Add files using upload-large-folder tool

PROJECT_README.md

@@ -115,7 +115,7 @@ The multilingual README files are reader guides. The canonical technical evidenc
 
 ## Public Structure: 20 Tasks / 4 Directions / 3 Pipelines
 
-Read the project as three layers. The **20 tasks** are the scored benchmark contracts. The **4 directions** are reader-facing research groupings over those same tasks. The **3 foundation pipelines** are training recipes that reuse the same modalities, windows, and task targets. They are related, but they are not three competing task sets.
+Read the project as three layers. The **20 tasks** are the scored benchmark contracts. The **4 directions** are reader-facing research groupings over those same tasks. The **3 foundation pipelines** are training recipes that reuse the same modalities, windows, and task targets. Use them in that order when reading the project.
 
 Reader rule: if it has a metric, it is a **task**; if it explains what the evidence studies, it is a **direction**; if it describes model inputs and training targets, it is a **pipeline**.
 
@@ -311,32 +311,32 @@ Result entry points:
     <tr>
       <td><strong>Choose the public surface</strong></td>
       <td><a href="PUBLIC_READER_MAP.md">Public reader map</a></td>
-      <td><a href="docs/data/public_reader_map.json">public_reader_map.json</a></td>
+      <td><a href="docs/data/public_reader_map.json">reader-map data</a></td>
     </tr>
     <tr>
       <td><strong>Decode project terms</strong></td>
       <td><a href="GLOSSARY.md">Glossary</a></td>
-      <td><a href="docs/data/glossary.json">glossary.json</a></td>
+      <td><a href="docs/data/glossary.json">glossary data</a></td>
     </tr>
     <tr>
       <td><strong>Inspect the 20 tasks</strong></td>
-      <td><a href="TASK_SUITE_20.md">TASK_SUITE_20.md</a></td>
-      <td><a href="docs/data/task_suite_20.json">task_suite_20.json</a><br><a href="results/episode_task_suite/task_walkthroughs/">task walkthroughs</a></td>
+      <td><a href="TASK_SUITE_20.md">20-task guide</a></td>
+      <td><a href="docs/data/task_suite_20.json">task contract data</a><br><a href="results/episode_task_suite/task_walkthroughs/">task walkthroughs</a></td>
     </tr>
     <tr>
       <td><strong>Compare results</strong></td>
       <td><a href="RESEARCH_TAKEAWAYS.md">Research takeaways</a></td>
-      <td><a href="docs/data/two_evidence_line_result_summary.json">two-line result summary</a><br><a href="docs/data/task_method_20_result_matrix.json">20-result matrix</a><br><a href="docs/data/unified_task_model_radar.json">radar JSON</a><br><a href="docs/data/task_method_20_gap_audit.json">score/proxy audit</a></td>
+      <td><a href="docs/data/two_evidence_line_result_summary.json">two-line result summary</a><br><a href="docs/data/task_method_20_result_matrix.json">180-record result table</a><br><a href="docs/data/unified_task_model_radar.json">radar data</a><br><a href="docs/data/task_method_20_gap_audit.json">score/proxy audit</a></td>
     </tr>
     <tr>
       <td><strong>Understand one sample</strong></td>
       <td><a href="https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html">Single-episode explorer</a></td>
-      <td><a href="docs/data/raw_sample_files.json">raw sample file map</a><br><a href="results/episode_task_suite/feature_manifest.json">feature manifest</a></td>
+      <td><a href="docs/data/raw_sample_files.json">sample-file map</a><br><a href="results/episode_task_suite/feature_manifest.json">feature manifest</a></td>
     </tr>
     <tr>
       <td><strong>Read foundation directions</strong></td>
       <td><a href="THREE_FOUNDATION_PIPELINES.md">Three foundation pipelines</a></td>
-      <td><a href="docs/data/three_foundation_pipelines.json">three_foundation_pipelines.json</a><br><a href="FOUNDATION_MODEL_PLAN.md">foundation model plan</a></td>
+      <td><a href="docs/data/three_foundation_pipelines.json">pipeline contract data</a><br><a href="FOUNDATION_MODEL_PLAN.md">foundation model plan</a></td>
     </tr>
     <tr>
       <td><strong>Reproduce or audit</strong></td>
@@ -1494,12 +1494,12 @@ and [`docs/data/additional_development_directions.json`](docs/data/additional_de
 ## Four Research Directions
 
 The walkthrough-backed task contracts are organized against the four Ropedia research directions in
-a generated artifact, not only in prose:
+a source-linked companion set:
 
-- [`research_direction_taxonomy.json`](results/episode_task_suite/research_directions/research_direction_taxonomy.json)
-- [`research_direction_task_map.csv`](results/episode_task_suite/research_directions/research_direction_task_map.csv)
-- [`research_direction_summary.md`](results/episode_task_suite/research_directions/research_direction_summary.md)
-- [`docs/data/research_directions.json`](docs/data/research_directions.json)
+- [Direction taxonomy data](results/episode_task_suite/research_directions/research_direction_taxonomy.json)
+- [Task-to-direction map](results/episode_task_suite/research_directions/research_direction_task_map.csv)
+- [Direction summary note](results/episode_task_suite/research_directions/research_direction_summary.md)
+- [Public direction data](docs/data/research_directions.json)
 
 The taxonomy uses two current baselines for every task:
 
@@ -1513,9 +1513,9 @@ Current direction-level coverage:
 | Direction | Current status | Covered task evidence | What is not solved yet |
 | --- | --- | --- | --- |
 | A. Human Modeling & Motion Understanding | Partially implemented | Hand Trajectory Forecasting and Contact State Prediction are direct; Action Recognition and Object Relevance Prediction are proxies. Neural MLP improves hand forecasting from `0.8647` to `0.1079` MPJPE. | No full body/shape model, SMPL/MANO target, deformation prior, or multi-episode motion-generation evaluation yet. |
-| B. 3D/4D Reconstruction & Neural Rendering | Proxy tasks only | Cross-Modal Retrieval, Cross-Modal Reconstruction, and Multimodal Synchronization Detection test alignment/reconstruction prerequisites. | No NeRF, Gaussian Splatting, TSDF, mesh, novel-view synthesis, or calibrated 4D reconstruction model yet. |
+| B. 3D/4D Reconstruction & Neural Rendering | Prerequisite evidence | Cross-Modal Retrieval, Cross-Modal Reconstruction, and Multimodal Synchronization Detection test alignment/reconstruction prerequisites. | No NeRF, Gaussian Splatting, TSDF, mesh, novel-view synthesis, or calibrated 4D reconstruction model yet. |
 | C. Egocentric Vision & Interaction | Strongest implemented track | 6 direct tasks: action, subtask, transition, next-action, object relevance, and caption grounding, plus alignment/order diagnostics and audio ablation. | Single-episode chronological split limits generalization; stronger audio and video-language backbones still need multi-episode testing. |
-| D. Scene Reconstruction & World Modeling | Early proxy tasks | Procedure Step Recognition, Next-Action Prediction, Object Relevance Prediction, Cross-Modal Retrieval, Cross-Modal Reconstruction, Temporal Order Verification, and Multimodal Synchronization Detection provide state/world-model probes. | No persistent scene graph, object permanence task, long-term map, or held-out-episode world model yet. |
+| D. Scene Reconstruction & World Modeling | World-model prerequisite evidence | Procedure Step Recognition, Next-Action Prediction, Object Relevance Prediction, Cross-Modal Retrieval, Cross-Modal Reconstruction, Temporal Order Verification, and Multimodal Synchronization Detection provide state/world-model probes. | No persistent scene graph, object permanence task, long-term map, or held-out-episode world model yet. |
 
 The important interpretation is that all four directions can be **started** from
 the Xperience-10M sample modalities, but only direction C is strongly represented
@@ -1549,10 +1549,9 @@ Run:
 python scripts/research_direction_extension_tasks.py
 ```
 
-These four probes make the four-direction mapping more concrete, but they are
-still single-episode extension baselines. Full research conclusions still require
-multi-episode training, held-out episode evaluation, and stronger task-specific
-models.
+These four probes make the direction mapping concrete while staying within the
+same single-episode evidence line. They should be read as task-backed probes, not
+as claims that the larger foundation-model directions are solved.
 
 ## Unified 20-Task Suite
 
@@ -1565,14 +1564,14 @@ The historical `tier2_task_suite` file and directory names remain only for
 stable artifact links. They should be read as provenance bundles inside the
 unified 20-task suite, not as a separate benchmark tier.
 
-- [`TASK_SUITE_20.md`](TASK_SUITE_20.md)
-- [`docs/data/task_suite_20.json`](docs/data/task_suite_20.json)
-- [`docs/data/unified_task_model_radar.json`](docs/data/unified_task_model_radar.json)
-- [`docs/data/single_episode_task_model_radar.json`](docs/data/single_episode_task_model_radar.json)
-- [`docs/data/episode128_task_model_radar.json`](docs/data/episode128_task_model_radar.json)
-- [`docs/data/task_method_20_result_matrix.json`](docs/data/task_method_20_result_matrix.json)
-- [`docs/data/task_method_20_gap_audit.json`](docs/data/task_method_20_gap_audit.json)
-- [`TASK_METHOD_20_GAP_AUDIT.md`](TASK_METHOD_20_GAP_AUDIT.md)
+- [20-task guide](TASK_SUITE_20.md)
+- [Task contract data](docs/data/task_suite_20.json)
+- [All-method radar data](docs/data/unified_task_model_radar.json)
+- [Single-episode radar data](docs/data/single_episode_task_model_radar.json)
+- [128-episode radar data](docs/data/episode128_task_model_radar.json)
+- [180-record result table](docs/data/task_method_20_result_matrix.json)
+- [Score/proxy audit data](docs/data/task_method_20_gap_audit.json)
+- [Score/proxy audit note](TASK_METHOD_20_GAP_AUDIT.md)
 - [`TIER2_TASK_BASELINES.md`](results/episode_task_suite/tier2_task_suite/TIER2_TASK_BASELINES.md)
 - [`tier2_task_suite_results.json`](results/episode_task_suite/tier2_task_suite/tier2_task_suite_results.json)
 - [`docs/data/tier2_task_suite.json`](docs/data/tier2_task_suite.json)

README.de.md

@@ -53,19 +53,19 @@ Formel: 2 Single-Episode-Methoden x 20 Aufgaben = 40; 7 128-Episode-Methoden x 2
 
 Methodenblöcke: Linie 1 enthält task-head baselines (Minimal, Neural MLP). Linie 2 trennt aligned baseline heads (metadata simple/NN, raw-feature simple/NN), die Qwen3-Omni series (Qwen3-Omni v6 LoRA) und die Cosmos3 series (Cosmos3-Super Reasoner, Cosmos3-Nano Future Window). Qwen3 v1-v6 ist eine LoRA-/Evaluationslinie innerhalb von Linie 2, nicht die evidence lines des Projekts; die 20-Task-Matrix nutzt v6 und v5 bleibt der pinned prior release. Cosmos3-Super Forward-Dynamics LoRA ist ein separat veröffentlichter Adapter/Gewichts-/Ergebnis-Artefakt und zählt nicht als Methodenreihe der 20-Task-Matrix.
 
-Einstieg: [`TWO_EVIDENCE_LINES.md`](TWO_EVIDENCE_LINES.md), [`two_evidence_lines.json`](docs/data/two_evidence_lines.json), [`task_method_20_result_matrix.json`](docs/data/task_method_20_result_matrix.json), [`two_evidence_line_result_summary.json`](docs/data/two_evidence_line_result_summary.json).
+Einstieg: [Leitfaden zu zwei Evidenzlinien](TWO_EVIDENCE_LINES.md), [Daten der zwei Evidenzlinien](docs/data/two_evidence_lines.json), [Tabelle mit 180 Ergebnissen](docs/data/task_method_20_result_matrix.json), [Ergebniszusammenfassung der zwei Linien](docs/data/two_evidence_line_result_summary.json).
 
 ## Schneller Einstieg
 
 | Ziel | Einstieg |
 | --- | --- |
-| Projekt verstehen | [PROJECT_BRIEF.md](PROJECT_BRIEF.md), [PROJECT_STATUS.md](PROJECT_STATUS.md) |
-| Richtige öffentliche Oberfläche wählen | [PUBLIC_READER_MAP.md](PUBLIC_READER_MAP.md) |
-| 20 Aufgaben prüfen | [TASK_SUITE_20.md](TASK_SUITE_20.md), [task_suite_20.json](docs/data/task_suite_20.json) |
-| Ergebnisse vergleichen | [RESEARCH_TAKEAWAYS.md](RESEARCH_TAKEAWAYS.md), [task_method_20_result_matrix.json](docs/data/task_method_20_result_matrix.json) |
-| Ein Sample untersuchen | [single_episode_explorer.html](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [raw_sample_files.json](docs/data/raw_sample_files.json) |
-| Drei Foundation-Pipelines lesen | [THREE_FOUNDATION_PIPELINES.md](THREE_FOUNDATION_PIPELINES.md), [three_foundation_pipelines.json](docs/data/three_foundation_pipelines.json) |
-| Reproduzieren oder auditieren | [REPRODUCIBILITY.md](REPRODUCIBILITY.md), [EVIDENCE_CONTRACT.md](EVIDENCE_CONTRACT.md) |
+| Projekt verstehen | [Projektbrief](PROJECT_BRIEF.md), [Projektstatus](PROJECT_STATUS.md) |
+| Richtige öffentliche Oberfläche wählen | [öffentliche Lesekarte](PUBLIC_READER_MAP.md) |
+| 20 Aufgaben prüfen | [20-Aufgaben-Leitfaden](TASK_SUITE_20.md), [Aufgabenvertragsdaten](docs/data/task_suite_20.json) |
+| Ergebnisse vergleichen | [Forschungsergebnisse](RESEARCH_TAKEAWAYS.md), [Tabelle mit 180 Ergebnissen](docs/data/task_method_20_result_matrix.json) |
+| Ein Sample untersuchen | [Ein-Episode-Explorer](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [Sample-Dateikarte](docs/data/raw_sample_files.json) |
+| Drei Foundation-Pipelines lesen | [drei Foundation-Pipelines](THREE_FOUNDATION_PIPELINES.md), [Pipeline-Vertragsdaten](docs/data/three_foundation_pipelines.json) |
+| Reproduzieren oder auditieren | [Reproduzierbarkeitsleitfaden](REPRODUCIBILITY.md), [Evidenzvertrag](EVIDENCE_CONTRACT.md) |
 
 ## Struktur
 

README.es.md

@@ -53,19 +53,19 @@ Fórmula: 2 métodos de un episodio x 20 tareas = 40; 7 métodos de 128 episodio
 
 Bloques de métodos: la línea 1 contiene task-head baselines (Minimal, Neural MLP). La línea 2 separa aligned baseline heads (metadata simple/NN, raw-feature simple/NN), la serie Qwen3-Omni (Qwen3-Omni v6 LoRA) y la serie Cosmos3 (Cosmos3-Super Reasoner, Cosmos3-Nano Future Window). Qwen3 v1-v6 es una línea interna de evolución LoRA/evaluación dentro de la línea 2, no las evidence lines del proyecto; la matriz de 20 tareas usa v6 y v5 queda como pinned prior release. Cosmos3-Super Forward-Dynamics LoRA se publica como adapter/pesos/resultados aparte y no cuenta como fila de método en la matriz de 20 tareas.
 
-Entradas: [`TWO_EVIDENCE_LINES.md`](TWO_EVIDENCE_LINES.md), [`two_evidence_lines.json`](docs/data/two_evidence_lines.json), [`task_method_20_result_matrix.json`](docs/data/task_method_20_result_matrix.json), [`two_evidence_line_result_summary.json`](docs/data/two_evidence_line_result_summary.json).
+Entradas: [guia de dos lineas de evidencia](TWO_EVIDENCE_LINES.md), [datos de dos lineas](docs/data/two_evidence_lines.json), [tabla de 180 resultados](docs/data/task_method_20_result_matrix.json), [resumen de resultados de dos lineas](docs/data/two_evidence_line_result_summary.json).
 
 ## Ruta Rápida
 
 | Objetivo | Entrada |
 | --- | --- |
-| Entender el proyecto | [PROJECT_BRIEF.md](PROJECT_BRIEF.md), [PROJECT_STATUS.md](PROJECT_STATUS.md) |
-| Elegir la superficie correcta | [PUBLIC_READER_MAP.md](PUBLIC_READER_MAP.md) |
-| Ver las 20 tareas | [TASK_SUITE_20.md](TASK_SUITE_20.md), [task_suite_20.json](docs/data/task_suite_20.json) |
-| Comparar resultados | [RESEARCH_TAKEAWAYS.md](RESEARCH_TAKEAWAYS.md), [task_method_20_result_matrix.json](docs/data/task_method_20_result_matrix.json) |
-| Inspeccionar una muestra | [single_episode_explorer.html](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [raw_sample_files.json](docs/data/raw_sample_files.json) |
-| Leer las tres direcciones foundation | [THREE_FOUNDATION_PIPELINES.md](THREE_FOUNDATION_PIPELINES.md), [three_foundation_pipelines.json](docs/data/three_foundation_pipelines.json) |
-| Reproducir o auditar | [REPRODUCIBILITY.md](REPRODUCIBILITY.md), [EVIDENCE_CONTRACT.md](EVIDENCE_CONTRACT.md) |
+| Entender el proyecto | [resumen del proyecto](PROJECT_BRIEF.md), [estado del proyecto](PROJECT_STATUS.md) |
+| Elegir la superficie correcta | [mapa publico de lectura](PUBLIC_READER_MAP.md) |
+| Ver las 20 tareas | [guia de 20 tareas](TASK_SUITE_20.md), [datos de contratos de tarea](docs/data/task_suite_20.json) |
+| Comparar resultados | [conclusiones de investigacion](RESEARCH_TAKEAWAYS.md), [tabla de 180 resultados](docs/data/task_method_20_result_matrix.json) |
+| Inspeccionar una muestra | [explorador de un episodio](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [mapa de archivos de muestra](docs/data/raw_sample_files.json) |
+| Leer las tres direcciones foundation | [tres pipelines foundation](THREE_FOUNDATION_PIPELINES.md), [datos de contratos de pipeline](docs/data/three_foundation_pipelines.json) |
+| Reproducir o auditar | [guia de reproducibilidad](REPRODUCIBILITY.md), [contrato de evidencia](EVIDENCE_CONTRACT.md) |
 
 ## Estructura
 

README.fr.md

@@ -53,19 +53,19 @@ Formule : 2 méthodes sur 1 épisode x 20 tâches = 40; 7 méthodes sur 128 épi
 
 Blocs de méthodes : la ligne 1 contient les task-head baselines (Minimal, Neural MLP). La ligne 2 sépare les aligned baseline heads (metadata simple/NN, raw-feature simple/NN), la série Qwen3-Omni (Qwen3-Omni v6 LoRA) et la série Cosmos3 (Cosmos3-Super Reasoner, Cosmos3-Nano Future Window). Qwen3 v1-v6 est une lignée LoRA/évaluation interne à la ligne 2, pas les evidence lines du projet; la matrice 20 tâches utilise v6 et v5 reste le pinned prior release. Cosmos3-Super Forward-Dynamics LoRA est publié comme adapter/poids/résultats séparé et ne compte pas comme ligne de méthode dans la matrice 20 tâches.
 
-Entrées : [`TWO_EVIDENCE_LINES.md`](TWO_EVIDENCE_LINES.md), [`two_evidence_lines.json`](docs/data/two_evidence_lines.json), [`task_method_20_result_matrix.json`](docs/data/task_method_20_result_matrix.json), [`two_evidence_line_result_summary.json`](docs/data/two_evidence_line_result_summary.json).
+Entrées : [guide des deux lignes de preuve](TWO_EVIDENCE_LINES.md), [données des deux lignes](docs/data/two_evidence_lines.json), [table des 180 résultats](docs/data/task_method_20_result_matrix.json), [résumé des résultats par ligne](docs/data/two_evidence_line_result_summary.json).
 
 ## Parcours Rapide
 
 | Objectif | Point d'entrée |
 | --- | --- |
-| Comprendre le projet | [PROJECT_BRIEF.md](PROJECT_BRIEF.md), [PROJECT_STATUS.md](PROJECT_STATUS.md) |
-| Choisir la bonne surface publique | [PUBLIC_READER_MAP.md](PUBLIC_READER_MAP.md) |
-| Lire les 20 tâches | [TASK_SUITE_20.md](TASK_SUITE_20.md), [task_suite_20.json](docs/data/task_suite_20.json) |
-| Comparer les résultats | [RESEARCH_TAKEAWAYS.md](RESEARCH_TAKEAWAYS.md), [task_method_20_result_matrix.json](docs/data/task_method_20_result_matrix.json) |
-| Inspecter un sample | [single_episode_explorer.html](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [raw_sample_files.json](docs/data/raw_sample_files.json) |
-| Lire les trois pipelines foundation | [THREE_FOUNDATION_PIPELINES.md](THREE_FOUNDATION_PIPELINES.md), [three_foundation_pipelines.json](docs/data/three_foundation_pipelines.json) |
-| Reproduire et auditer | [REPRODUCIBILITY.md](REPRODUCIBILITY.md), [EVIDENCE_CONTRACT.md](EVIDENCE_CONTRACT.md) |
+| Comprendre le projet | [résumé du projet](PROJECT_BRIEF.md), [état du projet](PROJECT_STATUS.md) |
+| Choisir la bonne surface publique | [carte de lecture publique](PUBLIC_READER_MAP.md) |
+| Lire les 20 tâches | [guide des 20 tâches](TASK_SUITE_20.md), [données des contrats de tâche](docs/data/task_suite_20.json) |
+| Comparer les résultats | [conclusions de recherche](RESEARCH_TAKEAWAYS.md), [table des 180 résultats](docs/data/task_method_20_result_matrix.json) |
+| Inspecter un sample | [explorateur d'un épisode](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [carte des fichiers sample](docs/data/raw_sample_files.json) |
+| Lire les trois pipelines foundation | [trois pipelines foundation](THREE_FOUNDATION_PIPELINES.md), [données des contrats de pipeline](docs/data/three_foundation_pipelines.json) |
+| Reproduire et auditer | [guide de reproductibilité](REPRODUCIBILITY.md), [contrat de preuve](EVIDENCE_CONTRACT.md) |
 
 ## Structure
 

README.ja.md

@@ -53,19 +53,19 @@
 
 Method blocks: Line 1 は task-head baselines（Minimal、Neural MLP）。Line 2 は aligned baseline heads（metadata simple/NN、raw-feature simple/NN）、Qwen3-Omni series（Qwen3-Omni v6 LoRA）、Cosmos3 series（Cosmos3-Super Reasoner、Cosmos3-Nano Future Window）に分かれます。Qwen3 v1-v6 は Line 2 内の LoRA/eval lineage で、project evidence lines とは別です。20-task matrix は v6 を使い、v5 は pinned prior release です。Cosmos3-Super Forward-Dynamics LoRA は別の adapter/weights/results artifact として公開され、20-task matrix の method row には含めません。
 
-入口: [`TWO_EVIDENCE_LINES.md`](TWO_EVIDENCE_LINES.md)、[`two_evidence_lines.json`](docs/data/two_evidence_lines.json)、[`task_method_20_result_matrix.json`](docs/data/task_method_20_result_matrix.json)、[`two_evidence_line_result_summary.json`](docs/data/two_evidence_line_result_summary.json)。
+入口: [2 つの証拠ラインのガイド](TWO_EVIDENCE_LINES.md)、[2 ラインのデータ](docs/data/two_evidence_lines.json)、[180 件の結果表](docs/data/task_method_20_result_matrix.json)、[2 ライン結果サマリ](docs/data/two_evidence_line_result_summary.json)。
 
 ## クイックルート
 
 | 目的 | 入口 |
 | --- | --- |
-| プロジェクトを素早く理解 | [PROJECT_BRIEF.md](PROJECT_BRIEF.md), [PROJECT_STATUS.md](PROJECT_STATUS.md) |
-| 公開面を選ぶ | [PUBLIC_READER_MAP.md](PUBLIC_READER_MAP.md) |
-| 20 タスクを見る | [TASK_SUITE_20.md](TASK_SUITE_20.md), [task_suite_20.json](docs/data/task_suite_20.json) |
-| 結果を比較 | [RESEARCH_TAKEAWAYS.md](RESEARCH_TAKEAWAYS.md), [task_method_20_result_matrix.json](docs/data/task_method_20_result_matrix.json) |
-| 1 サンプルを調べる | [single_episode_explorer.html](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [raw_sample_files.json](docs/data/raw_sample_files.json) |
-| 3 つの foundation pipeline を読む | [THREE_FOUNDATION_PIPELINES.md](THREE_FOUNDATION_PIPELINES.md), [three_foundation_pipelines.json](docs/data/three_foundation_pipelines.json) |
-| 再現・監査 | [REPRODUCIBILITY.md](REPRODUCIBILITY.md), [EVIDENCE_CONTRACT.md](EVIDENCE_CONTRACT.md) |
+| プロジェクトを素早く理解 | [プロジェクト概要](PROJECT_BRIEF.md), [プロジェクト状態](PROJECT_STATUS.md) |
+| 公開面を選ぶ | [公開リーダーマップ](PUBLIC_READER_MAP.md) |
+| 20 タスクを見る | [20 タスクガイド](TASK_SUITE_20.md), [タスク契約データ](docs/data/task_suite_20.json) |
+| 結果を比較 | [研究結果まとめ](RESEARCH_TAKEAWAYS.md), [180 件の結果表](docs/data/task_method_20_result_matrix.json) |
+| 1 サンプルを調べる | [1 episode ブラウザ](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [sample ファイルマップ](docs/data/raw_sample_files.json) |
+| 3 つの foundation pipeline を読む | [3 つの foundation pipeline](THREE_FOUNDATION_PIPELINES.md), [pipeline 契約データ](docs/data/three_foundation_pipelines.json) |
+| 再現・監査 | [再現ガイド](REPRODUCIBILITY.md), [証拠契約](EVIDENCE_CONTRACT.md) |
 
 ## 構造
 

README.ko.md

@@ -53,19 +53,19 @@
 
 방법 블록: Line 1은 task-head baselines(Minimal, Neural MLP)입니다. Line 2는 aligned baseline heads(metadata simple/NN, raw-feature simple/NN), Qwen3-Omni series(Qwen3-Omni v6 LoRA), Cosmos3 series(Cosmos3-Super Reasoner, Cosmos3-Nano Future Window)로 분리됩니다. Qwen3 v1-v6은 Line 2 내부의 LoRA/eval lineage이며 project evidence lines와 다릅니다. 20-task matrix는 v6을 사용하고 v5는 pinned prior release입니다. Cosmos3-Super Forward-Dynamics LoRA는 별도의 adapter/weights/results artifact로 공개되며 20-task matrix method row에는 포함되지 않습니다.
 
-입구: [`TWO_EVIDENCE_LINES.md`](TWO_EVIDENCE_LINES.md), [`two_evidence_lines.json`](docs/data/two_evidence_lines.json), [`task_method_20_result_matrix.json`](docs/data/task_method_20_result_matrix.json), [`two_evidence_line_result_summary.json`](docs/data/two_evidence_line_result_summary.json).
+입구: [두 증거 라인 가이드](TWO_EVIDENCE_LINES.md), [두 라인 데이터](docs/data/two_evidence_lines.json), [180개 결과 표](docs/data/task_method_20_result_matrix.json), [두 라인 결과 요약](docs/data/two_evidence_line_result_summary.json).
 
 ## 빠른 경로
 
 | 목표 | 시작점 |
 | --- | --- |
-| 프로젝트 빠르게 이해 | [PROJECT_BRIEF.md](PROJECT_BRIEF.md), [PROJECT_STATUS.md](PROJECT_STATUS.md) |
-| 공개 표면 선택 | [PUBLIC_READER_MAP.md](PUBLIC_READER_MAP.md) |
-| 20개 과제 확인 | [TASK_SUITE_20.md](TASK_SUITE_20.md), [task_suite_20.json](docs/data/task_suite_20.json) |
-| 결과 비교 | [RESEARCH_TAKEAWAYS.md](RESEARCH_TAKEAWAYS.md), [task_method_20_result_matrix.json](docs/data/task_method_20_result_matrix.json) |
-| 샘플 하나 검사 | [single_episode_explorer.html](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [raw_sample_files.json](docs/data/raw_sample_files.json) |
-| 세 foundation pipeline 읽기 | [THREE_FOUNDATION_PIPELINES.md](THREE_FOUNDATION_PIPELINES.md), [three_foundation_pipelines.json](docs/data/three_foundation_pipelines.json) |
-| 재현 및 감사 | [REPRODUCIBILITY.md](REPRODUCIBILITY.md), [EVIDENCE_CONTRACT.md](EVIDENCE_CONTRACT.md) |
+| 프로젝트 빠르게 이해 | [프로젝트 요약](PROJECT_BRIEF.md), [프로젝트 상태](PROJECT_STATUS.md) |
+| 공개 표면 선택 | [공개 리더 맵](PUBLIC_READER_MAP.md) |
+| 20개 과제 확인 | [20개 과제 가이드](TASK_SUITE_20.md), [과제 계약 데이터](docs/data/task_suite_20.json) |
+| 결과 비교 | [연구 결과 요약](RESEARCH_TAKEAWAYS.md), [180개 결과 표](docs/data/task_method_20_result_matrix.json) |
+| 샘플 하나 검사 | [단일 episode 브라우저](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [sample 파일 지도](docs/data/raw_sample_files.json) |
+| 세 foundation pipeline 읽기 | [세 foundation pipeline](THREE_FOUNDATION_PIPELINES.md), [pipeline 계약 데이터](docs/data/three_foundation_pipelines.json) |
+| 재현 및 감사 | [재현 가이드](REPRODUCIBILITY.md), [증거 계약](EVIDENCE_CONTRACT.md) |
 
 ## 구조
 

README.pt.md

@@ -53,19 +53,19 @@ Fórmula: 2 métodos de um episódio x 20 tarefas = 40; 7 métodos de 128 episó
 
 Blocos de métodos: a linha 1 contém task-head baselines (Minimal, Neural MLP). A linha 2 separa aligned baseline heads (metadata simple/NN, raw-feature simple/NN), a série Qwen3-Omni (Qwen3-Omni v6 LoRA) e a série Cosmos3 (Cosmos3-Super Reasoner, Cosmos3-Nano Future Window). Qwen3 v1-v6 é uma linhagem LoRA/eval interna à linha 2, não as evidence lines do projeto; a matriz de 20 tarefas usa v6 e v5 fica como pinned prior release. Cosmos3-Super Forward-Dynamics LoRA é publicado como adapter/pesos/resultados separado e não conta como linha de método na matriz de 20 tarefas.
 
-Entradas: [`TWO_EVIDENCE_LINES.md`](TWO_EVIDENCE_LINES.md), [`two_evidence_lines.json`](docs/data/two_evidence_lines.json), [`task_method_20_result_matrix.json`](docs/data/task_method_20_result_matrix.json), [`two_evidence_line_result_summary.json`](docs/data/two_evidence_line_result_summary.json).
+Entradas: [guia de duas linhas de evidencia](TWO_EVIDENCE_LINES.md), [dados das duas linhas](docs/data/two_evidence_lines.json), [tabela de 180 resultados](docs/data/task_method_20_result_matrix.json), [resumo de resultados das duas linhas](docs/data/two_evidence_line_result_summary.json).
 
 ## Rota Rápida
 
 | Objetivo | Entrada |
 | --- | --- |
-| Entender o projeto | [PROJECT_BRIEF.md](PROJECT_BRIEF.md), [PROJECT_STATUS.md](PROJECT_STATUS.md) |
-| Escolher a superfície pública correta | [PUBLIC_READER_MAP.md](PUBLIC_READER_MAP.md) |
-| Ver as 20 tarefas | [TASK_SUITE_20.md](TASK_SUITE_20.md), [task_suite_20.json](docs/data/task_suite_20.json) |
-| Comparar resultados | [RESEARCH_TAKEAWAYS.md](RESEARCH_TAKEAWAYS.md), [task_method_20_result_matrix.json](docs/data/task_method_20_result_matrix.json) |
-| Inspecionar uma amostra | [single_episode_explorer.html](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [raw_sample_files.json](docs/data/raw_sample_files.json) |
-| Ler as três pipelines foundation | [THREE_FOUNDATION_PIPELINES.md](THREE_FOUNDATION_PIPELINES.md), [three_foundation_pipelines.json](docs/data/three_foundation_pipelines.json) |
-| Reproduzir ou auditar | [REPRODUCIBILITY.md](REPRODUCIBILITY.md), [EVIDENCE_CONTRACT.md](EVIDENCE_CONTRACT.md) |
+| Entender o projeto | [resumo do projeto](PROJECT_BRIEF.md), [status do projeto](PROJECT_STATUS.md) |
+| Escolher a superfície pública correta | [mapa publico de leitura](PUBLIC_READER_MAP.md) |
+| Ver as 20 tarefas | [guia das 20 tarefas](TASK_SUITE_20.md), [dados dos contratos de tarefa](docs/data/task_suite_20.json) |
+| Comparar resultados | [conclusões de pesquisa](RESEARCH_TAKEAWAYS.md), [tabela de 180 resultados](docs/data/task_method_20_result_matrix.json) |
+| Inspecionar uma amostra | [explorador de um episódio](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [mapa dos arquivos de amostra](docs/data/raw_sample_files.json) |
+| Ler as três pipelines foundation | [três pipelines foundation](THREE_FOUNDATION_PIPELINES.md), [dados dos contratos de pipeline](docs/data/three_foundation_pipelines.json) |
+| Reproduzir ou auditar | [guia de reprodutibilidade](REPRODUCIBILITY.md), [contrato de evidencia](EVIDENCE_CONTRACT.md) |
 
 ## Estrutura
 

README.zh.md

@@ -53,19 +53,19 @@
 
 方法块：Line 1 是 task-head baselines（Minimal、Neural MLP）。Line 2 分成 aligned baseline heads（metadata simple/NN、raw-feature simple/NN）、Qwen3-Omni series（Qwen3-Omni v6 LoRA）和 Cosmos3 series（Cosmos3-Super Reasoner、Cosmos3-Nano Future Window）。Qwen3 run v1-v6 是 Line 2 内部的 LoRA/评估演进线，不是项目的 evidence lines；20-task matrix 使用 v6，v5 是 pinned prior release。Cosmos3-Super Forward-Dynamics LoRA 是单独发布的 adapter 权重/结果，不计入 20-task matrix method row。
 
-入口：[`TWO_EVIDENCE_LINES.md`](TWO_EVIDENCE_LINES.md)、[`two_evidence_lines.json`](docs/data/two_evidence_lines.json)、[`task_method_20_result_matrix.json`](docs/data/task_method_20_result_matrix.json)、[`two_evidence_line_result_summary.json`](docs/data/two_evidence_line_result_summary.json)。
+入口：[双证据线说明](TWO_EVIDENCE_LINES.md)、[双证据线数据](docs/data/two_evidence_lines.json)、[180 条结果表](docs/data/task_method_20_result_matrix.json)、[双线结果摘要](docs/data/two_evidence_line_result_summary.json)。
 
 ## 快速入口
 
 | 目标 | 入口 |
 | --- | --- |
-| 快速理解项目 | [PROJECT_BRIEF.md](PROJECT_BRIEF.md), [PROJECT_STATUS.md](PROJECT_STATUS.md) |
-| 选择 GitHub / 网页 / HF 的正确入口 | [PUBLIC_READER_MAP.md](PUBLIC_READER_MAP.md) |
-| 查看 20 个任务定义 | [TASK_SUITE_20.md](TASK_SUITE_20.md), [task_suite_20.json](docs/data/task_suite_20.json) |
-| 比较结果 | [RESEARCH_TAKEAWAYS.md](RESEARCH_TAKEAWAYS.md), [task_method_20_result_matrix.json](docs/data/task_method_20_result_matrix.json) |
-| 查看一个 sample 的全部文件关系 | [single_episode_explorer.html](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [raw_sample_files.json](docs/data/raw_sample_files.json) |
-| 阅读三个基础模型方向 | [THREE_FOUNDATION_PIPELINES.md](THREE_FOUNDATION_PIPELINES.md), [three_foundation_pipelines.json](docs/data/three_foundation_pipelines.json) |
-| 复现与审计 | [REPRODUCIBILITY.md](REPRODUCIBILITY.md), [EVIDENCE_CONTRACT.md](EVIDENCE_CONTRACT.md) |
+| 快速理解项目 | [项目简报](PROJECT_BRIEF.md), [项目状态](PROJECT_STATUS.md) |
+| 选择 GitHub / 网页 / HF 的正确入口 | [公共阅读地图](PUBLIC_READER_MAP.md) |
+| 查看 20 个任务定义 | [20 任务指南](TASK_SUITE_20.md), [任务契约数据](docs/data/task_suite_20.json) |
+| 比较结果 | [研究结论](RESEARCH_TAKEAWAYS.md), [180 条结果表](docs/data/task_method_20_result_matrix.json) |
+| 查看一个 sample 的全部文件关系 | [单 episode 浏览器](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [sample 文件地图](docs/data/raw_sample_files.json) |
+| 阅读三个基础模型方向 | [三条基础模型 pipeline](THREE_FOUNDATION_PIPELINES.md), [pipeline 契约数据](docs/data/three_foundation_pipelines.json) |
+| 复现与审计 | [复现指南](REPRODUCIBILITY.md), [证据契约](EVIDENCE_CONTRACT.md) |
 
 ## 核心结构
 

data/artifact_index.json

@@ -1,6 +1,6 @@
 {
   "title": "Ropedia Xperience-10M Task Suite Artifact Index",
-  "generated_at_utc": "2026-06-22T23:23:56+00:00",
+  "generated_at_utc": "2026-06-23T00:20:39+00:00",
   "status": "pass",
   "artifact_count": 228,
   "missing": [],
@@ -632,7 +632,7 @@
       "shows": "Machine-readable source-alignment pass/fail check for repo, website, and HF surfaces.",
       "exists": true,
       "bytes": 4432,
-      "sha256": "3d4d51f1d18623217bfadd89f9aeaa3497f99d5e60b5743262249559a020179e"
+      "sha256": "682e94bd7cb2d5455b4ac782414ccf5f5b35ca094ae5e332f5b6f01dc41b26e2"
     },
     {
       "id": "source_alignment_validator",
@@ -1182,7 +1182,7 @@
       "shows": "Machine-readable release-check summary for validators, mirrors, and public project surfaces.",
       "exists": true,
       "bytes": 8640,
-      "sha256": "cf6694f3ffb8e5fef261f32e63503121a3837d6a49375be410b3057263c21b99"
+      "sha256": "bd8ce2d14b03c39470970da5edd688c3e0a410f89bf5c5a53f521c7e77eba5e3"
     },
     {
       "id": "public_surface_qa",
@@ -1318,8 +1318,8 @@
       "surface": "repo",
       "shows": "Fetches the published GitHub/HF URLs and compares live hashes and public-card markers against the release assets.",
       "exists": true,
-      "bytes": 69123,
-      "sha256": "a96d0a95ea1da54fb8b6a95b2c91d4a067eef8358d825c44d919e66d78ecb8f7"
+      "bytes": 69735,
+      "sha256": "cfdbdc73ba095f1bc80eb0459962071065273320e25b73c19975e919d37b3add"
     },
     {
       "id": "reproducibility_contract",

data/public_surface_qa.json

@@ -1,7 +1,7 @@
 {
   "title": "Ropedia Xperience-10M Public Project Surface",
   "status": "pass",
-  "generated_at_utc": "2026-06-22T23:23:20+00:00",
+  "generated_at_utc": "2026-06-23T00:20:38+00:00",
   "scope": "Repo README, GitHub Pages HTML, Hugging Face Space card, artifact dataset card, and model card.",
   "checks": [
     {
@@ -18,7 +18,7 @@
         "website_integrity": {
           "exists": true,
           "status": "pass",
-          "generated_at_utc": "2026-06-22T23:21:49+00:00"
+          "generated_at_utc": "2026-06-23T00:20:03+00:00"
         },
         "rendered_site_check": {
           "exists": true,
@@ -28,12 +28,12 @@
         "task_surface_integrity": {
           "exists": true,
           "status": "pass",
-          "generated_at_utc": "2026-06-22T23:22:25+00:00"
+          "generated_at_utc": "2026-06-23T00:20:01+00:00"
         },
         "source_alignment": {
           "exists": true,
           "status": "pass",
-          "generated_at_utc": "2026-06-22T23:22:08+00:00"
+          "generated_at_utc": "2026-06-23T00:20:01+00:00"
         },
         "scale_up_status": {
           "exists": true,
@@ -43,12 +43,12 @@
         "publication_package": {
           "exists": true,
           "status": "pass",
-          "generated_at_utc": "2026-06-22T23:23:03+00:00"
+          "generated_at_utc": "2026-06-23T00:20:20+00:00"
         },
         "mirror_parity": {
           "exists": true,
           "status": "pass",
-          "generated_at_utc": "2026-06-22T22:57:51+00:00"
+          "generated_at_utc": "2026-06-22T23:51:00+00:00"
         }
       },
       "failures": {}
@@ -131,14 +131,14 @@
         "data/public_surface_qa.json": 4,
         "data/research_roadmap.json": 12,
         "data/task_suite_enhancement_128.json": 22,
-        "data/task_suite_20.json": 37,
+        "data/task_suite_20.json": 36,
         "data/two_evidence_lines.json": 5,
         "data/two_evidence_line_result_summary.json": 10,
-        "data/unified_task_model_radar.json": 23,
-        "data/single_episode_task_model_radar.json": 16,
-        "data/episode128_task_model_radar.json": 15,
-        "data/task_method_20_result_matrix.json": 29,
-        "data/task_method_20_gap_audit.json": 24,
+        "data/unified_task_model_radar.json": 22,
+        "data/single_episode_task_model_radar.json": 15,
+        "data/episode128_task_model_radar.json": 14,
+        "data/task_method_20_result_matrix.json": 28,
+        "data/task_method_20_gap_audit.json": 23,
         "data/language_versions.json": 3,
         "assets/charts/two_evidence_line_map.svg": 5,
         "assets/charts/unified_task_model_radar.svg": 19,

data/publication_audit.json

@@ -1,6 +1,6 @@
 {
   "status": "pass",
-  "generated_at_utc": "2026-06-22T23:23:03+00:00",
+  "generated_at_utc": "2026-06-23T00:20:20+00:00",
   "checks": [
     {
       "name": "required_publication_assets_present",

data/quality_gates.json

@@ -1,7 +1,7 @@
 {
   "title": "Ropedia Xperience-10M Release Checks",
   "status": "pass",
-  "generated_at_utc": "2026-06-22T23:23:38+00:00",
+  "generated_at_utc": "2026-06-23T00:20:38+00:00",
   "rule": "A release is current when the automated reports pass and the live GitHub/Hugging Face mirrors are verified after publishing.",
   "automated_gates": [
     {

data/source_alignment_audit.json

@@ -1,7 +1,7 @@
 {
   "title": "Ropedia Xperience-10M Source Alignment Note",
   "status": "pass",
-  "generated_at_utc": "2026-06-22T23:22:08+00:00",
+  "generated_at_utc": "2026-06-23T00:20:01+00:00",
   "alignment_json": "docs/data/xperience10m_dataset_card_alignment.json",
   "alignment_summary": {
     "full_dataset_repo": "ropedia-ai/xperience-10m",

data/task_surface_integrity.json

@@ -1,6 +1,6 @@
 {
   "status": "pass",
-  "generated_at_utc": "2026-06-22T23:22:25+00:00",
+  "generated_at_utc": "2026-06-23T00:20:01+00:00",
   "summary": {
     "original_walkthrough_task_count": 12,
     "expected_original_walkthrough_task_count": 12,

data/website_integrity.json

@@ -1,6 +1,6 @@
 {
   "status": "pass",
-  "generated_at_utc": "2026-06-22T23:21:49+00:00",
+  "generated_at_utc": "2026-06-23T00:20:03+00:00",
   "docs_root": "docs",
   "site_base": "/ropedia-xperience-10m-task-suite/",
   "summary": {
@@ -80,8 +80,8 @@
       "name": "project_overview_precedes_progress_ledger",
       "status": "pass",
       "reason": "The project overview should appear before the deeper progress ledger.",
-      "overview_index": 184628,
-      "evidence_index": 243036
+      "overview_index": 185801,
+      "evidence_index": 244209
     },
     {
       "name": "project_status_links_json",
@@ -159,9 +159,9 @@
       "name": "evaluation_protocol_between_overview_and_progress",
       "status": "pass",
       "reason": "The evaluation protocol should appear before the deeper evidence ledger.",
-      "overview_index": 184628,
-      "protocol_index": 239241,
-      "evidence_index": 243036
+      "overview_index": 185801,
+      "protocol_index": 240414,
+      "evidence_index": 244209
     },
     {
       "name": "evaluation_protocol_links_json",

docs/data/artifact_index.json

@@ -1,6 +1,6 @@
 {
   "title": "Ropedia Xperience-10M Task Suite Artifact Index",
-  "generated_at_utc": "2026-06-22T23:23:56+00:00",
+  "generated_at_utc": "2026-06-23T00:20:39+00:00",
   "status": "pass",
   "artifact_count": 228,
   "missing": [],
@@ -632,7 +632,7 @@
       "shows": "Machine-readable source-alignment pass/fail check for repo, website, and HF surfaces.",
       "exists": true,
       "bytes": 4432,
-      "sha256": "3d4d51f1d18623217bfadd89f9aeaa3497f99d5e60b5743262249559a020179e"
+      "sha256": "682e94bd7cb2d5455b4ac782414ccf5f5b35ca094ae5e332f5b6f01dc41b26e2"
     },
     {
       "id": "source_alignment_validator",
@@ -1182,7 +1182,7 @@
       "shows": "Machine-readable release-check summary for validators, mirrors, and public project surfaces.",
       "exists": true,
       "bytes": 8640,
-      "sha256": "cf6694f3ffb8e5fef261f32e63503121a3837d6a49375be410b3057263c21b99"
+      "sha256": "bd8ce2d14b03c39470970da5edd688c3e0a410f89bf5c5a53f521c7e77eba5e3"
     },
     {
       "id": "public_surface_qa",
@@ -1318,8 +1318,8 @@
       "surface": "repo",
       "shows": "Fetches the published GitHub/HF URLs and compares live hashes and public-card markers against the release assets.",
       "exists": true,
-      "bytes": 69123,
-      "sha256": "a96d0a95ea1da54fb8b6a95b2c91d4a067eef8358d825c44d919e66d78ecb8f7"
+      "bytes": 69735,
+      "sha256": "cfdbdc73ba095f1bc80eb0459962071065273320e25b73c19975e919d37b3add"
     },
     {
       "id": "reproducibility_contract",

docs/data/public_surface_qa.json

@@ -1,7 +1,7 @@
 {
   "title": "Ropedia Xperience-10M Public Project Surface",
   "status": "pass",
-  "generated_at_utc": "2026-06-22T23:23:20+00:00",
+  "generated_at_utc": "2026-06-23T00:20:38+00:00",
   "scope": "Repo README, GitHub Pages HTML, Hugging Face Space card, artifact dataset card, and model card.",
   "checks": [
     {
@@ -18,7 +18,7 @@
         "website_integrity": {
           "exists": true,
           "status": "pass",
-          "generated_at_utc": "2026-06-22T23:21:49+00:00"
+          "generated_at_utc": "2026-06-23T00:20:03+00:00"
         },
         "rendered_site_check": {
           "exists": true,
@@ -28,12 +28,12 @@
         "task_surface_integrity": {
           "exists": true,
           "status": "pass",
-          "generated_at_utc": "2026-06-22T23:22:25+00:00"
+          "generated_at_utc": "2026-06-23T00:20:01+00:00"
         },
         "source_alignment": {
           "exists": true,
           "status": "pass",
-          "generated_at_utc": "2026-06-22T23:22:08+00:00"
+          "generated_at_utc": "2026-06-23T00:20:01+00:00"
         },
         "scale_up_status": {
           "exists": true,
@@ -43,12 +43,12 @@
         "publication_package": {
           "exists": true,
           "status": "pass",
-          "generated_at_utc": "2026-06-22T23:23:03+00:00"
+          "generated_at_utc": "2026-06-23T00:20:20+00:00"
         },
         "mirror_parity": {
           "exists": true,
           "status": "pass",
-          "generated_at_utc": "2026-06-22T22:57:51+00:00"
+          "generated_at_utc": "2026-06-22T23:51:00+00:00"
         }
       },
       "failures": {}
@@ -131,14 +131,14 @@
         "data/public_surface_qa.json": 4,
         "data/research_roadmap.json": 12,
         "data/task_suite_enhancement_128.json": 22,
-        "data/task_suite_20.json": 37,
+        "data/task_suite_20.json": 36,
         "data/two_evidence_lines.json": 5,
         "data/two_evidence_line_result_summary.json": 10,
-        "data/unified_task_model_radar.json": 23,
-        "data/single_episode_task_model_radar.json": 16,
-        "data/episode128_task_model_radar.json": 15,
-        "data/task_method_20_result_matrix.json": 29,
-        "data/task_method_20_gap_audit.json": 24,
+        "data/unified_task_model_radar.json": 22,
+        "data/single_episode_task_model_radar.json": 15,
+        "data/episode128_task_model_radar.json": 14,
+        "data/task_method_20_result_matrix.json": 28,
+        "data/task_method_20_gap_audit.json": 23,
         "data/language_versions.json": 3,
         "assets/charts/two_evidence_line_map.svg": 5,
         "assets/charts/unified_task_model_radar.svg": 19,

docs/data/publication_audit.json

@@ -1,6 +1,6 @@
 {
   "status": "pass",
-  "generated_at_utc": "2026-06-22T23:23:03+00:00",
+  "generated_at_utc": "2026-06-23T00:20:20+00:00",
   "checks": [
     {
       "name": "required_publication_assets_present",

docs/data/quality_gates.json

@@ -1,7 +1,7 @@
 {
   "title": "Ropedia Xperience-10M Release Checks",
   "status": "pass",
-  "generated_at_utc": "2026-06-22T23:23:38+00:00",
+  "generated_at_utc": "2026-06-23T00:20:38+00:00",
   "rule": "A release is current when the automated reports pass and the live GitHub/Hugging Face mirrors are verified after publishing.",
   "automated_gates": [
     {

docs/data/source_alignment_audit.json

@@ -1,7 +1,7 @@
 {
   "title": "Ropedia Xperience-10M Source Alignment Note",
   "status": "pass",
-  "generated_at_utc": "2026-06-22T23:22:08+00:00",
+  "generated_at_utc": "2026-06-23T00:20:01+00:00",
   "alignment_json": "docs/data/xperience10m_dataset_card_alignment.json",
   "alignment_summary": {
     "full_dataset_repo": "ropedia-ai/xperience-10m",

docs/data/task_surface_integrity.json

@@ -1,6 +1,6 @@
 {
   "status": "pass",
-  "generated_at_utc": "2026-06-22T23:22:25+00:00",
+  "generated_at_utc": "2026-06-23T00:20:01+00:00",
   "summary": {
     "original_walkthrough_task_count": 12,
     "expected_original_walkthrough_task_count": 12,

docs/data/website_integrity.json

@@ -1,6 +1,6 @@
 {
   "status": "pass",
-  "generated_at_utc": "2026-06-22T23:21:49+00:00",
+  "generated_at_utc": "2026-06-23T00:20:03+00:00",
   "docs_root": "docs",
   "site_base": "/ropedia-xperience-10m-task-suite/",
   "summary": {
@@ -80,8 +80,8 @@
       "name": "project_overview_precedes_progress_ledger",
       "status": "pass",
       "reason": "The project overview should appear before the deeper progress ledger.",
-      "overview_index": 184628,
-      "evidence_index": 243036
+      "overview_index": 185801,
+      "evidence_index": 244209
     },
     {
       "name": "project_status_links_json",
@@ -159,9 +159,9 @@
       "name": "evaluation_protocol_between_overview_and_progress",
       "status": "pass",
       "reason": "The evaluation protocol should appear before the deeper evidence ledger.",
-      "overview_index": 184628,
-      "protocol_index": 239241,
-      "evidence_index": 243036
+      "overview_index": 185801,
+      "protocol_index": 240414,
+      "evidence_index": 244209
     },
     {
       "name": "evaluation_protocol_links_json",

docs/index.html

@@ -2139,6 +2139,46 @@
       font-size: 13px;
       line-height: 1.48;
     }
+    .result-citation-banner {
+      display: grid;
+      grid-template-columns: auto minmax(0, 1fr);
+      gap: 14px;
+      align-items: start;
+      margin: 20px 0 18px;
+      border: 1px solid rgba(155, 184, 255, 0.28);
+      border-radius: var(--radius);
+      background:
+        radial-gradient(circle at 8% 0%, rgba(155, 184, 255, 0.16), transparent 36%),
+        linear-gradient(180deg, rgba(155, 184, 255, 0.08), rgba(2, 5, 2, 0.74));
+      padding: 16px;
+    }
+    .result-citation-banner span {
+      width: 42px;
+      height: 42px;
+      display: inline-flex;
+      align-items: center;
+      justify-content: center;
+      border: 1px solid rgba(155, 184, 255, 0.34);
+      border-radius: 10px;
+      background: rgba(155, 184, 255, 0.10);
+      color: #c9d7ff;
+      font-family: var(--font-mono);
+      font-size: 16px;
+      font-weight: 900;
+    }
+    .result-citation-banner strong {
+      display: block;
+      color: var(--ink);
+      font-family: var(--font-ui);
+      font-size: 18px;
+      line-height: 1.15;
+    }
+    .result-citation-banner p {
+      margin: 6px 0 0;
+      color: var(--muted);
+      font-size: 13px;
+      line-height: 1.5;
+    }
     .citation-ledger {
       margin-top: 8px;
     }
@@ -7639,6 +7679,13 @@
           <a href="#neural">Neural heads</a>
           <a href="#diagnostics">Diagnostic charts</a>
         </nav>
+        <div class="result-citation-banner" role="note" aria-label="Result citation rule">
+          <span>i</span>
+          <div>
+            <strong>Cite raw metric values; use radar values only as visual summaries.</strong>
+            <p>The raw value keeps the task metric and scale, such as macro-F1, MRR, MAE, or R2. The normalized radar value is a 0-1 plotting transform for comparing shapes across tasks.</p>
+          </div>
+        </div>
         <div class="result-rules-panel" aria-label="Result reading rules">
           <article>
             <small>cite this</small>

index.html

@@ -2139,6 +2139,46 @@
       font-size: 13px;
       line-height: 1.48;
     }
+    .result-citation-banner {
+      display: grid;
+      grid-template-columns: auto minmax(0, 1fr);
+      gap: 14px;
+      align-items: start;
+      margin: 20px 0 18px;
+      border: 1px solid rgba(155, 184, 255, 0.28);
+      border-radius: var(--radius);
+      background:
+        radial-gradient(circle at 8% 0%, rgba(155, 184, 255, 0.16), transparent 36%),
+        linear-gradient(180deg, rgba(155, 184, 255, 0.08), rgba(2, 5, 2, 0.74));
+      padding: 16px;
+    }
+    .result-citation-banner span {
+      width: 42px;
+      height: 42px;
+      display: inline-flex;
+      align-items: center;
+      justify-content: center;
+      border: 1px solid rgba(155, 184, 255, 0.34);
+      border-radius: 10px;
+      background: rgba(155, 184, 255, 0.10);
+      color: #c9d7ff;
+      font-family: var(--font-mono);
+      font-size: 16px;
+      font-weight: 900;
+    }
+    .result-citation-banner strong {
+      display: block;
+      color: var(--ink);
+      font-family: var(--font-ui);
+      font-size: 18px;
+      line-height: 1.15;
+    }
+    .result-citation-banner p {
+      margin: 6px 0 0;
+      color: var(--muted);
+      font-size: 13px;
+      line-height: 1.5;
+    }
     .citation-ledger {
       margin-top: 8px;
     }
@@ -7639,6 +7679,13 @@
           <a href="#neural">Neural heads</a>
           <a href="#diagnostics">Diagnostic charts</a>
         </nav>
+        <div class="result-citation-banner" role="note" aria-label="Result citation rule">
+          <span>i</span>
+          <div>
+            <strong>Cite raw metric values; use radar values only as visual summaries.</strong>
+            <p>The raw value keeps the task metric and scale, such as macro-F1, MRR, MAE, or R2. The normalized radar value is a 0-1 plotting transform for comparing shapes across tasks.</p>
+          </div>
+        </div>
         <div class="result-rules-panel" aria-label="Result reading rules">
           <article>
             <small>cite this</small>

scripts/build_multilingual_public_readmes.py

@@ -147,7 +147,7 @@ The multilingual README files are reader guides. The canonical technical evidenc
 
 ## Public Structure: 20 Tasks / 4 Directions / 3 Pipelines
 
-Read the project as three layers. The **20 tasks** are the scored benchmark contracts. The **4 directions** are reader-facing research groupings over those same tasks. The **3 foundation pipelines** are training recipes that reuse the same modalities, windows, and task targets. They are related, but they are not three competing task sets.
+Read the project as three layers. The **20 tasks** are the scored benchmark contracts. The **4 directions** are reader-facing research groupings over those same tasks. The **3 foundation pipelines** are training recipes that reuse the same modalities, windows, and task targets. Use them in that order when reading the project.
 
 Reader rule: if it has a metric, it is a **task**; if it explains what the evidence studies, it is a **direction**; if it describes model inputs and training targets, it is a **pipeline**.
 
@@ -343,32 +343,32 @@ Result entry points:
     <tr>
       <td><strong>Choose the public surface</strong></td>
       <td><a href="PUBLIC_READER_MAP.md">Public reader map</a></td>
-      <td><a href="docs/data/public_reader_map.json">public_reader_map.json</a></td>
+      <td><a href="docs/data/public_reader_map.json">reader-map data</a></td>
     </tr>
     <tr>
       <td><strong>Decode project terms</strong></td>
       <td><a href="GLOSSARY.md">Glossary</a></td>
-      <td><a href="docs/data/glossary.json">glossary.json</a></td>
+      <td><a href="docs/data/glossary.json">glossary data</a></td>
     </tr>
     <tr>
       <td><strong>Inspect the 20 tasks</strong></td>
-      <td><a href="TASK_SUITE_20.md">TASK_SUITE_20.md</a></td>
-      <td><a href="docs/data/task_suite_20.json">task_suite_20.json</a><br><a href="results/episode_task_suite/task_walkthroughs/">task walkthroughs</a></td>
+      <td><a href="TASK_SUITE_20.md">20-task guide</a></td>
+      <td><a href="docs/data/task_suite_20.json">task contract data</a><br><a href="results/episode_task_suite/task_walkthroughs/">task walkthroughs</a></td>
     </tr>
     <tr>
       <td><strong>Compare results</strong></td>
       <td><a href="RESEARCH_TAKEAWAYS.md">Research takeaways</a></td>
-      <td><a href="docs/data/two_evidence_line_result_summary.json">two-line result summary</a><br><a href="docs/data/task_method_20_result_matrix.json">20-result matrix</a><br><a href="docs/data/unified_task_model_radar.json">radar JSON</a><br><a href="docs/data/task_method_20_gap_audit.json">score/proxy audit</a></td>
+      <td><a href="docs/data/two_evidence_line_result_summary.json">two-line result summary</a><br><a href="docs/data/task_method_20_result_matrix.json">180-record result table</a><br><a href="docs/data/unified_task_model_radar.json">radar data</a><br><a href="docs/data/task_method_20_gap_audit.json">score/proxy audit</a></td>
     </tr>
     <tr>
       <td><strong>Understand one sample</strong></td>
       <td><a href="https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html">Single-episode explorer</a></td>
-      <td><a href="docs/data/raw_sample_files.json">raw sample file map</a><br><a href="results/episode_task_suite/feature_manifest.json">feature manifest</a></td>
+      <td><a href="docs/data/raw_sample_files.json">sample-file map</a><br><a href="results/episode_task_suite/feature_manifest.json">feature manifest</a></td>
     </tr>
     <tr>
       <td><strong>Read foundation directions</strong></td>
       <td><a href="THREE_FOUNDATION_PIPELINES.md">Three foundation pipelines</a></td>
-      <td><a href="docs/data/three_foundation_pipelines.json">three_foundation_pipelines.json</a><br><a href="FOUNDATION_MODEL_PLAN.md">foundation model plan</a></td>
+      <td><a href="docs/data/three_foundation_pipelines.json">pipeline contract data</a><br><a href="FOUNDATION_MODEL_PLAN.md">foundation model plan</a></td>
     </tr>
     <tr>
       <td><strong>Reproduce or audit</strong></td>
@@ -403,19 +403,19 @@ LANGUAGE_GUIDES = {
 
 方法块：Line 1 是 task-head baselines（Minimal、Neural MLP）。Line 2 分成 aligned baseline heads（metadata simple/NN、raw-feature simple/NN）、Qwen3-Omni series（Qwen3-Omni v6 LoRA）和 Cosmos3 series（Cosmos3-Super Reasoner、Cosmos3-Nano Future Window）。Qwen3 run v1-v6 是 Line 2 内部的 LoRA/评估演进线，不是项目的 evidence lines；20-task matrix 使用 v6，v5 是 pinned prior release。Cosmos3-Super Forward-Dynamics LoRA 是单独发布的 adapter 权重/结果，不计入 20-task matrix method row。
 
-入口：[`TWO_EVIDENCE_LINES.md`](TWO_EVIDENCE_LINES.md)、[`two_evidence_lines.json`](docs/data/two_evidence_lines.json)、[`task_method_20_result_matrix.json`](docs/data/task_method_20_result_matrix.json)、[`two_evidence_line_result_summary.json`](docs/data/two_evidence_line_result_summary.json)。
+入口：[双证据线说明](TWO_EVIDENCE_LINES.md)、[双证据线数据](docs/data/two_evidence_lines.json)、[180 条结果表](docs/data/task_method_20_result_matrix.json)、[双线结果摘要](docs/data/two_evidence_line_result_summary.json)。
 
 ## 快速入口
 
 | 目标 | 入口 |
 | --- | --- |
-| 快速理解项目 | [PROJECT_BRIEF.md](PROJECT_BRIEF.md), [PROJECT_STATUS.md](PROJECT_STATUS.md) |
-| 选择 GitHub / 网页 / HF 的正确入口 | [PUBLIC_READER_MAP.md](PUBLIC_READER_MAP.md) |
-| 查看 20 个任务定义 | [TASK_SUITE_20.md](TASK_SUITE_20.md), [task_suite_20.json](docs/data/task_suite_20.json) |
-| 比较结果 | [RESEARCH_TAKEAWAYS.md](RESEARCH_TAKEAWAYS.md), [task_method_20_result_matrix.json](docs/data/task_method_20_result_matrix.json) |
-| 查看一个 sample 的全部文件关系 | [single_episode_explorer.html](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [raw_sample_files.json](docs/data/raw_sample_files.json) |
-| 阅读三个基础模型方向 | [THREE_FOUNDATION_PIPELINES.md](THREE_FOUNDATION_PIPELINES.md), [three_foundation_pipelines.json](docs/data/three_foundation_pipelines.json) |
-| 复现与审计 | [REPRODUCIBILITY.md](REPRODUCIBILITY.md), [EVIDENCE_CONTRACT.md](EVIDENCE_CONTRACT.md) |
+| 快速理解项目 | [项目简报](PROJECT_BRIEF.md), [项目状态](PROJECT_STATUS.md) |
+| 选择 GitHub / 网页 / HF 的正确入口 | [公共阅读地图](PUBLIC_READER_MAP.md) |
+| 查看 20 个任务定义 | [20 任务指南](TASK_SUITE_20.md), [任务契约数据](docs/data/task_suite_20.json) |
+| 比较结果 | [研究结论](RESEARCH_TAKEAWAYS.md), [180 条结果表](docs/data/task_method_20_result_matrix.json) |
+| 查看一个 sample 的全部文件关系 | [单 episode 浏览器](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [sample 文件地图](docs/data/raw_sample_files.json) |
+| 阅读三个基础模型方向 | [三条基础模型 pipeline](THREE_FOUNDATION_PIPELINES.md), [pipeline 契约数据](docs/data/three_foundation_pipelines.json) |
+| 复现与审计 | [复现指南](REPRODUCIBILITY.md), [证据契约](EVIDENCE_CONTRACT.md) |
 
 ## 核心结构
 
@@ -452,19 +452,19 @@ Fórmula: 2 métodos de un episodio x 20 tareas = 40; 7 métodos de 128 episodio
 
 Bloques de métodos: la línea 1 contiene task-head baselines (Minimal, Neural MLP). La línea 2 separa aligned baseline heads (metadata simple/NN, raw-feature simple/NN), la serie Qwen3-Omni (Qwen3-Omni v6 LoRA) y la serie Cosmos3 (Cosmos3-Super Reasoner, Cosmos3-Nano Future Window). Qwen3 v1-v6 es una línea interna de evolución LoRA/evaluación dentro de la línea 2, no las evidence lines del proyecto; la matriz de 20 tareas usa v6 y v5 queda como pinned prior release. Cosmos3-Super Forward-Dynamics LoRA se publica como adapter/pesos/resultados aparte y no cuenta como fila de método en la matriz de 20 tareas.
 
-Entradas: [`TWO_EVIDENCE_LINES.md`](TWO_EVIDENCE_LINES.md), [`two_evidence_lines.json`](docs/data/two_evidence_lines.json), [`task_method_20_result_matrix.json`](docs/data/task_method_20_result_matrix.json), [`two_evidence_line_result_summary.json`](docs/data/two_evidence_line_result_summary.json).
+Entradas: [guia de dos lineas de evidencia](TWO_EVIDENCE_LINES.md), [datos de dos lineas](docs/data/two_evidence_lines.json), [tabla de 180 resultados](docs/data/task_method_20_result_matrix.json), [resumen de resultados de dos lineas](docs/data/two_evidence_line_result_summary.json).
 
 ## Ruta Rápida
 
 | Objetivo | Entrada |
 | --- | --- |
-| Entender el proyecto | [PROJECT_BRIEF.md](PROJECT_BRIEF.md), [PROJECT_STATUS.md](PROJECT_STATUS.md) |
-| Elegir la superficie correcta | [PUBLIC_READER_MAP.md](PUBLIC_READER_MAP.md) |
-| Ver las 20 tareas | [TASK_SUITE_20.md](TASK_SUITE_20.md), [task_suite_20.json](docs/data/task_suite_20.json) |
-| Comparar resultados | [RESEARCH_TAKEAWAYS.md](RESEARCH_TAKEAWAYS.md), [task_method_20_result_matrix.json](docs/data/task_method_20_result_matrix.json) |
-| Inspeccionar una muestra | [single_episode_explorer.html](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [raw_sample_files.json](docs/data/raw_sample_files.json) |
-| Leer las tres direcciones foundation | [THREE_FOUNDATION_PIPELINES.md](THREE_FOUNDATION_PIPELINES.md), [three_foundation_pipelines.json](docs/data/three_foundation_pipelines.json) |
-| Reproducir o auditar | [REPRODUCIBILITY.md](REPRODUCIBILITY.md), [EVIDENCE_CONTRACT.md](EVIDENCE_CONTRACT.md) |
+| Entender el proyecto | [resumen del proyecto](PROJECT_BRIEF.md), [estado del proyecto](PROJECT_STATUS.md) |
+| Elegir la superficie correcta | [mapa publico de lectura](PUBLIC_READER_MAP.md) |
+| Ver las 20 tareas | [guia de 20 tareas](TASK_SUITE_20.md), [datos de contratos de tarea](docs/data/task_suite_20.json) |
+| Comparar resultados | [conclusiones de investigacion](RESEARCH_TAKEAWAYS.md), [tabla de 180 resultados](docs/data/task_method_20_result_matrix.json) |
+| Inspeccionar una muestra | [explorador de un episodio](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [mapa de archivos de muestra](docs/data/raw_sample_files.json) |
+| Leer las tres direcciones foundation | [tres pipelines foundation](THREE_FOUNDATION_PIPELINES.md), [datos de contratos de pipeline](docs/data/three_foundation_pipelines.json) |
+| Reproducir o auditar | [guia de reproducibilidad](REPRODUCIBILITY.md), [contrato de evidencia](EVIDENCE_CONTRACT.md) |
 
 ## Estructura
 
@@ -501,19 +501,19 @@ Formule : 2 méthodes sur 1 épisode x 20 tâches = 40; 7 méthodes sur 128 épi
 
 Blocs de méthodes : la ligne 1 contient les task-head baselines (Minimal, Neural MLP). La ligne 2 sépare les aligned baseline heads (metadata simple/NN, raw-feature simple/NN), la série Qwen3-Omni (Qwen3-Omni v6 LoRA) et la série Cosmos3 (Cosmos3-Super Reasoner, Cosmos3-Nano Future Window). Qwen3 v1-v6 est une lignée LoRA/évaluation interne à la ligne 2, pas les evidence lines du projet; la matrice 20 tâches utilise v6 et v5 reste le pinned prior release. Cosmos3-Super Forward-Dynamics LoRA est publié comme adapter/poids/résultats séparé et ne compte pas comme ligne de méthode dans la matrice 20 tâches.
 
-Entrées : [`TWO_EVIDENCE_LINES.md`](TWO_EVIDENCE_LINES.md), [`two_evidence_lines.json`](docs/data/two_evidence_lines.json), [`task_method_20_result_matrix.json`](docs/data/task_method_20_result_matrix.json), [`two_evidence_line_result_summary.json`](docs/data/two_evidence_line_result_summary.json).
+Entrées : [guide des deux lignes de preuve](TWO_EVIDENCE_LINES.md), [données des deux lignes](docs/data/two_evidence_lines.json), [table des 180 résultats](docs/data/task_method_20_result_matrix.json), [résumé des résultats par ligne](docs/data/two_evidence_line_result_summary.json).
 
 ## Parcours Rapide
 
 | Objectif | Point d'entrée |
 | --- | --- |
-| Comprendre le projet | [PROJECT_BRIEF.md](PROJECT_BRIEF.md), [PROJECT_STATUS.md](PROJECT_STATUS.md) |
-| Choisir la bonne surface publique | [PUBLIC_READER_MAP.md](PUBLIC_READER_MAP.md) |
-| Lire les 20 tâches | [TASK_SUITE_20.md](TASK_SUITE_20.md), [task_suite_20.json](docs/data/task_suite_20.json) |
-| Comparer les résultats | [RESEARCH_TAKEAWAYS.md](RESEARCH_TAKEAWAYS.md), [task_method_20_result_matrix.json](docs/data/task_method_20_result_matrix.json) |
-| Inspecter un sample | [single_episode_explorer.html](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [raw_sample_files.json](docs/data/raw_sample_files.json) |
-| Lire les trois pipelines foundation | [THREE_FOUNDATION_PIPELINES.md](THREE_FOUNDATION_PIPELINES.md), [three_foundation_pipelines.json](docs/data/three_foundation_pipelines.json) |
-| Reproduire et auditer | [REPRODUCIBILITY.md](REPRODUCIBILITY.md), [EVIDENCE_CONTRACT.md](EVIDENCE_CONTRACT.md) |
+| Comprendre le projet | [résumé du projet](PROJECT_BRIEF.md), [état du projet](PROJECT_STATUS.md) |
+| Choisir la bonne surface publique | [carte de lecture publique](PUBLIC_READER_MAP.md) |
+| Lire les 20 tâches | [guide des 20 tâches](TASK_SUITE_20.md), [données des contrats de tâche](docs/data/task_suite_20.json) |
+| Comparer les résultats | [conclusions de recherche](RESEARCH_TAKEAWAYS.md), [table des 180 résultats](docs/data/task_method_20_result_matrix.json) |
+| Inspecter un sample | [explorateur d'un épisode](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [carte des fichiers sample](docs/data/raw_sample_files.json) |
+| Lire les trois pipelines foundation | [trois pipelines foundation](THREE_FOUNDATION_PIPELINES.md), [données des contrats de pipeline](docs/data/three_foundation_pipelines.json) |
+| Reproduire et auditer | [guide de reproductibilité](REPRODUCIBILITY.md), [contrat de preuve](EVIDENCE_CONTRACT.md) |
 
 ## Structure
 
@@ -550,19 +550,19 @@ Formel: 2 Single-Episode-Methoden x 20 Aufgaben = 40; 7 128-Episode-Methoden x 2
 
 Methodenblöcke: Linie 1 enthält task-head baselines (Minimal, Neural MLP). Linie 2 trennt aligned baseline heads (metadata simple/NN, raw-feature simple/NN), die Qwen3-Omni series (Qwen3-Omni v6 LoRA) und die Cosmos3 series (Cosmos3-Super Reasoner, Cosmos3-Nano Future Window). Qwen3 v1-v6 ist eine LoRA-/Evaluationslinie innerhalb von Linie 2, nicht die evidence lines des Projekts; die 20-Task-Matrix nutzt v6 und v5 bleibt der pinned prior release. Cosmos3-Super Forward-Dynamics LoRA ist ein separat veröffentlichter Adapter/Gewichts-/Ergebnis-Artefakt und zählt nicht als Methodenreihe der 20-Task-Matrix.
 
-Einstieg: [`TWO_EVIDENCE_LINES.md`](TWO_EVIDENCE_LINES.md), [`two_evidence_lines.json`](docs/data/two_evidence_lines.json), [`task_method_20_result_matrix.json`](docs/data/task_method_20_result_matrix.json), [`two_evidence_line_result_summary.json`](docs/data/two_evidence_line_result_summary.json).
+Einstieg: [Leitfaden zu zwei Evidenzlinien](TWO_EVIDENCE_LINES.md), [Daten der zwei Evidenzlinien](docs/data/two_evidence_lines.json), [Tabelle mit 180 Ergebnissen](docs/data/task_method_20_result_matrix.json), [Ergebniszusammenfassung der zwei Linien](docs/data/two_evidence_line_result_summary.json).
 
 ## Schneller Einstieg
 
 | Ziel | Einstieg |
 | --- | --- |
-| Projekt verstehen | [PROJECT_BRIEF.md](PROJECT_BRIEF.md), [PROJECT_STATUS.md](PROJECT_STATUS.md) |
-| Richtige öffentliche Oberfläche wählen | [PUBLIC_READER_MAP.md](PUBLIC_READER_MAP.md) |
-| 20 Aufgaben prüfen | [TASK_SUITE_20.md](TASK_SUITE_20.md), [task_suite_20.json](docs/data/task_suite_20.json) |
-| Ergebnisse vergleichen | [RESEARCH_TAKEAWAYS.md](RESEARCH_TAKEAWAYS.md), [task_method_20_result_matrix.json](docs/data/task_method_20_result_matrix.json) |
-| Ein Sample untersuchen | [single_episode_explorer.html](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [raw_sample_files.json](docs/data/raw_sample_files.json) |
-| Drei Foundation-Pipelines lesen | [THREE_FOUNDATION_PIPELINES.md](THREE_FOUNDATION_PIPELINES.md), [three_foundation_pipelines.json](docs/data/three_foundation_pipelines.json) |
-| Reproduzieren oder auditieren | [REPRODUCIBILITY.md](REPRODUCIBILITY.md), [EVIDENCE_CONTRACT.md](EVIDENCE_CONTRACT.md) |
+| Projekt verstehen | [Projektbrief](PROJECT_BRIEF.md), [Projektstatus](PROJECT_STATUS.md) |
+| Richtige öffentliche Oberfläche wählen | [öffentliche Lesekarte](PUBLIC_READER_MAP.md) |
+| 20 Aufgaben prüfen | [20-Aufgaben-Leitfaden](TASK_SUITE_20.md), [Aufgabenvertragsdaten](docs/data/task_suite_20.json) |
+| Ergebnisse vergleichen | [Forschungsergebnisse](RESEARCH_TAKEAWAYS.md), [Tabelle mit 180 Ergebnissen](docs/data/task_method_20_result_matrix.json) |
+| Ein Sample untersuchen | [Ein-Episode-Explorer](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [Sample-Dateikarte](docs/data/raw_sample_files.json) |
+| Drei Foundation-Pipelines lesen | [drei Foundation-Pipelines](THREE_FOUNDATION_PIPELINES.md), [Pipeline-Vertragsdaten](docs/data/three_foundation_pipelines.json) |
+| Reproduzieren oder auditieren | [Reproduzierbarkeitsleitfaden](REPRODUCIBILITY.md), [Evidenzvertrag](EVIDENCE_CONTRACT.md) |
 
 ## Struktur
 
@@ -599,19 +599,19 @@ Dieses Projekt veröffentlicht nur abgeleitete Artefakte, Metriken, Figuren, Kar
 
 Method blocks: Line 1 は task-head baselines（Minimal、Neural MLP）。Line 2 は aligned baseline heads（metadata simple/NN、raw-feature simple/NN）、Qwen3-Omni series（Qwen3-Omni v6 LoRA）、Cosmos3 series（Cosmos3-Super Reasoner、Cosmos3-Nano Future Window）に分かれます。Qwen3 v1-v6 は Line 2 内の LoRA/eval lineage で、project evidence lines とは別です。20-task matrix は v6 を使い、v5 は pinned prior release です。Cosmos3-Super Forward-Dynamics LoRA は別の adapter/weights/results artifact として公開され、20-task matrix の method row には含めません。
 
-入口: [`TWO_EVIDENCE_LINES.md`](TWO_EVIDENCE_LINES.md)、[`two_evidence_lines.json`](docs/data/two_evidence_lines.json)、[`task_method_20_result_matrix.json`](docs/data/task_method_20_result_matrix.json)、[`two_evidence_line_result_summary.json`](docs/data/two_evidence_line_result_summary.json)。
+入口: [2 つの証拠ラインのガイド](TWO_EVIDENCE_LINES.md)、[2 ラインのデータ](docs/data/two_evidence_lines.json)、[180 件の結果表](docs/data/task_method_20_result_matrix.json)、[2 ライン結果サマリ](docs/data/two_evidence_line_result_summary.json)。
 
 ## クイックルート
 
 | 目的 | 入口 |
 | --- | --- |
-| プロジェクトを素早く理解 | [PROJECT_BRIEF.md](PROJECT_BRIEF.md), [PROJECT_STATUS.md](PROJECT_STATUS.md) |
-| 公開面を選ぶ | [PUBLIC_READER_MAP.md](PUBLIC_READER_MAP.md) |
-| 20 タスクを見る | [TASK_SUITE_20.md](TASK_SUITE_20.md), [task_suite_20.json](docs/data/task_suite_20.json) |
-| 結果を比較 | [RESEARCH_TAKEAWAYS.md](RESEARCH_TAKEAWAYS.md), [task_method_20_result_matrix.json](docs/data/task_method_20_result_matrix.json) |
-| 1 サンプルを調べる | [single_episode_explorer.html](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [raw_sample_files.json](docs/data/raw_sample_files.json) |
-| 3 つの foundation pipeline を読む | [THREE_FOUNDATION_PIPELINES.md](THREE_FOUNDATION_PIPELINES.md), [three_foundation_pipelines.json](docs/data/three_foundation_pipelines.json) |
-| 再現・監査 | [REPRODUCIBILITY.md](REPRODUCIBILITY.md), [EVIDENCE_CONTRACT.md](EVIDENCE_CONTRACT.md) |
+| プロジェクトを素早く理解 | [プロジェクト概要](PROJECT_BRIEF.md), [プロジェクト状態](PROJECT_STATUS.md) |
+| 公開面を選ぶ | [公開リーダーマップ](PUBLIC_READER_MAP.md) |
+| 20 タスクを見る | [20 タスクガイド](TASK_SUITE_20.md), [タスク契約データ](docs/data/task_suite_20.json) |
+| 結果を比較 | [研究結果まとめ](RESEARCH_TAKEAWAYS.md), [180 件の結果表](docs/data/task_method_20_result_matrix.json) |
+| 1 サンプルを調べる | [1 episode ブラウザ](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [sample ファイルマップ](docs/data/raw_sample_files.json) |
+| 3 つの foundation pipeline を読む | [3 つの foundation pipeline](THREE_FOUNDATION_PIPELINES.md), [pipeline ��約データ](docs/data/three_foundation_pipelines.json) |
+| 再現・監査 | [再現ガイド](REPRODUCIBILITY.md), [証拠契約](EVIDENCE_CONTRACT.md) |
 
 ## 構造
 
@@ -648,19 +648,19 @@ Method blocks: Line 1 は task-head baselines（Minimal、Neural MLP）。Line 2
 
 방법 블록: Line 1은 task-head baselines(Minimal, Neural MLP)입니다. Line 2는 aligned baseline heads(metadata simple/NN, raw-feature simple/NN), Qwen3-Omni series(Qwen3-Omni v6 LoRA), Cosmos3 series(Cosmos3-Super Reasoner, Cosmos3-Nano Future Window)로 분리됩니다. Qwen3 v1-v6은 Line 2 내부의 LoRA/eval lineage이며 project evidence lines와 다릅니다. 20-task matrix는 v6을 사용하고 v5는 pinned prior release입니다. Cosmos3-Super Forward-Dynamics LoRA는 별도의 adapter/weights/results artifact로 공개되며 20-task matrix method row에는 포함되지 않습니다.
 
-입구: [`TWO_EVIDENCE_LINES.md`](TWO_EVIDENCE_LINES.md), [`two_evidence_lines.json`](docs/data/two_evidence_lines.json), [`task_method_20_result_matrix.json`](docs/data/task_method_20_result_matrix.json), [`two_evidence_line_result_summary.json`](docs/data/two_evidence_line_result_summary.json).
+입구: [두 증거 라인 가이드](TWO_EVIDENCE_LINES.md), [두 라인 데이터](docs/data/two_evidence_lines.json), [180개 결과 표](docs/data/task_method_20_result_matrix.json), [두 라인 결과 요약](docs/data/two_evidence_line_result_summary.json).
 
 ## 빠른 경로
 
 | 목표 | 시작점 |
 | --- | --- |
-| 프로젝트 빠르게 이해 | [PROJECT_BRIEF.md](PROJECT_BRIEF.md), [PROJECT_STATUS.md](PROJECT_STATUS.md) |
-| 공개 표면 선택 | [PUBLIC_READER_MAP.md](PUBLIC_READER_MAP.md) |
-| 20개 과제 확인 | [TASK_SUITE_20.md](TASK_SUITE_20.md), [task_suite_20.json](docs/data/task_suite_20.json) |
-| 결과 비교 | [RESEARCH_TAKEAWAYS.md](RESEARCH_TAKEAWAYS.md), [task_method_20_result_matrix.json](docs/data/task_method_20_result_matrix.json) |
-| 샘플 하나 검사 | [single_episode_explorer.html](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [raw_sample_files.json](docs/data/raw_sample_files.json) |
-| 세 foundation pipeline 읽기 | [THREE_FOUNDATION_PIPELINES.md](THREE_FOUNDATION_PIPELINES.md), [three_foundation_pipelines.json](docs/data/three_foundation_pipelines.json) |
-| 재현 및 감사 | [REPRODUCIBILITY.md](REPRODUCIBILITY.md), [EVIDENCE_CONTRACT.md](EVIDENCE_CONTRACT.md) |
+| 프로젝트 빠르게 이해 | [프로젝트 요약](PROJECT_BRIEF.md), [프로젝트 상태](PROJECT_STATUS.md) |
+| 공개 표면 선택 | [공개 리더 맵](PUBLIC_READER_MAP.md) |
+| 20개 과제 확인 | [20개 과제 가이드](TASK_SUITE_20.md), [과제 계약 데이터](docs/data/task_suite_20.json) |
+| 결과 비교 | [연구 결과 요약](RESEARCH_TAKEAWAYS.md), [180개 결과 표](docs/data/task_method_20_result_matrix.json) |
+| 샘플 하나 검사 | [단일 episode 브라우저](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [sample 파일 지도](docs/data/raw_sample_files.json) |
+| 세 foundation pipeline 읽기 | [세 foundation pipeline](THREE_FOUNDATION_PIPELINES.md), [pipeline 계약 데이터](docs/data/three_foundation_pipelines.json) |
+| 재현 및 감사 | [재현 가이드](REPRODUCIBILITY.md), [증거 계약](EVIDENCE_CONTRACT.md) |
 
 ## 구조
 
@@ -697,19 +697,19 @@ Fórmula: 2 métodos de um episódio x 20 tarefas = 40; 7 métodos de 128 episó
 
 Blocos de métodos: a linha 1 contém task-head baselines (Minimal, Neural MLP). A linha 2 separa aligned baseline heads (metadata simple/NN, raw-feature simple/NN), a série Qwen3-Omni (Qwen3-Omni v6 LoRA) e a série Cosmos3 (Cosmos3-Super Reasoner, Cosmos3-Nano Future Window). Qwen3 v1-v6 é uma linhagem LoRA/eval interna à linha 2, não as evidence lines do projeto; a matriz de 20 tarefas usa v6 e v5 fica como pinned prior release. Cosmos3-Super Forward-Dynamics LoRA é publicado como adapter/pesos/resultados separado e não conta como linha de método na matriz de 20 tarefas.
 
-Entradas: [`TWO_EVIDENCE_LINES.md`](TWO_EVIDENCE_LINES.md), [`two_evidence_lines.json`](docs/data/two_evidence_lines.json), [`task_method_20_result_matrix.json`](docs/data/task_method_20_result_matrix.json), [`two_evidence_line_result_summary.json`](docs/data/two_evidence_line_result_summary.json).
+Entradas: [guia de duas linhas de evidencia](TWO_EVIDENCE_LINES.md), [dados das duas linhas](docs/data/two_evidence_lines.json), [tabela de 180 resultados](docs/data/task_method_20_result_matrix.json), [resumo de resultados das duas linhas](docs/data/two_evidence_line_result_summary.json).
 
 ## Rota Rápida
 
 | Objetivo | Entrada |
 | --- | --- |
-| Entender o projeto | [PROJECT_BRIEF.md](PROJECT_BRIEF.md), [PROJECT_STATUS.md](PROJECT_STATUS.md) |
-| Escolher a superfície pública correta | [PUBLIC_READER_MAP.md](PUBLIC_READER_MAP.md) |
-| Ver as 20 tarefas | [TASK_SUITE_20.md](TASK_SUITE_20.md), [task_suite_20.json](docs/data/task_suite_20.json) |
-| Comparar resultados | [RESEARCH_TAKEAWAYS.md](RESEARCH_TAKEAWAYS.md), [task_method_20_result_matrix.json](docs/data/task_method_20_result_matrix.json) |
-| Inspecionar uma amostra | [single_episode_explorer.html](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [raw_sample_files.json](docs/data/raw_sample_files.json) |
-| Ler as três pipelines foundation | [THREE_FOUNDATION_PIPELINES.md](THREE_FOUNDATION_PIPELINES.md), [three_foundation_pipelines.json](docs/data/three_foundation_pipelines.json) |
-| Reproduzir ou auditar | [REPRODUCIBILITY.md](REPRODUCIBILITY.md), [EVIDENCE_CONTRACT.md](EVIDENCE_CONTRACT.md) |
+| Entender o projeto | [resumo do projeto](PROJECT_BRIEF.md), [status do projeto](PROJECT_STATUS.md) |
+| Escolher a superfície pública correta | [mapa publico de leitura](PUBLIC_READER_MAP.md) |
+| Ver as 20 tarefas | [guia das 20 tarefas](TASK_SUITE_20.md), [dados dos contratos de tarefa](docs/data/task_suite_20.json) |
+| Comparar resultados | [conclusões de pesquisa](RESEARCH_TAKEAWAYS.md), [tabela de 180 resultados](docs/data/task_method_20_result_matrix.json) |
+| Inspecionar uma amostra | [explorador de um episódio](https://chaoyue0307.github.io/ropedia-xperience-10m-task-suite/single_episode_explorer.html), [mapa dos arquivos de amostra](docs/data/raw_sample_files.json) |
+| Ler as três pipelines foundation | [três pipelines foundation](THREE_FOUNDATION_PIPELINES.md), [dados dos contratos de pipeline](docs/data/three_foundation_pipelines.json) |
+| Reproduzir ou auditar | [guia de reprodutibilidade](REPRODUCIBILITY.md), [contrato de evidencia](EVIDENCE_CONTRACT.md) |
 
 ## Estrutura
 

scripts/verify_live_publication.py

@@ -683,6 +683,7 @@ MARKER_CHECKS = [
             "unified_task_model_radar.svg",
             "20 tasks / 4 directions / 3 foundation pipelines.",
             "If it has a metric, it belongs to the 20-task layer.",
+            "Cite raw metric values; use radar values only as visual summaries.",
             "open full 180-score audit table",
             "Choose the artifact by the question you have.",
             "Public reader map",
@@ -731,6 +732,7 @@ MARKER_CHECKS = [
             "unified_task_model_radar.svg",
             "20 tasks / 4 directions / 3 foundation pipelines.",
             "If it has a metric, it belongs to the 20-task layer.",
+            "Cite raw metric values; use radar values only as visual summaries.",
             "open full 180-score audit table",
             "Choose the artifact by the question you have.",
             "Public reader map",