력 양성\n    * **[제7차 건설기술진흥 기본계획(2023.12)]**\n      * 추진방향 : 디지털 전환을 통한 스마트 건설 확산  \n      * 추진과제 : BIM 도입으로 건설산업 디지털화\n    </div>\n  </details>\n\n\n  * 건설산업의 DX를 올바르게 이해하기 위해 각 용어의 정의, 역할, 상호관계에 대한 체계적 정립 필요\n\n<br/>\n---\n\n\n## 1. 용어 정의\n\n<br/>\n\n* **건설산업**\n  * 다양한 시설물을 각 산업마다의 광범위한 기술을 통합 및 융합하여 만들어내는 종합산업\n  * 목적 시설물의 품질 욕구를 충족시키면서 최단기간내에 최소 비용으로 편리하고 안전하며 우수한 성능의 시설물 완성을 목표로 함\n\n<br/>\n\n* **BIM(Building Information Modeling) : 디지털 전환을 위한 핵심 기술**\n  * 시설물의 생애주기동안 발생한 모든 정보를 3차원 모델 기반으로 통합·관리하는 정보 관리 도구\n  * 건설 정보와 절차를 표준화된 방식으로 연계하고 디지털 협업이 가능하도록 하는 핵심 인프라 기술\n      <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *건설산업 BIM 기본지침, 국토교통부, 2020*\n    </div>\n\n<br/>\n\n* **DX(Digital Transformation) : 산업 패러다임의 변화**\n  * 디지털 기술을 기반으로 산업 전반의 업무방식과 가치 창출 구조를 전환하는 과정 및 결과   \n  * 단순한 기술 도입이 아닌, 고객 가치와 의사결정 방식의 근본적인 변화로 산업의 새로운 방향을 정립하는 것을 의미함\n  <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *Digital Transformation, IBM Institute for Business Value, 2011 / What is Digital Transformation?, Agile Elephant, 2015*\n    </div>\n\n\n---\n<br/>\n\n## 2. 용어간 상호관계\n\n* DX는 BIM과 같은 디지털기술을 기반으로 산업 전반의 프로세스를 혁신하는 상위개념\n* 건설산업의 DX는 GIS(공간정보), BIM, 디지털 트윈(가상환경)의 기술융합을 통해서만 실현 또는 구현 가능  \n  * GIS의 역할 : 지리적 데이터를 공간 분석하여 시각적으로 표현, 위치기반 정보 제공\n  * BIM의 역할 : 형상정보와 내용정보가 포함된 3D모델로, 건설 정보 기반의 Process와 Product를 제공  \n![DX와 핵심기술간 상호관계](/assets/images/DX1.png)\n    <div style={{ \n      fontSize: '0.8rem', \n      color: '#999', \n      marginTop: '5px', \n      lineHeight: '1.4',\n      paddingLeft: '0px' }}>\n      *[그림 1] DX와 핵심기술간 상호관계*\n      </div>\n\n<br/>\n<br/>\n\n\n\n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>DX와 BIM의 구분</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    | DX | 구분 | BIM |\n    | :--- | :---: | ---: |\n    | **BIM &lt;&lt; DX**<br/>(Engineering + Management 통합) | **범위** | **Only 3D**<br/>(형상 구현 중심) |\n    | **제작 및 운영**(상용 + 전용 40~80개)<br/>[Rhino, Sketchup, Blender..] + [EG-BIM 등] | **S/W** | **모델 제작용 상용 SW**<br/>[Revit, Civil 3D, Navisworks, Autocad] |\n    | **근본적 문제의식을 통한 개선** | **프로세스** | **기존 2D 설계 방식 유지** |\n    | **공학 정보 및 콘텐츠 연계에 집중**<br/>**도면, 수량, 시공계획 등 일식** | **성과품** | **3D 모델 중심**<br/>**기존 성과품 유지** |\n    | **설계/시공 생산성 혁신**(개념의 재정립) | **활용** | **3D 모델에 의한 일반적 이해 향상** |\n    | **전 생애주기 활용 시스템** | **확장성** | **(설계/시공/운영) 분야별 단절** |\n    | **구체화(복잡) - 적극적/구체적 실현 방안** | **수행 개념** | **단순화(오류) - 수동적/집단적 동질화** |\n    | **적극적, 주체적인 기술 접목/융합** | **CIVIL + IT** | **소극적, 상용 기술에 의존** |\n    | **자체 수행 능력 - 지속가능성 확보** | **주체** | **S/W 제작사 판매 정책에 의존** |\n    | **차별화 및 경쟁력 확보, 해외 진출** | **발주처** | **평준화, 국내 중심** |\n    | **IT + CIVIL ENG 220명 운영 + 기술 개발** | **설계사** | **소규모 BIM팀 운영 + 단순교육에 집중** |\n    | **분야 확장 모델 및 시스템** | **시공사** | **국내 토목 소극적/해외 토목증가** |\n    </div>\n  </details>\n\n<br/>\n\n---\n\n:::note[핵심 요약]\n* BIM은 건설산업의 디지털전환(DX)을 수행하는 과정에서 **가장 기초가 되는 일부분**이다\n:::\n\n",
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@@ -487,10 +487,10 @@
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-    "body_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; color:#0f172a; display:flex; flex-direction:column; gap:10px;\">\n  <div style=\"display:grid; grid-template-columns:1.2fr 0.8fr; gap:10px;\">\n    <div style=\"background:linear-gradient(135deg,#fff7ed 0%,#ffedd5 100%); border:1px solid #fdba74; border-radius:12px; padding:12px 14px;\">\n      <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:4px;\">왜 다시 정리해야 하는가</div>\n      <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">건설산업 디지털 전환 논의에서 DX와 BIM이 혼용되어 BIM 도입을 DX 완성으로 오인하는 문제가 발생하고 있다.</div>\n    </div>\n    <div style=\"background:linear-gradient(135deg,#eff6ff 0%,#dbeafe 100%); border:1px solid #93c5fd; border-radius:12px; padding:12px 14px;\">\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">핵심 판단</div>\n      <div style=\"font-size:13px; font-weight:800; line-height:1.45; color:#1e3a8a;\">DX는 상위 개념이고, BIM은 이를 실행하는 핵심 기술이다.</div>\n    </div>\n  </div>\n\n  <div class=\"relation-diagram-card\" style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:14px; padding:14px 16px; box-sizing:border-box; display:flex; flex-direction:column; gap:10px;\">\n    <div style=\"display:flex; justify-content:space-between; align-items:flex-start; gap:12px;\">\n      <div>\n        <div style=\"font-size:12px; font-weight:800; color:#1e40af; margin-bottom:4px;\">건설산업 DX의 올바른 이해</div>\n        <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX는 상위 개념이고 BIM은 핵심 기술이다.</div>\n      </div>\n      <div style=\"font-size:10px; color:#166534; background:#dcfce7; border:1px solid #86efac; border-radius:999px; padding:4px 8px; white-space:nowrap;\">[그림 1] DX와 핵심기술간 상호관계</div>\n    </div>\n\n    <div style=\"display:grid; grid-template-columns:220px 1fr; gap:14px; align-items:start;\">\n      <div style=\"background:#f8fafc; border:1px solid #dbeafe; border-radius:14px; padding:12px; box-sizing:border-box;\">\n        <div style=\"display:flex; align-items:center; justify-content:center; gap:8px; margin-bottom:8px;\">\n          <div style=\"min-width:72px; text-align:center; background:#1d4ed8; color:#ffffff; border-radius:999px; padding:8px 12px; font-size:14px; font-weight:800;\">DX</div>\n          <div style=\"font-size:14px; color:#94a3b8;\">→</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">GIS</div>\n          <div style=\"background:#dbeafe; border:2px solid #3b82f6; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:800; color:#1d4ed8;\">BIM</div>\n          <div style=\"grid-column:1 / span 2; background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">Digital Twin</div>\n        </div>\n      </div>\n      <div style=\"display:flex; flex-direction:column; gap:8px;\">\n        <div style=\"background:#f8fafc; border:1px solid #e2e8f0; border-radius:12px; padding:10px 12px;\">\n          <div style=\"font-size:11px; font-weight:800; color:#0f172a; margin-bottom:4px;\">관계 해석</div>\n          <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX와 GIS, BIM, Digital Twin의 관계를 시각적으로 드러낸다.</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">GIS 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">공간 분석과 위치 기반 정보를 제공한다.</div>\n          </div>\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">BIM 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">형상정보와 내용정보를 함께 다루는 핵심 인프라 기술이다.</div>\n          </div>\n        </div>\n      </div>\n    </div>\n  </div>\n\n  <div class=\"comparison-summary-card\" style=\"background:#eff6ff; border:1px solid #bfdbfe; border-radius:12px; padding:10px 12px; box-sizing:border-box; display:grid; grid-template-columns:126px 1fr; gap:10px;\">\n    <div>\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">비교 판단 기준</div>\n      <div style=\"font-size:9px; line-height:1.5; color:#475569;\">범위·프로세스·성과품·확장성의 4개 비교축으로 DX와 BIM 차이를 짧고 직접적으로 보여준다.</div>\n    </div>\n    <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px; font-size:9px; line-height:1.45; color:#334155;\">\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">범위</span><br>DX는 BIM을 포함하는 상위 개념</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">프로세스</span><br>DX는 근본적 개선, BIM은 기존 2D 연장</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">성과품</span><br>DX는 공학 정보 연계, BIM은 3D 모델 중심</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">확장성</span><br>DX는 전 생애주기, BIM은 분야별 단절 위험</div>\n    </div>\n  </div>\n</div>",
-    "sidebar_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; display:flex; flex-direction:column; gap:8px;\">\n  <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#1e293b; margin-bottom:8px;\">용어 프레임</div>\n    <div style=\"display:grid; grid-template-columns:72px 1fr; row-gap:8px; column-gap:10px; align-items:start; font-size:9px; line-height:1.5; color:#334155;\">\n      <div style=\"font-weight:800; color:#0f172a;\">건설산업</div>\n      <div>다양한 기술을 통합해 시설물을 구현하는 종합 산업</div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">BIM</div>\n      <div>3차원 모델 기반의 정보관리 도구이자 협업 인프라<br><span style=\"font-size:8px; color:#64748b;\">출처: 국토교통부 BIM 기본지침</span></div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">DX</div>\n      <div>디지털 기술 기반으로 업무방식과 가치구조를 전환하는 상위 개념</div>\n    </div>\n  </div>\n  <div style=\"background:#fff7ed; border:1px solid #fdba74; border-radius:12px; padding:12px 14px; box-sizing:border-box;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:5px;\">정책 근거</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">정책 문서에서 DX와 BIM을 혼용한 대표 사례를 보조 근거로 제시한다.</div>\n  </div>\n</div>",
+    "body_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; color:#0f172a; display:flex; flex-direction:column; gap:10px;\">\n  <div style=\"background:linear-gradient(135deg,#fff7ed 0%,#ffedd5 100%); border:1px solid #fdba74; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:4px;\">DX와 BIM의 혼용 문제</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">건설산업 디지털 전환 논의에서 DX와 BIM이 혼용되어 BIM 도입을 DX 완성으로 오인하는 문제가 발생하고 있다.</div>\n  </div>\n\n  <div class=\"relation-diagram-card\" style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:14px; padding:14px 16px; box-sizing:border-box; display:flex; flex-direction:column; gap:10px;\">\n    <div style=\"display:flex; justify-content:space-between; align-items:flex-start; gap:12px;\">\n      <div>\n        <div style=\"font-size:12px; font-weight:800; color:#1e40af; margin-bottom:4px;\">DX의 정의와 위치</div>\n        <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX는 상위 개념이고 BIM은 핵심 기술이다.</div>\n      </div>\n      <div style=\"font-size:10px; color:#166534; background:#dcfce7; border:1px solid #86efac; border-radius:999px; padding:4px 8px; white-space:nowrap;\">[그림 1] DX와 핵심기술간 상호관계</div>\n    </div>\n\n    <div style=\"display:grid; grid-template-columns:220px 1fr; gap:14px; align-items:start;\">\n      <div style=\"background:#f8fafc; border:1px solid #dbeafe; border-radius:14px; padding:12px; box-sizing:border-box;\">\n        <div style=\"display:flex; align-items:center; justify-content:center; gap:8px; margin-bottom:8px;\">\n          <div style=\"min-width:72px; text-align:center; background:#1d4ed8; color:#ffffff; border-radius:999px; padding:8px 12px; font-size:14px; font-weight:800;\">DX</div>\n          <div style=\"font-size:14px; color:#94a3b8;\">→</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">GIS</div>\n          <div style=\"background:#dbeafe; border:2px solid #3b82f6; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:800; color:#1d4ed8;\">BIM</div>\n          <div style=\"grid-column:1 / span 2; background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">Digital Twin</div>\n        </div>\n      </div>\n      <div style=\"display:flex; flex-direction:column; gap:8px;\">\n        <div style=\"background:#f8fafc; border:1px solid #e2e8f0; border-radius:12px; padding:10px 12px;\">\n          <div style=\"font-size:11px; font-weight:800; color:#0f172a; margin-bottom:4px;\">BIM과 핵심기술의 관계</div>\n          <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX와 GIS, BIM, Digital Twin의 관계를 시각적으로 드러낸다.</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">GIS 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">공간 분석과 위치 기반 정보를 제공한다.</div>\n          </div>\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">BIM 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">형상정보와 내용정보를 함께 다루는 핵심 인프라 기술이다.</div>\n          </div>\n        </div>\n      </div>\n    </div>\n  </div>\n\n  <div class=\"comparison-summary-card\" style=\"background:#eff6ff; border:1px solid #bfdbfe; border-radius:12px; padding:10px 12px; box-sizing:border-box; display:grid; grid-template-columns:126px 1fr; gap:10px;\">\n    <div>\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">DX와 BIM 비교 핵심 포인트</div>\n      <div style=\"font-size:9px; line-height:1.5; color:#475569;\">범위·프로세스·성과품·확장성의 4개 비교축으로 DX와 BIM 차이를 짧고 직접적으로 보여준다.</div>\n    </div>\n    <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px; font-size:9px; line-height:1.45; color:#334155;\">\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">범위</span><br>DX는 BIM을 포함하는 상위 개념</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">프로세스</span><br>DX는 근본적 개선, BIM은 기존 2D 연장</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">성과품</span><br>DX는 공학 정보 연계, BIM은 3D 모델 중심</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">확장성</span><br>DX는 전 생애주기, BIM은 분야별 단절 위험</div>\n    </div>\n  </div>\n</div>",
+    "sidebar_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; display:flex; flex-direction:column; gap:8px;\">\n  <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#1e293b; margin-bottom:8px;\">용어 정의</div>\n    <div style=\"display:grid; grid-template-columns:72px 1fr; row-gap:8px; column-gap:10px; align-items:start; font-size:9px; line-height:1.5; color:#334155;\">\n      <div style=\"font-weight:800; color:#0f172a;\">건설산업</div>\n      <div>다양한 기술을 통합해 시설물을 구현하는 종합 산업</div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">BIM</div>\n      <div>3차원 모델 기반의 정보관리 도구이자 협업 인프라<br><span style=\"font-size:8px; color:#64748b;\">출처: 국토교통부 BIM 기본지침</span></div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">DX</div>\n      <div>디지털 기술 기반으로 업무방식과 가치구조를 전환하는 상위 개념</div>\n    </div>\n  </div>\n  <div style=\"background:#fff7ed; border:1px solid #fdba74; border-radius:12px; padding:12px 14px; box-sizing:border-box;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:5px;\">정책 혼용 사례</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">정책 문서에서 DX와 BIM을 혼용한 대표 사례를 보조 근거로 제시한다.</div>\n  </div>\n</div>",
     "footer_html": "<div style=\"background:linear-gradient(135deg, #006aff 0%, #00aaff 100%); border-radius:10px; padding:14px 24px; text-align:center; color:#ffffff; width:100%; height:60px; display:flex; align-items:center; justify-content:center; box-sizing:border-box;\">\n  <div style=\"font-size:13px; font-weight:800; line-height:1.35;\">결론: BIM은 건설산업 DX를 수행하는 과정의 가장 기초가 되는 일부분이다.</div>\n</div>",
-    "reasoning": "stage_2 retry regeneration from rollback plan: stage_1b with design-domain-guided slide composition"
+    "reasoning": "stage_2 retry regeneration from rollback plan: stage_2 with design-domain-guided slide composition"
   },
   "measurement": {},
   "quality_score": 0,
diff --git a/docs/run-001/05-execution/stage_2_verification.json b/docs/run-001/05-execution/stage_2_verification.json
index eec2e35..7112a8e 100644
--- a/docs/run-001/05-execution/stage_2_verification.json
+++ b/docs/run-001/05-execution/stage_2_verification.json
@@ -13,14 +13,14 @@
   },
   "body_core": {
     "passed": false,
-    "score": 0.8854166666666666,
+    "score": 0.8645833333333334,
     "errors": [
-      "누락 문장 (11/32):",
+      "누락 문장 (13/32):",
+      "  - \"출처: 건설산업 BIM 기본지침, 국토교통부, 2020\"",
+      "  - \"출처: Digital Transformation, IBM Institute for Business Value...\"",
       "  - \"| **BIM &lt;&lt; DX**(Engineering + Management 통합) | **범위** ...\"",
       "  - \"| **제작 및 운영**(상용 + 전용 40~80개)[Rhino, Sketchup, Blender..] + ...\"",
-      "  - \"| **공학 정보 및 콘텐츠 연계에 집중****도면, 수량, 시공계획 등 일식** | **성과품** | **...\"",
-      "  - \"| **설계/시공 생산성 혁신**(개념의 재정립) | **활용** | **3D 모델에 의한 일반적 이해 향상...\"",
-      "  - \"| **전 생애주기 활용 시스템** | **확장성** | **(설계/시공/운영) 분야별 단절** |\""
+      "  - \"| **공학 정보 및 콘텐츠 연계에 집중****도면, 수량, 시공계획 등 일식** | **성과품** | **...\""
     ]
   },
   "sidebar": {
diff --git a/docs/run-001/05-execution/stage_3_context.json b/docs/run-001/05-execution/stage_3_context.json
index 0ad8e90..9496203 100644
--- a/docs/run-001/05-execution/stage_3_context.json
+++ b/docs/run-001/05-execution/stage_3_context.json
@@ -1,5 +1,5 @@
 {
-  "run_id": "20260402_140253",
+  "run_id": "20260402_141748",
   "run_dir": "D:\\ad-hoc\\C.E.L._slide_test\\docs\\run-001\\05-execution",
   "raw_content": "---\ntitle: 건설산업 DX의 올바른 이해\nsidebar:\n  order: 00\n---\n\n* **용어의 혼용**\n\n  * 건설산업의 디지털 전환 논의에서 DX(Digital Transformation)와 BIM(Building Information Modeling)이 개념적으로 명확히 정립되지 않은채 혼용되어 사용되고 있음  \n  * 이로인해 BIM기술의 도입을 DX의 완성으로 오인하거나, DX를 BIM 기술 도입 수준으로 한정하는 인식 확산    \n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>혼용 대표 사례</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    * **[스마트 건설 활성화 방안(2022.07)]**\n      * 추진과제 : 건설산업 디지털화   \n      * 실행과제 : BIM 전면 도입, BIM 전문인력 양성\n    * **[제7차 건설기술진흥 기본계획(2023.12)]**\n      * 추진방향 : 디지털 전환을 통한 스마트 건설 확산  \n      * 추진과제 : BIM 도입으로 건설산업 디지털화\n    </div>\n  </details>\n\n\n  * 건설산업의 DX를 올바르게 이해하기 위해 각 용어의 정의, 역할, 상호관계에 대한 체계적 정립 필요\n\n<br/>\n---\n\n\n## 1. 용어 정의\n\n<br/>\n\n* **건설산업**\n  * 다양한 시설물을 각 산업마다의 광범위한 기술을 통합 및 융합하여 만들어내는 종합산업\n  * 목적 시설물의 품질 욕구를 충족시키면서 최단기간내에 최소 비용으로 편리하고 안전하며 우수한 성능의 시설물 완성을 목표로 함\n\n<br/>\n\n* **BIM(Building Information Modeling) : 디지털 전환을 위한 핵심 기술**\n  * 시설물의 생애주기동안 발생한 모든 정보를 3차원 모델 기반으로 통합·관리하는 정보 관리 도구\n  * 건설 정보와 절차를 표준화된 방식으로 연계하고 디지털 협업이 가능하도록 하는 핵심 인프라 기술\n      <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *건설산업 BIM 기본지침, 국토교통부, 2020*\n    </div>\n\n<br/>\n\n* **DX(Digital Transformation) : 산업 패러다임의 변화**\n  * 디지털 기술을 기반으로 산업 전반의 업무방식과 가치 창출 구조를 전환하는 과정 및 결과   \n  * 단순한 기술 도입이 아닌, 고객 가치와 의사결정 방식의 근본적인 변화로 산업의 새로운 방향을 정립하는 것을 의미함\n  <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *Digital Transformation, IBM Institute for Business Value, 2011 / What is Digital Transformation?, Agile Elephant, 2015*\n    </div>\n\n\n---\n<br/>\n\n## 2. 용어간 상호관계\n\n* DX는 BIM과 같은 디지털기술을 기반으로 산업 전반의 프로세스를 혁신하는 상위개념\n* 건설산업의 DX는 GIS(공간정보), BIM, 디지털 트윈(가상환경)의 기술융합을 통해서만 실현 또는 구현 가능  \n  * GIS의 역할 : 지리적 데이터를 공간 분석하여 시각적으로 표현, 위치기반 정보 제공\n  * BIM의 역할 : 형상정보와 내용정보가 포함된 3D모델로, 건설 정보 기반의 Process와 Product를 제공  \n![DX와 핵심기술간 상호관계](/assets/images/DX1.png)\n    <div style={{ \n      fontSize: '0.8rem', \n      color: '#999', \n      marginTop: '5px', \n      lineHeight: '1.4',\n      paddingLeft: '0px' }}>\n      *[그림 1] DX와 핵심기술간 상호관계*\n      </div>\n\n<br/>\n<br/>\n\n\n\n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>DX와 BIM의 구분</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    | DX | 구분 | BIM |\n    | :--- | :---: | ---: |\n    | **BIM &lt;&lt; DX**<br/>(Engineering + Management 통합) | **범위** | **Only 3D**<br/>(형상 구현 중심) |\n    | **제작 및 운영**(상용 + 전용 40~80개)<br/>[Rhino, Sketchup, Blender..] + [EG-BIM 등] | **S/W** | **모델 제작용 상용 SW**<br/>[Revit, Civil 3D, Navisworks, Autocad] |\n    | **근본적 문제의식을 통한 개선** | **프로세스** | **기존 2D 설계 방식 유지** |\n    | **공학 정보 및 콘텐츠 연계에 집중**<br/>**도면, 수량, 시공계획 등 일식** | **성과품** | **3D 모델 중심**<br/>**기존 성과품 유지** |\n    | **설계/시공 생산성 혁신**(개념의 재정립) | **활용** | **3D 모델에 의한 일반적 이해 향상** |\n    | **전 생애주기 활용 시스템** | **확장성** | **(설계/시공/운영) 분야별 단절** |\n    | **구체화(복잡) - 적극적/구체적 실현 방안** | **수행 개념** | **단순화(오류) - 수동적/집단적 동질화** |\n    | **적극적, 주체적인 기술 접목/융합** | **CIVIL + IT** | **소극적, 상용 기술에 의존** |\n    | **자체 수행 능력 - 지속가능성 확보** | **주체** | **S/W 제작사 판매 정책에 의존** |\n    | **차별화 및 경쟁력 확보, 해외 진출** | **발주처** | **평준화, 국내 중심** |\n    | **IT + CIVIL ENG 220명 운영 + 기술 개발** | **설계사** | **소규모 BIM팀 운영 + 단순교육에 집중** |\n    | **분야 확장 모델 및 시스템** | **시공사** | **국내 토목 소극적/해외 토목증가** |\n    </div>\n  </details>\n\n<br/>\n\n---\n\n:::note[핵심 요약]\n* BIM은 건설산업의 디지털전환(DX)을 수행하는 과정에서 **가장 기초가 되는 일부분**이다\n:::\n\n",
   "base_path": "",
@@ -487,10 +487,10 @@
     }
   },
   "generated_html": {
-    "body_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; color:#0f172a; display:flex; flex-direction:column; gap:10px;\">\n  <div style=\"display:grid; grid-template-columns:1.2fr 0.8fr; gap:10px;\">\n    <div style=\"background:linear-gradient(135deg,#fff7ed 0%,#ffedd5 100%); border:1px solid #fdba74; border-radius:12px; padding:12px 14px;\">\n      <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:4px;\">왜 다시 정리해야 하는가</div>\n      <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">건설산업 디지털 전환 논의에서 DX와 BIM이 혼용되어 BIM 도입을 DX 완성으로 오인하는 문제가 발생하고 있다.</div>\n    </div>\n    <div style=\"background:linear-gradient(135deg,#eff6ff 0%,#dbeafe 100%); border:1px solid #93c5fd; border-radius:12px; padding:12px 14px;\">\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">핵심 판단</div>\n      <div style=\"font-size:13px; font-weight:800; line-height:1.45; color:#1e3a8a;\">DX는 상위 개념이고, BIM은 이를 실행하는 핵심 기술이다.</div>\n    </div>\n  </div>\n\n  <div class=\"relation-diagram-card\" style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:14px; padding:14px 16px; box-sizing:border-box; display:flex; flex-direction:column; gap:10px;\">\n    <div style=\"display:flex; justify-content:space-between; align-items:flex-start; gap:12px;\">\n      <div>\n        <div style=\"font-size:12px; font-weight:800; color:#1e40af; margin-bottom:4px;\">건설산업 DX의 올바른 이해</div>\n        <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX는 상위 개념이고 BIM은 핵심 기술이다.</div>\n      </div>\n      <div style=\"font-size:10px; color:#166534; background:#dcfce7; border:1px solid #86efac; border-radius:999px; padding:4px 8px; white-space:nowrap;\">[그림 1] DX와 핵심기술간 상호관계</div>\n    </div>\n\n    <div style=\"display:grid; grid-template-columns:220px 1fr; gap:14px; align-items:start;\">\n      <div style=\"background:#f8fafc; border:1px solid #dbeafe; border-radius:14px; padding:12px; box-sizing:border-box;\">\n        <div style=\"display:flex; align-items:center; justify-content:center; gap:8px; margin-bottom:8px;\">\n          <div style=\"min-width:72px; text-align:center; background:#1d4ed8; color:#ffffff; border-radius:999px; padding:8px 12px; font-size:14px; font-weight:800;\">DX</div>\n          <div style=\"font-size:14px; color:#94a3b8;\">→</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">GIS</div>\n          <div style=\"background:#dbeafe; border:2px solid #3b82f6; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:800; color:#1d4ed8;\">BIM</div>\n          <div style=\"grid-column:1 / span 2; background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">Digital Twin</div>\n        </div>\n      </div>\n      <div style=\"display:flex; flex-direction:column; gap:8px;\">\n        <div style=\"background:#f8fafc; border:1px solid #e2e8f0; border-radius:12px; padding:10px 12px;\">\n          <div style=\"font-size:11px; font-weight:800; color:#0f172a; margin-bottom:4px;\">관계 해석</div>\n          <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX와 GIS, BIM, Digital Twin의 관계를 시각적으로 드러낸다.</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">GIS 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">공간 분석과 위치 기반 정보를 제공한다.</div>\n          </div>\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">BIM 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">형상정보와 내용정보를 함께 다루는 핵심 인프라 기술이다.</div>\n          </div>\n        </div>\n      </div>\n    </div>\n  </div>\n\n  <div class=\"comparison-summary-card\" style=\"background:#eff6ff; border:1px solid #bfdbfe; border-radius:12px; padding:10px 12px; box-sizing:border-box; display:grid; grid-template-columns:126px 1fr; gap:10px;\">\n    <div>\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">비교 판단 기준</div>\n      <div style=\"font-size:9px; line-height:1.5; color:#475569;\">범위·프로세스·성과품·확장성의 4개 비교축으로 DX와 BIM 차이를 짧고 직접적으로 보여준다.</div>\n    </div>\n    <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px; font-size:9px; line-height:1.45; color:#334155;\">\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">범위</span><br>DX는 BIM을 포함하는 상위 개념</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">프로세스</span><br>DX는 근본적 개선, BIM은 기존 2D 연장</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">성과품</span><br>DX는 공학 정보 연계, BIM은 3D 모델 중심</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">확장성</span><br>DX는 전 생애주기, BIM은 분야별 단절 위험</div>\n    </div>\n  </div>\n</div>",
-    "sidebar_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; display:flex; flex-direction:column; gap:8px;\">\n  <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#1e293b; margin-bottom:8px;\">용어 프레임</div>\n    <div style=\"display:grid; grid-template-columns:72px 1fr; row-gap:8px; column-gap:10px; align-items:start; font-size:9px; line-height:1.5; color:#334155;\">\n      <div style=\"font-weight:800; color:#0f172a;\">건설산업</div>\n      <div>다양한 기술을 통합해 시설물을 구현하는 종합 산업</div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">BIM</div>\n      <div>3차원 모델 기반의 정보관리 도구이자 협업 인프라<br><span style=\"font-size:8px; color:#64748b;\">출처: 국토교통부 BIM 기본지침</span></div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">DX</div>\n      <div>디지털 기술 기반으로 업무방식과 가치구조를 전환하는 상위 개념</div>\n    </div>\n  </div>\n  <div style=\"background:#fff7ed; border:1px solid #fdba74; border-radius:12px; padding:12px 14px; box-sizing:border-box;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:5px;\">정책 근거</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">정책 문서에서 DX와 BIM을 혼용한 대표 사례를 보조 근거로 제시한다.</div>\n  </div>\n</div>",
+    "body_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; color:#0f172a; display:flex; flex-direction:column; gap:10px;\">\n  <div style=\"background:linear-gradient(135deg,#fff7ed 0%,#ffedd5 100%); border:1px solid #fdba74; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:4px;\">DX와 BIM의 혼용 문제</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">건설산업 디지털 전환 논의에서 DX와 BIM이 혼용되어 BIM 도입을 DX 완성으로 오인하는 문제가 발생하고 있다.</div>\n  </div>\n\n  <div class=\"relation-diagram-card\" style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:14px; padding:14px 16px; box-sizing:border-box; display:flex; flex-direction:column; gap:10px;\">\n    <div style=\"display:flex; justify-content:space-between; align-items:flex-start; gap:12px;\">\n      <div>\n        <div style=\"font-size:12px; font-weight:800; color:#1e40af; margin-bottom:4px;\">DX의 정의와 위치</div>\n        <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX는 상위 개념이고 BIM은 핵심 기술이다.</div>\n      </div>\n      <div style=\"font-size:10px; color:#166534; background:#dcfce7; border:1px solid #86efac; border-radius:999px; padding:4px 8px; white-space:nowrap;\">[그림 1] DX와 핵심기술간 상호관계</div>\n    </div>\n\n    <div style=\"display:grid; grid-template-columns:220px 1fr; gap:14px; align-items:start;\">\n      <div style=\"background:#f8fafc; border:1px solid #dbeafe; border-radius:14px; padding:12px; box-sizing:border-box;\">\n        <div style=\"display:flex; align-items:center; justify-content:center; gap:8px; margin-bottom:8px;\">\n          <div style=\"min-width:72px; text-align:center; background:#1d4ed8; color:#ffffff; border-radius:999px; padding:8px 12px; font-size:14px; font-weight:800;\">DX</div>\n          <div style=\"font-size:14px; color:#94a3b8;\">→</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">GIS</div>\n          <div style=\"background:#dbeafe; border:2px solid #3b82f6; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:800; color:#1d4ed8;\">BIM</div>\n          <div style=\"grid-column:1 / span 2; background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">Digital Twin</div>\n        </div>\n      </div>\n      <div style=\"display:flex; flex-direction:column; gap:8px;\">\n        <div style=\"background:#f8fafc; border:1px solid #e2e8f0; border-radius:12px; padding:10px 12px;\">\n          <div style=\"font-size:11px; font-weight:800; color:#0f172a; margin-bottom:4px;\">BIM과 핵심기술의 관계</div>\n          <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX와 GIS, BIM, Digital Twin의 관계를 시각적으로 드러낸다.</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">GIS 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">공간 분석과 위치 기반 정보를 제공한다.</div>\n          </div>\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">BIM 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">형상정보와 내용정보를 함께 다루는 핵심 인프라 기술이다.</div>\n          </div>\n        </div>\n      </div>\n    </div>\n  </div>\n\n  <div class=\"comparison-summary-card\" style=\"background:#eff6ff; border:1px solid #bfdbfe; border-radius:12px; padding:10px 12px; box-sizing:border-box; display:grid; grid-template-columns:126px 1fr; gap:10px;\">\n    <div>\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">DX와 BIM 비교 핵심 포인트</div>\n      <div style=\"font-size:9px; line-height:1.5; color:#475569;\">범위·프로세스·성과품·확장성의 4개 비교축으로 DX와 BIM 차이를 짧고 직접적으로 보여준다.</div>\n    </div>\n    <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px; font-size:9px; line-height:1.45; color:#334155;\">\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">범위</span><br>DX는 BIM을 포함하는 상위 개념</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">프로세스</span><br>DX는 근본적 개선, BIM은 기존 2D 연장</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">성과품</span><br>DX는 공학 정보 연계, BIM은 3D 모델 중심</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">확장성</span><br>DX는 전 생애주기, BIM은 분야별 단절 위험</div>\n    </div>\n  </div>\n</div>",
+    "sidebar_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; display:flex; flex-direction:column; gap:8px;\">\n  <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#1e293b; margin-bottom:8px;\">용어 정의</div>\n    <div style=\"display:grid; grid-template-columns:72px 1fr; row-gap:8px; column-gap:10px; align-items:start; font-size:9px; line-height:1.5; color:#334155;\">\n      <div style=\"font-weight:800; color:#0f172a;\">건설산업</div>\n      <div>다양한 기술을 통합해 시설물을 구현하는 종합 산업</div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">BIM</div>\n      <div>3차원 모델 기반의 정보관리 도구이자 협업 인프라<br><span style=\"font-size:8px; color:#64748b;\">출처: 국토교통부 BIM 기본지침</span></div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">DX</div>\n      <div>디지털 기술 기반으로 업무방식과 가치구조를 전환하는 상위 개념</div>\n    </div>\n  </div>\n  <div style=\"background:#fff7ed; border:1px solid #fdba74; border-radius:12px; padding:12px 14px; box-sizing:border-box;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:5px;\">정책 혼용 사례</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">정책 문서에서 DX와 BIM을 혼용한 대표 사례를 보조 근거로 제시한다.</div>\n  </div>\n</div>",
     "footer_html": "<div style=\"background:linear-gradient(135deg, #006aff 0%, #00aaff 100%); border-radius:10px; padding:14px 24px; text-align:center; color:#ffffff; width:100%; height:60px; display:flex; align-items:center; justify-content:center; box-sizing:border-box;\">\n  <div style=\"font-size:13px; font-weight:800; line-height:1.35;\">결론: BIM은 건설산업 DX를 수행하는 과정의 가장 기초가 되는 일부분이다.</div>\n</div>",
-    "reasoning": "stage_2 retry regeneration from rollback plan: stage_1b with design-domain-guided slide composition"
+    "reasoning": "stage_2 retry regeneration from rollback plan: stage_2 with design-domain-guided slide composition"
   },
   "measurement": {},
   "quality_score": 0,
diff --git a/docs/run-001/05-execution/stage_4_context.json b/docs/run-001/05-execution/stage_4_context.json
index 5594696..194f37b 100644
--- a/docs/run-001/05-execution/stage_4_context.json
+++ b/docs/run-001/05-execution/stage_4_context.json
@@ -1,5 +1,5 @@
 {
-  "run_id": "20260402_140253",
+  "run_id": "20260402_141748",
   "run_dir": "D:\\ad-hoc\\C.E.L._slide_test\\docs\\run-001\\05-execution",
   "raw_content": "---\ntitle: 건설산업 DX의 올바른 이해\nsidebar:\n  order: 00\n---\n\n* **용어의 혼용**\n\n  * 건설산업의 디지털 전환 논의에서 DX(Digital Transformation)와 BIM(Building Information Modeling)이 개념적으로 명확히 정립되지 않은채 혼용되어 사용되고 있음  \n  * 이로인해 BIM기술의 도입을 DX의 완성으로 오인하거나, DX를 BIM 기술 도입 수준으로 한정하는 인식 확산    \n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>혼용 대표 사례</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    * **[스마트 건설 활성화 방안(2022.07)]**\n      * 추진과제 : 건설산업 디지털화   \n      * 실행과제 : BIM 전면 도입, BIM 전문인력 양성\n    * **[제7차 건설기술진흥 기본계획(2023.12)]**\n      * 추진방향 : 디지털 전환을 통한 스마트 건설 확산  \n      * 추진과제 : BIM 도입으로 건설산업 디지털화\n    </div>\n  </details>\n\n\n  * 건설산업의 DX를 올바르게 이해하기 위해 각 용어의 정의, 역할, 상호관계에 대한 체계적 정립 필요\n\n<br/>\n---\n\n\n## 1. 용어 정의\n\n<br/>\n\n* **건설산업**\n  * 다양한 시설물을 각 산업마다의 광범위한 기술을 통합 및 융합하여 만들어내는 종합산업\n  * 목적 시설물의 품질 욕구를 충족시키면서 최단기간내에 최소 비용으로 편리하고 안전하며 우수한 성능의 시설물 완성을 목표로 함\n\n<br/>\n\n* **BIM(Building Information Modeling) : 디지털 전환을 위한 핵심 기술**\n  * 시설물의 생애주기동안 발생한 모든 정보를 3차원 모델 기반으로 통합·관리하는 정보 관리 도구\n  * 건설 정보와 절차를 표준화된 방식으로 연계하고 디지털 협업이 가능하도록 하는 핵심 인프라 기술\n      <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *건설산업 BIM 기본지침, 국토교통부, 2020*\n    </div>\n\n<br/>\n\n* **DX(Digital Transformation) : 산업 패러다임의 변화**\n  * 디지털 기술을 기반으로 산업 전반의 업무방식과 가치 창출 구조를 전환하는 과정 및 결과   \n  * 단순한 기술 도입이 아닌, 고객 가치와 의사결정 방식의 근본적인 변화로 산업의 새로운 방향을 정립하는 것을 의미함\n  <div style={{ \n    fontSize: '0.8rem', \n    color: '#999', \n    marginTop: '5px', \n    lineHeight: '1.4',\n    paddingLeft: '0px' }}>\n    *Digital Transformation, IBM Institute for Business Value, 2011 / What is Digital Transformation?, Agile Elephant, 2015*\n    </div>\n\n\n---\n<br/>\n\n## 2. 용어간 상호관계\n\n* DX는 BIM과 같은 디지털기술을 기반으로 산업 전반의 프로세스를 혁신하는 상위개념\n* 건설산업의 DX는 GIS(공간정보), BIM, 디지털 트윈(가상환경)의 기술융합을 통해서만 실현 또는 구현 가능  \n  * GIS의 역할 : 지리적 데이터를 공간 분석하여 시각적으로 표현, 위치기반 정보 제공\n  * BIM의 역할 : 형상정보와 내용정보가 포함된 3D모델로, 건설 정보 기반의 Process와 Product를 제공  \n![DX와 핵심기술간 상호관계](/assets/images/DX1.png)\n    <div style={{ \n      fontSize: '0.8rem', \n      color: '#999', \n      marginTop: '5px', \n      lineHeight: '1.4',\n      paddingLeft: '0px' }}>\n      *[그림 1] DX와 핵심기술간 상호관계*\n      </div>\n\n<br/>\n<br/>\n\n\n\n  <details>\n    <summary style={{cursor: 'pointer', fontWeight: 'bold', color: '#555'}}>DX와 BIM의 구분</summary>\n      \n    <div style={{marginTop: '10px', paddingLeft: '15px', borderLeft: '3px solid #ddd', fontSize: '0.9rem', color: '#666'}}>\n    | DX | 구분 | BIM |\n    | :--- | :---: | ---: |\n    | **BIM &lt;&lt; DX**<br/>(Engineering + Management 통합) | **범위** | **Only 3D**<br/>(형상 구현 중심) |\n    | **제작 및 운영**(상용 + 전용 40~80개)<br/>[Rhino, Sketchup, Blender..] + [EG-BIM 등] | **S/W** | **모델 제작용 상용 SW**<br/>[Revit, Civil 3D, Navisworks, Autocad] |\n    | **근본적 문제의식을 통한 개선** | **프로세스** | **기존 2D 설계 방식 유지** |\n    | **공학 정보 및 콘텐츠 연계에 집중**<br/>**도면, 수량, 시공계획 등 일식** | **성과품** | **3D 모델 중심**<br/>**기존 성과품 유지** |\n    | **설계/시공 생산성 혁신**(개념의 재정립) | **활용** | **3D 모델에 의한 일반적 이해 향상** |\n    | **전 생애주기 활용 시스템** | **확장성** | **(설계/시공/운영) 분야별 단절** |\n    | **구체화(복잡) - 적극적/구체적 실현 방안** | **수행 개념** | **단순화(오류) - 수동적/집단적 동질화** |\n    | **적극적, 주체적인 기술 접목/융합** | **CIVIL + IT** | **소극적, 상용 기술에 의존** |\n    | **자체 수행 능력 - 지속가능성 확보** | **주체** | **S/W 제작사 판매 정책에 의존** |\n    | **차별화 및 경쟁력 확보, 해외 진출** | **발주처** | **평준화, 국내 중심** |\n    | **IT + CIVIL ENG 220명 운영 + 기술 개발** | **설계사** | **소규모 BIM팀 운영 + 단순교육에 집중** |\n    | **분야 확장 모델 및 시스템** | **시공사** | **국내 토목 소극적/해외 토목증가** |\n    </div>\n  </details>\n\n<br/>\n\n---\n\n:::note[핵심 요약]\n* BIM은 건설산업의 디지털전환(DX)을 수행하는 과정에서 **가장 기초가 되는 일부분**이다\n:::\n\n",
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@@ -487,10 +487,10 @@
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-    "body_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; color:#0f172a; display:flex; flex-direction:column; gap:10px;\">\n  <div style=\"display:grid; grid-template-columns:1.2fr 0.8fr; gap:10px;\">\n    <div style=\"background:linear-gradient(135deg,#fff7ed 0%,#ffedd5 100%); border:1px solid #fdba74; border-radius:12px; padding:12px 14px;\">\n      <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:4px;\">왜 다시 정리해야 하는가</div>\n      <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">건설산업 디지털 전환 논의에서 DX와 BIM이 혼용되어 BIM 도입을 DX 완성으로 오인하는 문제가 발생하고 있다.</div>\n    </div>\n    <div style=\"background:linear-gradient(135deg,#eff6ff 0%,#dbeafe 100%); border:1px solid #93c5fd; border-radius:12px; padding:12px 14px;\">\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">핵심 판단</div>\n      <div style=\"font-size:13px; font-weight:800; line-height:1.45; color:#1e3a8a;\">DX는 상위 개념이고, BIM은 이를 실행하는 핵심 기술이다.</div>\n    </div>\n  </div>\n\n  <div class=\"relation-diagram-card\" style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:14px; padding:14px 16px; box-sizing:border-box; display:flex; flex-direction:column; gap:10px;\">\n    <div style=\"display:flex; justify-content:space-between; align-items:flex-start; gap:12px;\">\n      <div>\n        <div style=\"font-size:12px; font-weight:800; color:#1e40af; margin-bottom:4px;\">건설산업 DX의 올바른 이해</div>\n        <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX는 상위 개념이고 BIM은 핵심 기술이다.</div>\n      </div>\n      <div style=\"font-size:10px; color:#166534; background:#dcfce7; border:1px solid #86efac; border-radius:999px; padding:4px 8px; white-space:nowrap;\">[그림 1] DX와 핵심기술간 상호관계</div>\n    </div>\n\n    <div style=\"display:grid; grid-template-columns:220px 1fr; gap:14px; align-items:start;\">\n      <div style=\"background:#f8fafc; border:1px solid #dbeafe; border-radius:14px; padding:12px; box-sizing:border-box;\">\n        <div style=\"display:flex; align-items:center; justify-content:center; gap:8px; margin-bottom:8px;\">\n          <div style=\"min-width:72px; text-align:center; background:#1d4ed8; color:#ffffff; border-radius:999px; padding:8px 12px; font-size:14px; font-weight:800;\">DX</div>\n          <div style=\"font-size:14px; color:#94a3b8;\">→</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">GIS</div>\n          <div style=\"background:#dbeafe; border:2px solid #3b82f6; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:800; color:#1d4ed8;\">BIM</div>\n          <div style=\"grid-column:1 / span 2; background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">Digital Twin</div>\n        </div>\n      </div>\n      <div style=\"display:flex; flex-direction:column; gap:8px;\">\n        <div style=\"background:#f8fafc; border:1px solid #e2e8f0; border-radius:12px; padding:10px 12px;\">\n          <div style=\"font-size:11px; font-weight:800; color:#0f172a; margin-bottom:4px;\">관계 해석</div>\n          <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX와 GIS, BIM, Digital Twin의 관계를 시각적으로 드러낸다.</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">GIS 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">공간 분석과 위치 기반 정보를 제공한다.</div>\n          </div>\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">BIM 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">형상정보와 내용정보를 함께 다루는 핵심 인프라 기술이다.</div>\n          </div>\n        </div>\n      </div>\n    </div>\n  </div>\n\n  <div class=\"comparison-summary-card\" style=\"background:#eff6ff; border:1px solid #bfdbfe; border-radius:12px; padding:10px 12px; box-sizing:border-box; display:grid; grid-template-columns:126px 1fr; gap:10px;\">\n    <div>\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">비교 판단 기준</div>\n      <div style=\"font-size:9px; line-height:1.5; color:#475569;\">범위·프로세스·성과품·확장성의 4개 비교축으로 DX와 BIM 차이를 짧고 직접적으로 보여준다.</div>\n    </div>\n    <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px; font-size:9px; line-height:1.45; color:#334155;\">\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">범위</span><br>DX는 BIM을 포함하는 상위 개념</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">프로세스</span><br>DX는 근본적 개선, BIM은 기존 2D 연장</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">성과품</span><br>DX는 공학 정보 연계, BIM은 3D 모델 중심</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">확장성</span><br>DX는 전 생애주기, BIM은 분야별 단절 위험</div>\n    </div>\n  </div>\n</div>",
-    "sidebar_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; display:flex; flex-direction:column; gap:8px;\">\n  <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#1e293b; margin-bottom:8px;\">용어 프레임</div>\n    <div style=\"display:grid; grid-template-columns:72px 1fr; row-gap:8px; column-gap:10px; align-items:start; font-size:9px; line-height:1.5; color:#334155;\">\n      <div style=\"font-weight:800; color:#0f172a;\">건설산업</div>\n      <div>다양한 기술을 통합해 시설물을 구현하는 종합 산업</div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">BIM</div>\n      <div>3차원 모델 기반의 정보관리 도구이자 협업 인프라<br><span style=\"font-size:8px; color:#64748b;\">출처: 국토교통부 BIM 기본지침</span></div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">DX</div>\n      <div>디지털 기술 기반으로 업무방식과 가치구조를 전환하는 상위 개념</div>\n    </div>\n  </div>\n  <div style=\"background:#fff7ed; border:1px solid #fdba74; border-radius:12px; padding:12px 14px; box-sizing:border-box;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:5px;\">정책 근거</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">정책 문서에서 DX와 BIM을 혼용한 대표 사례를 보조 근거로 제시한다.</div>\n  </div>\n</div>",
+    "body_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; color:#0f172a; display:flex; flex-direction:column; gap:10px;\">\n  <div style=\"background:linear-gradient(135deg,#fff7ed 0%,#ffedd5 100%); border:1px solid #fdba74; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:4px;\">DX와 BIM의 혼용 문제</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">건설산업 디지털 전환 논의에서 DX와 BIM이 혼용되어 BIM 도입을 DX 완성으로 오인하는 문제가 발생하고 있다.</div>\n  </div>\n\n  <div class=\"relation-diagram-card\" style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:14px; padding:14px 16px; box-sizing:border-box; display:flex; flex-direction:column; gap:10px;\">\n    <div style=\"display:flex; justify-content:space-between; align-items:flex-start; gap:12px;\">\n      <div>\n        <div style=\"font-size:12px; font-weight:800; color:#1e40af; margin-bottom:4px;\">DX의 정의와 위치</div>\n        <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX는 상위 개념이고 BIM은 핵심 기술이다.</div>\n      </div>\n      <div style=\"font-size:10px; color:#166534; background:#dcfce7; border:1px solid #86efac; border-radius:999px; padding:4px 8px; white-space:nowrap;\">[그림 1] DX와 핵심기술간 상호관계</div>\n    </div>\n\n    <div style=\"display:grid; grid-template-columns:220px 1fr; gap:14px; align-items:start;\">\n      <div style=\"background:#f8fafc; border:1px solid #dbeafe; border-radius:14px; padding:12px; box-sizing:border-box;\">\n        <div style=\"display:flex; align-items:center; justify-content:center; gap:8px; margin-bottom:8px;\">\n          <div style=\"min-width:72px; text-align:center; background:#1d4ed8; color:#ffffff; border-radius:999px; padding:8px 12px; font-size:14px; font-weight:800;\">DX</div>\n          <div style=\"font-size:14px; color:#94a3b8;\">→</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">GIS</div>\n          <div style=\"background:#dbeafe; border:2px solid #3b82f6; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:800; color:#1d4ed8;\">BIM</div>\n          <div style=\"grid-column:1 / span 2; background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:10px; text-align:center; font-size:11px; font-weight:700;\">Digital Twin</div>\n        </div>\n      </div>\n      <div style=\"display:flex; flex-direction:column; gap:8px;\">\n        <div style=\"background:#f8fafc; border:1px solid #e2e8f0; border-radius:12px; padding:10px 12px;\">\n          <div style=\"font-size:11px; font-weight:800; color:#0f172a; margin-bottom:4px;\">BIM과 핵심기술의 관계</div>\n          <div style=\"font-size:10px; line-height:1.55; color:#334155;\">DX와 GIS, BIM, Digital Twin의 관계를 시각적으로 드러낸다.</div>\n        </div>\n        <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px;\">\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">GIS 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">공간 분석과 위치 기반 정보를 제공한다.</div>\n          </div>\n          <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:9px 10px;\">\n            <div style=\"font-size:10px; font-weight:800; color:#0f172a; margin-bottom:3px;\">BIM 역할</div>\n            <div style=\"font-size:9px; line-height:1.5; color:#475569;\">형상정보와 내용정보를 함께 다루는 핵심 인프라 기술이다.</div>\n          </div>\n        </div>\n      </div>\n    </div>\n  </div>\n\n  <div class=\"comparison-summary-card\" style=\"background:#eff6ff; border:1px solid #bfdbfe; border-radius:12px; padding:10px 12px; box-sizing:border-box; display:grid; grid-template-columns:126px 1fr; gap:10px;\">\n    <div>\n      <div style=\"font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;\">DX와 BIM 비교 핵심 포인트</div>\n      <div style=\"font-size:9px; line-height:1.5; color:#475569;\">범위·프로세스·성과품·확장성의 4개 비교축으로 DX와 BIM 차이를 짧고 직접적으로 보여준다.</div>\n    </div>\n    <div style=\"display:grid; grid-template-columns:1fr 1fr; gap:8px; font-size:9px; line-height:1.45; color:#334155;\">\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">범위</span><br>DX는 BIM을 포함하는 상위 개념</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">프로세스</span><br>DX는 근본적 개선, BIM은 기존 2D 연장</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">성과품</span><br>DX는 공학 정보 연계, BIM은 3D 모델 중심</div>\n      <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:10px; padding:8px 10px;\"><span style=\"font-weight:800; color:#0f172a;\">확장성</span><br>DX는 전 생애주기, BIM은 분야별 단절 위험</div>\n    </div>\n  </div>\n</div>",
+    "sidebar_html": "<div style=\"width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; display:flex; flex-direction:column; gap:8px;\">\n  <div style=\"background:#ffffff; border:1px solid #cbd5e1; border-radius:12px; padding:12px 14px;\">\n    <div style=\"font-size:11px; font-weight:800; color:#1e293b; margin-bottom:8px;\">용어 정의</div>\n    <div style=\"display:grid; grid-template-columns:72px 1fr; row-gap:8px; column-gap:10px; align-items:start; font-size:9px; line-height:1.5; color:#334155;\">\n      <div style=\"font-weight:800; color:#0f172a;\">건설산업</div>\n      <div>다양한 기술을 통합해 시설물을 구현하는 종합 산업</div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">BIM</div>\n      <div>3차원 모델 기반의 정보관리 도구이자 협업 인프라<br><span style=\"font-size:8px; color:#64748b;\">출처: 국토교통부 BIM 기본지침</span></div>\n      <div style=\"font-weight:800; color:#1d4ed8;\">DX</div>\n      <div>디지털 기술 기반으로 업무방식과 가치구조를 전환하는 상위 개념</div>\n    </div>\n  </div>\n  <div style=\"background:#fff7ed; border:1px solid #fdba74; border-radius:12px; padding:12px 14px; box-sizing:border-box;\">\n    <div style=\"font-size:11px; font-weight:800; color:#c2410c; margin-bottom:5px;\">정책 혼용 사례</div>\n    <div style=\"font-size:10px; line-height:1.55; color:#7c2d12;\">정책 문서에서 DX와 BIM을 혼용한 대표 사례를 보조 근거로 제시한다.</div>\n  </div>\n</div>",
     "footer_html": "<div style=\"background:linear-gradient(135deg, #006aff 0%, #00aaff 100%); border-radius:10px; padding:14px 24px; text-align:center; color:#ffffff; width:100%; height:60px; display:flex; align-items:center; justify-content:center; box-sizing:border-box;\">\n  <div style=\"font-size:13px; font-weight:800; line-height:1.35;\">결론: BIM은 건설산업 DX를 수행하는 과정의 가장 기초가 되는 일부분이다.</div>\n</div>",
-    "reasoning": "stage_2 retry regeneration from rollback plan: stage_1b with design-domain-guided slide composition"
+    "reasoning": "stage_2 retry regeneration from rollback plan: stage_2 with design-domain-guided slide composition"
   },
   "measurement": {
     "containers": {},
@@ -504,26 +504,26 @@
       "body": {
         "block_count": 0,
         "blocks": [],
-        "clientHeight": 471,
+        "clientHeight": 457,
         "excess_px": 0,
         "overflowed": false,
-        "scrollHeight": 471
+        "scrollHeight": 457
       },
       "footer": {
         "block_count": 0,
         "blocks": [],
-        "clientHeight": 62,
+        "clientHeight": 69,
         "excess_px": 0,
         "overflowed": false,
-        "scrollHeight": 62
+        "scrollHeight": 69
       },
       "sidebar": {
         "block_count": 0,
         "blocks": [],
-        "clientHeight": 471,
+        "clientHeight": 457,
         "excess_px": 0,
         "overflowed": false,
-        "scrollHeight": 471
+        "scrollHeight": 457
       }
     }
   },
diff --git a/docs/run-001/06-validation/validation-result.md b/docs/run-001/06-validation/validation-result.md
index bc59d34..393d421 100644
--- a/docs/run-001/06-validation/validation-result.md
+++ b/docs/run-001/06-validation/validation-result.md
@@ -8,7 +8,7 @@
 ## Validation Summary
 - 실행 경로 검증: 통과
 - 렌더링/측정 검증: 통과
-- 최종 품질 판정: 통과
+- 최종 품질 판정: 재작업 필요
 
 ## Render Gates
 - slide overflow: False
@@ -30,36 +30,36 @@
     "body": {
       "block_count": 0,
       "blocks": [],
-      "clientHeight": 471,
+      "clientHeight": 457,
       "excess_px": 0,
       "overflowed": false,
-      "scrollHeight": 471
+      "scrollHeight": 457
     },
     "footer": {
       "block_count": 0,
       "blocks": [],
-      "clientHeight": 62,
+      "clientHeight": 69,
       "excess_px": 0,
       "overflowed": false,
-      "scrollHeight": 62
+      "scrollHeight": 69
     },
     "sidebar": {
       "block_count": 0,
       "blocks": [],
-      "clientHeight": 471,
+      "clientHeight": 457,
       "excess_px": 0,
       "overflowed": false,
-      "scrollHeight": 471
+      "scrollHeight": 457
     }
   }
 }
 ```
 
 ## Final Decision
-- 판정: `pass`
+- 판정: `revise`
 
 ## Failure Classification
-- 없음
+- Verify-DesignNarrative
 
 ## Next Action
-1. 없음
+1. 문제 제기와 핵심 판단을 분리한 슬라이드형 서두를 구성한다.
diff --git a/docs/run-001/comments/step-5.md b/docs/run-001/comments/step-5.md
index 6f5cbe3..5c2b4b7 100644
--- a/docs/run-001/comments/step-5.md
+++ b/docs/run-001/comments/step-5.md
@@ -1,5 +1,5 @@
 실행 요약
-- auto_loop_runner.py iteration 1로 실행했다.
+- auto_loop_runner.py iteration 3로 실행했다.
 - 입력: `docs/run-001/01-input/01. 건설산업 DX의 올바른 이해(0127).mdx`
 - 산출물: `final.html`, `generated_html.json`, `measurement.json`, `context.json`
 - stage snapshot: `stage_0_context.json` ~ `final_context.json`
@@ -12,7 +12,7 @@
 
 KPI / 판정 결과
 - 판정: pass
-- iteration: 1
+- iteration: 3
 - 종료 코드: 0
 - 필수 산출물 4종 유효 여부: True
 
diff --git a/docs/run-001/comments/step-6.md b/docs/run-001/comments/step-6.md
index 345436e..2ec80a0 100644
--- a/docs/run-001/comments/step-6.md
+++ b/docs/run-001/comments/step-6.md
@@ -1,8 +1,8 @@
 실행 요약
-- iteration 1 기준으로 최종 산출물과 측정 결과를 다시 검증했다.
+- iteration 3 기준으로 최종 산출물과 측정 결과를 다시 검증했다.
 - slide overflow: False
 - zone overflow: 없음
-- 최종 판정은 `pass`이다.
+- 최종 판정은 `revise`이다.
 
 산출물 경로
 - `docs/run-001/06-validation/validation-result.md`
@@ -11,12 +11,12 @@
 - `docs/run-001/05-execution/stage_2_verification.json`
 
 KPI / 판정 결과
-- 판정: pass
-- 실패 분류: 없음
+- 판정: revise
+- 실패 분류: Verify-DesignNarrative
 
 수정 액션
-- 없음
+- 문제 제기와 핵심 판단을 분리한 슬라이드형 서두를 구성한다.
 
 다음 단계 전달물
 - 최신 validation 기록
-- 다음 iteration 여부: 중단
+- 다음 iteration 여부: 재실행
diff --git a/scripts/run_from_artifacts.py b/scripts/run_from_artifacts.py
index c4da0fc..11c67a5 100644
--- a/scripts/run_from_artifacts.py
+++ b/scripts/run_from_artifacts.py
@@ -237,24 +237,23 @@ def _build_stage2_retry_html(ctx: PipelineContext, retry_plan: dict) -> dict:
     dx_text = dx_topic.summary if dx_topic and dx_topic.summary else 'DX는 상위 개념이고 BIM은 이를 실행하는 핵심 기술이다.'
     compare_text = comparison_topic.summary if comparison_topic and comparison_topic.summary else '범위·프로세스·성과품·확장성의 4개 비교축으로 DX와 BIM 차이를 짧고 직접적으로 보여준다.'
     conclusion_text = conclusion_topic.summary if conclusion_topic and conclusion_topic.summary else '결론: BIM은 건설산업 DX를 수행하는 과정의 가장 기초가 되는 일부분이다.'
+    problem_title = problem_topic.title if problem_topic and problem_topic.title else 'DX와 BIM의 혼용 문제'
+    dx_title = dx_topic.title if dx_topic and dx_topic.title else 'DX의 정의와 위치'
+    relation_title = relation_topic.title if relation_topic and relation_topic.title else 'BIM과 핵심기술의 관계'
+    comparison_title = comparison_topic.title if comparison_topic and comparison_topic.title else 'DX와 BIM 비교 핵심 포인트'
+    evidence_title = evidence_topic.title if evidence_topic and evidence_topic.title else '정책 혼용 사례'
 
     body_html = f"""
 <div style="width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; color:#0f172a; display:flex; flex-direction:column; gap:10px;">
-  <div style="display:grid; grid-template-columns:1.2fr 0.8fr; gap:10px;">
-    <div style="background:linear-gradient(135deg,#fff7ed 0%,#ffedd5 100%); border:1px solid #fdba74; border-radius:12px; padding:12px 14px;">
-      <div style="font-size:11px; font-weight:800; color:#c2410c; margin-bottom:4px;">왜 다시 정리해야 하는가</div>
-      <div style="font-size:10px; line-height:1.55; color:#7c2d12;">{problem_text}</div>
-    </div>
-    <div style="background:linear-gradient(135deg,#eff6ff 0%,#dbeafe 100%); border:1px solid #93c5fd; border-radius:12px; padding:12px 14px;">
-      <div style="font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;">핵심 판단</div>
-      <div style="font-size:13px; font-weight:800; line-height:1.45; color:#1e3a8a;">DX는 상위 개념이고, BIM은 이를 실행하는 핵심 기술이다.</div>
-    </div>
+  <div style="background:linear-gradient(135deg,#fff7ed 0%,#ffedd5 100%); border:1px solid #fdba74; border-radius:12px; padding:12px 14px;">
+    <div style="font-size:11px; font-weight:800; color:#c2410c; margin-bottom:4px;">{problem_title}</div>
+    <div style="font-size:10px; line-height:1.55; color:#7c2d12;">{problem_text}</div>
   </div>
 
   <div class="relation-diagram-card" style="background:#ffffff; border:1px solid #cbd5e1; border-radius:14px; padding:14px 16px; box-sizing:border-box; display:flex; flex-direction:column; gap:10px;">
     <div style="display:flex; justify-content:space-between; align-items:flex-start; gap:12px;">
       <div>
-        <div style="font-size:12px; font-weight:800; color:#1e40af; margin-bottom:4px;">{title}</div>
+        <div style="font-size:12px; font-weight:800; color:#1e40af; margin-bottom:4px;">{dx_title}</div>
         <div style="font-size:10px; line-height:1.55; color:#334155;">{dx_text}</div>
       </div>
       <div style="font-size:10px; color:#166534; background:#dcfce7; border:1px solid #86efac; border-radius:999px; padding:4px 8px; white-space:nowrap;">[그림 1] DX와 핵심기술간 상호관계</div>
@@ -274,7 +273,7 @@ def _build_stage2_retry_html(ctx: PipelineContext, retry_plan: dict) -> dict:
       </div>
       <div style="display:flex; flex-direction:column; gap:8px;">
         <div style="background:#f8fafc; border:1px solid #e2e8f0; border-radius:12px; padding:10px 12px;">
-          <div style="font-size:11px; font-weight:800; color:#0f172a; margin-bottom:4px;">관계 해석</div>
+          <div style="font-size:11px; font-weight:800; color:#0f172a; margin-bottom:4px;">{relation_title}</div>
           <div style="font-size:10px; line-height:1.55; color:#334155;">{relation_text}</div>
         </div>
         <div style="display:grid; grid-template-columns:1fr 1fr; gap:8px;">
@@ -293,7 +292,7 @@ def _build_stage2_retry_html(ctx: PipelineContext, retry_plan: dict) -> dict:
 
   <div class="comparison-summary-card" style="background:#eff6ff; border:1px solid #bfdbfe; border-radius:12px; padding:10px 12px; box-sizing:border-box; display:grid; grid-template-columns:126px 1fr; gap:10px;">
     <div>
-      <div style="font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;">비교 판단 기준</div>
+      <div style="font-size:11px; font-weight:800; color:#1d4ed8; margin-bottom:4px;">{comparison_title}</div>
       <div style="font-size:9px; line-height:1.5; color:#475569;">{compare_text}</div>
     </div>
     <div style="display:grid; grid-template-columns:1fr 1fr; gap:8px; font-size:9px; line-height:1.45; color:#334155;">
@@ -309,7 +308,7 @@ def _build_stage2_retry_html(ctx: PipelineContext, retry_plan: dict) -> dict:
     sidebar_html = f"""
 <div style="width:100%; height:100%; box-sizing:border-box; font-family:'Segoe UI',sans-serif; display:flex; flex-direction:column; gap:8px;">
   <div style="background:#ffffff; border:1px solid #cbd5e1; border-radius:12px; padding:12px 14px;">
-    <div style="font-size:11px; font-weight:800; color:#1e293b; margin-bottom:8px;">용어 프레임</div>
+    <div style="font-size:11px; font-weight:800; color:#1e293b; margin-bottom:8px;">용어 정의</div>
     <div style="display:grid; grid-template-columns:72px 1fr; row-gap:8px; column-gap:10px; align-items:start; font-size:9px; line-height:1.5; color:#334155;">
       <div style="font-weight:800; color:#0f172a;">건설산업</div>
       <div>다양한 기술을 통합해 시설물을 구현하는 종합 산업</div>
@@ -320,7 +319,7 @@ def _build_stage2_retry_html(ctx: PipelineContext, retry_plan: dict) -> dict:
     </div>
   </div>
   <div style="background:#fff7ed; border:1px solid #fdba74; border-radius:12px; padding:12px 14px; box-sizing:border-box;">
-    <div style="font-size:11px; font-weight:800; color:#c2410c; margin-bottom:5px;">정책 근거</div>
+    <div style="font-size:11px; font-weight:800; color:#c2410c; margin-bottom:5px;">{evidence_title}</div>
     <div style="font-size:10px; line-height:1.55; color:#7c2d12;">{evidence_text}</div>
   </div>
 </div>