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FIGURE_INDEX.md CHANGED
@@ -14,9 +14,10 @@ Public figures, diagrams, charts, and derived modality thumbnails. Raw Xperience
14
  | Project logo mark | `docs/assets/brand/xperience10m-logo-mark-512.png` | 512 x 512 | `scripts/build_brand_assets.py` | Primary X-shaped multimodal camera mark used for the website header, README, HF cards, and brand identity. |
15
  | Project logo social card | `docs/assets/brand/xperience10m-logo-social-card.png` | 1200 x 630 | `scripts/build_brand_assets.py` | Large preview image for README, Hugging Face cards, and Open Graph/Twitter social sharing. |
16
  | Project favicon | `docs/assets/brand/xperience10m-logo-favicon-64.png` | 64 x 64 | `scripts/build_brand_assets.py` | Small dark-tile logo for browser tabs and compact navigation. |
17
- | Original task-suite infographic | `docs/assets/task_suite_infographic.png` | 1800 x 7600 | `scripts/render_task_suite_infographic.py` | Primary visual map of the walkthrough-backed task families, verified metrics, and sample modalities; the unified public suite is documented as 20 tasks. |
18
  | Episode-to-task pipeline diagram | `docs/assets/pipeline_diagram.png` | 1800 x 1120 | `scripts/generate_visualizations.py` | End-to-end data processing and evaluation pipeline overview. |
19
  | Qwen3-Omni LoRA training pipeline | `docs/assets/qwen3_omni_lora_pipeline.png` | 1536 x 1024 | `docs/assets/qwen3_omni_lora_pipeline.prompt.md` | Detailed raw-data-to-adapter flow for staged Xperience-10M Qwen3-Omni LoRA training. |
 
20
  | Spatial intelligence slide diagram | `docs/assets/foundation-pipelines/spatial-intelligence-pipeline.png` | 2560 x 1920 | `scripts/render_foundation_pipeline_diagrams.py` | High-resolution slide diagram for the spatial intelligence pipeline track. |
21
  | Human-video world model slide diagram | `docs/assets/foundation-pipelines/human-video-world-model-pipeline.png` | 2560 x 1920 | `scripts/render_foundation_pipeline_diagrams.py` | High-resolution slide diagram for the human-video world-model pipeline track. |
22
  | Vision-language-action slide diagram | `docs/assets/foundation-pipelines/vision-language-action-pipeline.png` | 2560 x 1920 | `scripts/render_foundation_pipeline_diagrams.py` | High-resolution slide diagram for the VLA/action-policy pipeline track. |
@@ -34,9 +35,9 @@ Public figures, diagrams, charts, and derived modality thumbnails. Raw Xperience
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  | Research direction coverage chart | `docs/assets/charts/research_direction_coverage.svg` | 1180 x 700 | `scripts/generate_visualizations.py` | Four-track coverage map for Ropedia research directions. |
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  | Research direction extension chart | `docs/assets/charts/research_direction_extension_tasks.svg` | 1420 x 920 | `scripts/generate_visualizations.py` | Four coded extension probes, one per Ropedia research direction. |
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  | Unified 20-task provenance chart | `docs/assets/charts/tier2_task_suite.svg` | 1440 x 832 | `scripts/tier2_task_suite.py` | Historical provenance rows inside the unified 20-task suite with aligned minimal and neural baseline metrics. |
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- | Unified 20-task model radar | `docs/assets/charts/unified_task_model_radar.svg` | 2400 x 1900 | `scripts/build_unified_task_model_radar.py` | Grouped small-multiple 20-task radar board for all nine methods, separating single-episode, 128-episode metadata/text, 128-episode raw-feature, and foundation-model rows while preserving task keys and proxy notes. |
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- | Single-episode 20-task model radar | `docs/assets/charts/single_episode_task_model_radar.svg` | 2400 x 1900 | `scripts/build_unified_task_model_radar.py` | Twenty-axis split radar for the one public-sample episode, comparing Minimal and Neural MLP as two complete 20/20 scored polygons. |
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- | 128-episode 20-task model radar | `docs/assets/charts/episode128_task_model_radar.svg` | 2400 x 1900 | `scripts/build_unified_task_model_radar.py` | Grouped 20-task radar for selected 128-episode methods: metadata/text baselines, raw-feature simple/NN, Qwen3-Omni, Cosmos3-Super, and Cosmos3-Nano with local legends and proxy notes. |
40
  | Feature block chart | `docs/assets/charts/feature_blocks.svg` | 1100 x 760 | `scripts/generate_visualizations.py` | Feature allocation by modality block. |
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  | Minimal task score chart | `docs/assets/charts/episode_task_scores.svg` | 1100 x 556 | `scripts/generate_visualizations.py` | Minimal baseline metric snapshot across the task suite. |
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  | Cross-modal retrieval chart | `docs/assets/charts/cross_modal_retrieval.svg` | 1100 x 284 | `scripts/generate_visualizations.py` | Retrieval behavior chart for the cross-modal task. |
 
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  | Project logo mark | `docs/assets/brand/xperience10m-logo-mark-512.png` | 512 x 512 | `scripts/build_brand_assets.py` | Primary X-shaped multimodal camera mark used for the website header, README, HF cards, and brand identity. |
15
  | Project logo social card | `docs/assets/brand/xperience10m-logo-social-card.png` | 1200 x 630 | `scripts/build_brand_assets.py` | Large preview image for README, Hugging Face cards, and Open Graph/Twitter social sharing. |
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  | Project favicon | `docs/assets/brand/xperience10m-logo-favicon-64.png` | 64 x 64 | `scripts/build_brand_assets.py` | Small dark-tile logo for browser tabs and compact navigation. |
17
+ | Original task-suite infographic | `docs/assets/task_suite_infographic.png` | 1800 x 5000 | `scripts/render_task_suite_infographic.py` | Primary visual map of the walkthrough-backed task families, verified metrics, and sample modalities; the unified public suite is documented as 20 tasks. |
18
  | Episode-to-task pipeline diagram | `docs/assets/pipeline_diagram.png` | 1800 x 1120 | `scripts/generate_visualizations.py` | End-to-end data processing and evaluation pipeline overview. |
19
  | Qwen3-Omni LoRA training pipeline | `docs/assets/qwen3_omni_lora_pipeline.png` | 1536 x 1024 | `docs/assets/qwen3_omni_lora_pipeline.prompt.md` | Detailed raw-data-to-adapter flow for staged Xperience-10M Qwen3-Omni LoRA training. |
20
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21
  | Spatial intelligence slide diagram | `docs/assets/foundation-pipelines/spatial-intelligence-pipeline.png` | 2560 x 1920 | `scripts/render_foundation_pipeline_diagrams.py` | High-resolution slide diagram for the spatial intelligence pipeline track. |
22
  | Human-video world model slide diagram | `docs/assets/foundation-pipelines/human-video-world-model-pipeline.png` | 2560 x 1920 | `scripts/render_foundation_pipeline_diagrams.py` | High-resolution slide diagram for the human-video world-model pipeline track. |
23
  | Vision-language-action slide diagram | `docs/assets/foundation-pipelines/vision-language-action-pipeline.png` | 2560 x 1920 | `scripts/render_foundation_pipeline_diagrams.py` | High-resolution slide diagram for the VLA/action-policy pipeline track. |
 
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  | Research direction coverage chart | `docs/assets/charts/research_direction_coverage.svg` | 1180 x 700 | `scripts/generate_visualizations.py` | Four-track coverage map for Ropedia research directions. |
36
  | Research direction extension chart | `docs/assets/charts/research_direction_extension_tasks.svg` | 1420 x 920 | `scripts/generate_visualizations.py` | Four coded extension probes, one per Ropedia research direction. |
37
  | Unified 20-task provenance chart | `docs/assets/charts/tier2_task_suite.svg` | 1440 x 832 | `scripts/tier2_task_suite.py` | Historical provenance rows inside the unified 20-task suite with aligned minimal and neural baseline metrics. |
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+ | Unified 20-task model radar | `docs/assets/charts/unified_task_model_radar.svg` | 2600 x 2300 | `scripts/build_unified_task_model_radar.py` | Grouped small-multiple 20-task radar board for all nine methods, separating single-episode, 128-episode metadata/text, 128-episode raw-feature, and foundation-model rows while preserving task keys and proxy notes. |
39
+ | Single-episode 20-task model radar | `docs/assets/charts/single_episode_task_model_radar.svg` | 2600 x 2300 | `scripts/build_unified_task_model_radar.py` | Twenty-axis split radar for the one public-sample episode, comparing Minimal and Neural MLP as two complete 20/20 scored polygons. |
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+ | 128-episode 20-task model radar | `docs/assets/charts/episode128_task_model_radar.svg` | 2600 x 2300 | `scripts/build_unified_task_model_radar.py` | Grouped 20-task radar for selected 128-episode methods: metadata/text baselines, raw-feature simple/NN, Qwen3-Omni, Cosmos3-Super, and Cosmos3-Nano with local legends and proxy notes. |
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  | Feature block chart | `docs/assets/charts/feature_blocks.svg` | 1100 x 760 | `scripts/generate_visualizations.py` | Feature allocation by modality block. |
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  | Minimal task score chart | `docs/assets/charts/episode_task_scores.svg` | 1100 x 556 | `scripts/generate_visualizations.py` | Minimal baseline metric snapshot across the task suite. |
43
  | Cross-modal retrieval chart | `docs/assets/charts/cross_modal_retrieval.svg` | 1100 x 284 | `scripts/generate_visualizations.py` | Retrieval behavior chart for the cross-modal task. |
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  "path": "hf_artifacts:docs/data/website_integrity.json",
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@@ -28,27 +28,27 @@
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data/publication_audit.json CHANGED
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data/quality_gates.json CHANGED
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  "rule": "A release is current when the automated reports pass and the live GitHub/Hugging Face mirrors are verified after publishing.",
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data/scope_claims_audit.json CHANGED
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  "full_dataset_repo": "ropedia-ai/xperience-10m",
 
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data/website_integrity.json CHANGED
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87
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159
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160
  "status": "pass",
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165
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  {
167
  "name": "evaluation_protocol_links_json",
@@ -278,7 +278,7 @@
278
  "name": "task_cards_use_human_research_names",
279
  "status": "pass",
280
  "reason": "The public task surface should use readable research task names.",
281
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282
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283
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284
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@@ -291,8 +291,8 @@
291
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292
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298
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577
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@@ -675,6 +675,14 @@
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677
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678
  {
679
  "path": "assets/charts/two_evidence_line_map.svg",
680
  "exists": true,
 
1
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2
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3
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80
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87
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159
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166
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167
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278
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279
  "status": "pass",
280
  "reason": "The public task surface should use readable research task names.",
281
+ "marker_count": 6
282
  }
283
  ],
284
  "html_pages": [
 
291
  {
292
  "path": "index.html",
293
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294
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295
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296
  },
297
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298
  "path": "research_roadmap.html",
 
345
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346
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347
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348
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420
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421
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422
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425
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575
  },
576
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577
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578
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  "top_level_type": "dict"
580
  },
581
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675
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676
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+ "path": "assets/charts/task_direction_pipeline_relationship.png",
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+ "exists": true,
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+ "bytes": 1412546,
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+ "width": 1672,
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+ "format": "PNG"
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  {
687
  "path": "assets/charts/two_evidence_line_map.svg",
688
  "exists": true,
docs/data/artifact_index.json CHANGED
@@ -1,6 +1,6 @@
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2
  "title": "Ropedia Xperience-10M Task Suite Artifact Index",
3
- "generated_at_utc": "2026-06-22T20:16:22+00:00",
4
  "status": "pass",
5
  "artifact_count": 228,
6
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@@ -632,7 +632,7 @@
632
  "shows": "Machine-readable source-alignment pass/fail check for repo, website, and HF surfaces.",
633
  "exists": true,
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  "bytes": 4432,
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637
  {
638
  "id": "source_alignment_validator",
@@ -1093,8 +1093,8 @@
1093
  "surface": "repo_hf",
1094
  "shows": "Catalogs public figures, charts, modality thumbnails, dimensions, hashes, roles, and source scripts.",
1095
  "exists": true,
1096
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- "sha256": "cc64c0bb070e7eb0035ba590a6d83ed07fcc68fb56081668caebf40b49b9900f"
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  },
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  {
1100
  "id": "figure_index_json",
@@ -1104,8 +1104,8 @@
1104
  "surface": "website_hf",
1105
  "shows": "Machine-readable visual asset index for website and Hugging Face mirrors.",
1106
  "exists": true,
1107
- "bytes": 19526,
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- "sha256": "601acd715891bb148b0a1706573a2fdb015ca3c5967f02a169577b483b0dcd43"
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  },
1110
  {
1111
  "id": "figure_index_builder",
@@ -1115,8 +1115,8 @@
1115
  "surface": "repo_hf",
1116
  "shows": "Regenerates visual-asset hashes, dimensions, and source-script provenance.",
1117
  "exists": true,
1118
- "bytes": 16886,
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- "sha256": "fc44ea60b6f491d290a56d4c1097fcfc37c024f8a9bc3b3db013252f45d96e64"
1120
  },
1121
  {
1122
  "id": "brand_assets_json",
@@ -1182,7 +1182,7 @@
1182
  "shows": "Machine-readable release-check summary for validators, mirrors, and public project surfaces.",
1183
  "exists": true,
1184
  "bytes": 8640,
1185
- "sha256": "8faa4ad9a74fdefe207240102e2181eb7afa05f77387bcf311e8fae6f9d6c723"
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  },
1187
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242
  "bytes": 73057076
 
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  "hf_space_bundle": {
247
  "root": "hf_publish/space",
248
  "exists": true,
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+ "text_file_count": 479,
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  "largest_file": {
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253
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254
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255
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256
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docs/data/quality_gates.json CHANGED
@@ -1,7 +1,7 @@
1
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2
  "title": "Ropedia Xperience-10M Release Checks",
3
  "status": "pass",
4
- "generated_at_utc": "2026-06-22T20:18:53+00:00",
5
  "rule": "A release is current when the automated reports pass and the live GitHub/Hugging Face mirrors are verified after publishing.",
6
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  {
 
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  {
2
  "title": "Ropedia Xperience-10M Release Checks",
3
  "status": "pass",
4
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5
  "rule": "A release is current when the automated reports pass and the live GitHub/Hugging Face mirrors are verified after publishing.",
6
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docs/data/scope_claims_audit.json CHANGED
@@ -1,6 +1,6 @@
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  {
2
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  "summary": {
5
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6
  "dataset_manifest_num_episodes": 119,
 
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  {
2
  "status": "pass",
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  "summary": {
5
  "qwen3_omni_verified_diagnostic_pilot": true,
6
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docs/data/source_alignment_audit.json CHANGED
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1
  {
2
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3
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4
- "generated_at_utc": "2026-06-22T20:12:14+00:00",
5
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6
  "alignment_summary": {
7
  "full_dataset_repo": "ropedia-ai/xperience-10m",
 
1
  {
2
  "title": "Ropedia Xperience-10M Source Alignment Note",
3
  "status": "pass",
4
+ "generated_at_utc": "2026-06-22T21:04:50+00:00",
5
  "alignment_json": "docs/data/xperience10m_dataset_card_alignment.json",
6
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7
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docs/data/task_surface_integrity.json CHANGED
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5
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6
  "expected_original_walkthrough_task_count": 12,
 
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  {
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  "summary": {
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6
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@@ -80,8 +80,8 @@
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81
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82
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87
  "name": "project_status_links_json",
@@ -159,9 +159,9 @@
159
  "name": "evaluation_protocol_between_overview_and_progress",
160
  "status": "pass",
161
  "reason": "The evaluation protocol should appear before the deeper evidence ledger.",
162
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163
- "protocol_index": 224346,
164
- "evidence_index": 228141
165
  },
166
  {
167
  "name": "evaluation_protocol_links_json",
@@ -278,7 +278,7 @@
278
  "name": "task_cards_use_human_research_names",
279
  "status": "pass",
280
  "reason": "The public task surface should use readable research task names.",
281
- "marker_count": 5
282
  }
283
  ],
284
  "html_pages": [
@@ -291,8 +291,8 @@
291
  {
292
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293
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296
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297
  {
298
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@@ -345,7 +345,7 @@
345
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346
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347
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348
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349
  "top_level_type": "dict"
350
  },
351
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@@ -420,7 +420,7 @@
420
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421
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422
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423
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424
  "top_level_type": "dict"
425
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426
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@@ -575,7 +575,7 @@
575
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576
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577
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578
- "bytes": 24949,
579
  "top_level_type": "dict"
580
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581
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@@ -675,6 +675,14 @@
675
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676
  "has_viewbox": true
677
  },
 
 
 
 
 
 
 
 
678
  {
679
  "path": "assets/charts/two_evidence_line_map.svg",
680
  "exists": true,
 
1
  {
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  "status": "pass",
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+ "generated_at_utc": "2026-06-22T21:04:19+00:00",
4
  "docs_root": "docs",
5
  "site_base": "/ropedia-xperience-10m-task-suite/",
6
  "summary": {
7
  "html_pages": 4,
8
+ "local_references": 340,
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10
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+ "image_assets_referenced": 50,
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80
  "name": "project_overview_precedes_progress_ledger",
81
  "status": "pass",
82
  "reason": "The project overview should appear before the deeper progress ledger.",
83
+ "overview_index": 180162,
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+ "evidence_index": 236160
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  "name": "project_status_links_json",
 
159
  "name": "evaluation_protocol_between_overview_and_progress",
160
  "status": "pass",
161
  "reason": "The evaluation protocol should appear before the deeper evidence ledger.",
162
+ "overview_index": 180162,
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  {
167
  "name": "evaluation_protocol_links_json",
 
278
  "name": "task_cards_use_human_research_names",
279
  "status": "pass",
280
  "reason": "The public task surface should use readable research task names.",
281
+ "marker_count": 6
282
  }
283
  ],
284
  "html_pages": [
 
291
  {
292
  "path": "index.html",
293
  "id_count": 109,
294
+ "reference_count": 312,
295
+ "image_count": 75
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  },
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298
  "path": "research_roadmap.html",
 
345
  },
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347
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348
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349
  "top_level_type": "dict"
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420
  },
421
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422
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423
+ "bytes": 12101,
424
  "top_level_type": "dict"
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  {
 
575
  },
576
  {
577
  "path": "data/website_integrity.json",
578
+ "bytes": 25144,
579
  "top_level_type": "dict"
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  },
581
  {
 
675
  "format": "SVG",
676
  "has_viewbox": true
677
  },
678
+ {
679
+ "path": "assets/charts/task_direction_pipeline_relationship.png",
680
+ "exists": true,
681
+ "bytes": 1412546,
682
+ "width": 1672,
683
+ "height": 941,
684
+ "format": "PNG"
685
+ },
686
  {
687
  "path": "assets/charts/two_evidence_line_map.svg",
688
  "exists": true,
docs/index.html CHANGED
@@ -1763,6 +1763,159 @@
1763
  grid-template-columns: repeat(3, minmax(0, 1fr));
1764
  gap: 12px;
1765
  }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1766
  .task-axis-card {
1767
  border: 1px solid rgba(204, 255, 160, 0.15);
1768
  border-radius: var(--radius);
@@ -5299,6 +5452,8 @@
5299
  }
5300
  .reader-route-list,
5301
  .task-axis-grid,
 
 
5302
  .method-flow-steps {
5303
  grid-template-columns: repeat(2, minmax(0, 1fr));
5304
  }
@@ -5592,7 +5747,15 @@
5592
  width: 100%;
5593
  justify-content: center;
5594
  }
5595
- .hero-stats, .models, .task-grid, .artifact-grid, .evidence-grid, .reading-grid, .snapshot-grid, .roadmap-grid, .brief-grid, .surface-map, .boundary-strip, .chart-grid, .callout-row, .direction-grid, .baseline-strip, .extension-grid, .walk-flow, .flow-steps, .storyboard-steps, .task-selector, .hero-paths, .reader-journey, .resource-mode-grid, .suite-lines, .suite-line-facts, .result-reading-order, .reader-priority-grid, .result-rules-panel, .reader-route-list, .task-axis-grid, .method-flow-steps, .suite-task-index-head { grid-template-columns: 1fr; }
 
 
 
 
 
 
 
 
5596
  .task-index-grid {
5597
  grid-template-columns: 1fr;
5598
  }
@@ -6104,6 +6267,64 @@
6104
  </div>
6105
  <p>These are not three separate benchmarks. The 20 tasks are the scored contracts; the four directions group what those tasks study; the three foundation tracks describe how the same files can train larger models.</p>
6106
  </div>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6107
  <div class="task-axis-grid">
6108
  <article class="task-axis-card">
6109
  <span>scored contracts</span>
 
1763
  grid-template-columns: repeat(3, minmax(0, 1fr));
1764
  gap: 12px;
1765
  }
1766
+ .task-axis-visual {
1767
+ position: relative;
1768
+ margin: 0 0 16px;
1769
+ border: 1px solid rgba(204, 255, 160, 0.18);
1770
+ border-radius: var(--radius);
1771
+ overflow: hidden;
1772
+ background: #020502;
1773
+ box-shadow: inset 0 0 0 1px rgba(255, 255, 255, 0.02);
1774
+ }
1775
+ .task-axis-visual img {
1776
+ display: block;
1777
+ width: 100%;
1778
+ height: auto;
1779
+ min-height: 320px;
1780
+ object-fit: cover;
1781
+ background: #020502;
1782
+ }
1783
+ .task-axis-visual figcaption {
1784
+ position: absolute;
1785
+ left: 14px;
1786
+ right: 14px;
1787
+ bottom: 14px;
1788
+ display: grid;
1789
+ grid-template-columns: repeat(3, minmax(0, 1fr));
1790
+ gap: 8px;
1791
+ }
1792
+ .task-axis-visual figcaption span {
1793
+ border: 1px solid rgba(204, 255, 160, 0.22);
1794
+ border-radius: 8px;
1795
+ background: rgba(2, 5, 2, 0.72);
1796
+ backdrop-filter: blur(10px);
1797
+ color: rgba(245, 247, 240, 0.84);
1798
+ font-family: var(--font-ui);
1799
+ font-size: 12px;
1800
+ font-weight: 760;
1801
+ line-height: 1.2;
1802
+ padding: 10px 11px;
1803
+ }
1804
+ .task-axis-visual figcaption strong {
1805
+ display: block;
1806
+ color: var(--green);
1807
+ font-family: var(--font-mono);
1808
+ font-size: 10px;
1809
+ font-weight: 850;
1810
+ letter-spacing: 0.08em;
1811
+ margin-bottom: 4px;
1812
+ text-transform: uppercase;
1813
+ }
1814
+ .task-axis-key {
1815
+ display: grid;
1816
+ grid-template-columns: minmax(0, 1.24fr) minmax(0, 0.92fr) minmax(0, 0.84fr);
1817
+ gap: 12px;
1818
+ margin: 0 0 16px;
1819
+ }
1820
+ .task-axis-key-card {
1821
+ min-width: 0;
1822
+ border: 1px solid rgba(204, 255, 160, 0.16);
1823
+ border-radius: var(--radius);
1824
+ background: rgba(2, 5, 2, 0.52);
1825
+ padding: 14px;
1826
+ }
1827
+ .task-axis-key-card > span {
1828
+ display: inline-flex;
1829
+ align-items: center;
1830
+ gap: 8px;
1831
+ color: var(--green);
1832
+ font-family: var(--font-mono);
1833
+ font-size: 10px;
1834
+ font-weight: 850;
1835
+ letter-spacing: 0.08em;
1836
+ text-transform: uppercase;
1837
+ }
1838
+ .task-axis-key-card > span::before {
1839
+ content: "";
1840
+ width: 8px;
1841
+ height: 8px;
1842
+ border-radius: 999px;
1843
+ background: var(--green);
1844
+ box-shadow: 0 0 18px rgba(188, 255, 132, 0.42);
1845
+ }
1846
+ .task-axis-key-card strong {
1847
+ display: block;
1848
+ margin-top: 8px;
1849
+ color: var(--ink);
1850
+ font-family: var(--font-ui);
1851
+ font-size: 18px;
1852
+ line-height: 1.08;
1853
+ letter-spacing: 0;
1854
+ }
1855
+ .task-axis-key-card p {
1856
+ margin: 7px 0 0;
1857
+ color: var(--muted);
1858
+ font-size: 12px;
1859
+ line-height: 1.45;
1860
+ }
1861
+ .task-axis-mini-list {
1862
+ display: grid;
1863
+ gap: 7px;
1864
+ margin: 12px 0 0;
1865
+ padding: 0;
1866
+ list-style: none;
1867
+ }
1868
+ .task-axis-mini-list li {
1869
+ display: grid;
1870
+ grid-template-columns: auto 1fr;
1871
+ gap: 8px;
1872
+ align-items: start;
1873
+ min-width: 0;
1874
+ color: rgba(245, 247, 240, 0.84);
1875
+ font-family: var(--font-ui);
1876
+ font-size: 12px;
1877
+ font-weight: 720;
1878
+ line-height: 1.25;
1879
+ }
1880
+ .task-axis-mini-list b {
1881
+ min-width: 22px;
1882
+ color: var(--cyan);
1883
+ font-family: var(--font-mono);
1884
+ font-size: 10px;
1885
+ font-weight: 860;
1886
+ letter-spacing: 0.05em;
1887
+ }
1888
+ .task-axis-task-list {
1889
+ display: grid;
1890
+ grid-template-columns: repeat(2, minmax(0, 1fr));
1891
+ gap: 6px;
1892
+ margin: 12px 0 0;
1893
+ padding: 0;
1894
+ list-style: none;
1895
+ }
1896
+ .task-axis-task-list li {
1897
+ display: grid;
1898
+ grid-template-columns: auto 1fr;
1899
+ gap: 7px;
1900
+ min-width: 0;
1901
+ align-items: center;
1902
+ border: 1px solid rgba(204, 255, 160, 0.11);
1903
+ border-radius: 7px;
1904
+ background: rgba(204, 255, 160, 0.045);
1905
+ color: rgba(245, 247, 240, 0.82);
1906
+ font-family: var(--font-ui);
1907
+ font-size: 11px;
1908
+ font-weight: 700;
1909
+ line-height: 1.15;
1910
+ padding: 6px 7px;
1911
+ }
1912
+ .task-axis-task-list b {
1913
+ color: var(--green);
1914
+ font-family: var(--font-mono);
1915
+ font-size: 9px;
1916
+ font-weight: 850;
1917
+ letter-spacing: 0.04em;
1918
+ }
1919
  .task-axis-card {
1920
  border: 1px solid rgba(204, 255, 160, 0.15);
1921
  border-radius: var(--radius);
 
5452
  }
5453
  .reader-route-list,
5454
  .task-axis-grid,
5455
+ .task-axis-key,
5456
+ .task-axis-visual figcaption,
5457
  .method-flow-steps {
5458
  grid-template-columns: repeat(2, minmax(0, 1fr));
5459
  }
 
5747
  width: 100%;
5748
  justify-content: center;
5749
  }
5750
+ .hero-stats, .models, .task-grid, .artifact-grid, .evidence-grid, .reading-grid, .snapshot-grid, .roadmap-grid, .brief-grid, .surface-map, .boundary-strip, .chart-grid, .callout-row, .direction-grid, .baseline-strip, .extension-grid, .walk-flow, .flow-steps, .storyboard-steps, .task-selector, .hero-paths, .reader-journey, .resource-mode-grid, .suite-lines, .suite-line-facts, .result-reading-order, .reader-priority-grid, .result-rules-panel, .reader-route-list, .task-axis-grid, .task-axis-key, .task-axis-task-list, .task-axis-visual figcaption, .method-flow-steps, .suite-task-index-head { grid-template-columns: 1fr; }
5751
+ .task-axis-visual img {
5752
+ min-height: 0;
5753
+ }
5754
+ .task-axis-visual figcaption {
5755
+ position: static;
5756
+ padding: 10px;
5757
+ background: rgba(2, 5, 2, 0.88);
5758
+ }
5759
  .task-index-grid {
5760
  grid-template-columns: 1fr;
5761
  }
 
6267
  </div>
6268
  <p>These are not three separate benchmarks. The 20 tasks are the scored contracts; the four directions group what those tasks study; the three foundation tracks describe how the same files can train larger models.</p>
6269
  </div>
6270
+ <figure class="task-axis-visual">
6271
+ <img src="assets/charts/task_direction_pipeline_relationship.png?v=relationship-map-v1" alt="Text-free visual relationship map: twenty task nodes flow into four research grouping sectors, then into three foundation-model training pipelines.">
6272
+ <figcaption aria-label="Relationship map legend">
6273
+ <span><strong>20 tasks</strong>Benchmark contracts and score axes.</span>
6274
+ <span><strong>4 directions</strong>Research groupings over the same tasks.</span>
6275
+ <span><strong>3 pipelines</strong>Future model-training tracks from the same modalities.</span>
6276
+ </figcaption>
6277
+ </figure>
6278
+ <div class="task-axis-key" aria-label="Explicit relationship key for the map">
6279
+ <article class="task-axis-key-card">
6280
+ <span>20 task contracts</span>
6281
+ <strong>Every score axis is one of these tasks.</strong>
6282
+ <p>The generated image uses one node per task; this list gives the exact public task names.</p>
6283
+ <ol class="task-axis-task-list">
6284
+ <li><b>01</b>Action Recognition</li>
6285
+ <li><b>02</b>Procedure Step Recognition</li>
6286
+ <li><b>03</b>Action Boundary Detection</li>
6287
+ <li><b>04</b>Next-Action Prediction</li>
6288
+ <li><b>05</b>Hand Trajectory Forecasting</li>
6289
+ <li><b>06</b>Contact State Prediction</li>
6290
+ <li><b>07</b>Object Relevance Prediction</li>
6291
+ <li><b>08</b>Language Grounding</li>
6292
+ <li><b>09</b>Cross-Modal Retrieval</li>
6293
+ <li><b>10</b>Cross-Modal Reconstruction</li>
6294
+ <li><b>11</b>Temporal Order Verification</li>
6295
+ <li><b>12</b>Multimodal Synchronization Detection</li>
6296
+ <li><b>13</b>Long-Horizon Next-Action Forecasting</li>
6297
+ <li><b>14</b>Long-Horizon Next-Subtask Forecasting</li>
6298
+ <li><b>15</b>Interaction Text Prediction</li>
6299
+ <li><b>16</b>Action-Object Relation Prediction</li>
6300
+ <li><b>17</b>Future Object-Set Forecasting</li>
6301
+ <li><b>18</b>IMU-to-Hand Pose Reconstruction</li>
6302
+ <li><b>19</b>Camera-View Synchronization Retrieval</li>
6303
+ <li><b>20</b>Time-to-Next-Transition Regression</li>
6304
+ </ol>
6305
+ </article>
6306
+ <article class="task-axis-key-card">
6307
+ <span>4 research directions</span>
6308
+ <strong>The same tasks are grouped by research question.</strong>
6309
+ <p>Tasks can support more than one direction; the direction group is an interpretation layer, not a separate benchmark.</p>
6310
+ <ol class="task-axis-mini-list">
6311
+ <li><b>A</b>Human Modeling &amp; Motion Understanding</li>
6312
+ <li><b>B</b>3D/4D Reconstruction &amp; Neural Rendering</li>
6313
+ <li><b>C</b>Egocentric Vision &amp; Interaction</li>
6314
+ <li><b>D</b>Scene Reconstruction &amp; World Modeling</li>
6315
+ </ol>
6316
+ </article>
6317
+ <article class="task-axis-key-card">
6318
+ <span>3 foundation pipelines</span>
6319
+ <strong>The training tracks reuse the task and modality contracts.</strong>
6320
+ <p>These are scale-up recipes for model training, with separate gates before any result claim.</p>
6321
+ <ol class="task-axis-mini-list">
6322
+ <li><b>1</b>Spatial intelligence models</li>
6323
+ <li><b>2</b>Human-video world models</li>
6324
+ <li><b>3</b>Vision-language-action models</li>
6325
+ </ol>
6326
+ </article>
6327
+ </div>
6328
  <div class="task-axis-grid">
6329
  <article class="task-axis-card">
6330
  <span>scored contracts</span>
index.html CHANGED
@@ -1763,6 +1763,159 @@
1763
  grid-template-columns: repeat(3, minmax(0, 1fr));
1764
  gap: 12px;
1765
  }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1766
  .task-axis-card {
1767
  border: 1px solid rgba(204, 255, 160, 0.15);
1768
  border-radius: var(--radius);
@@ -5299,6 +5452,8 @@
5299
  }
5300
  .reader-route-list,
5301
  .task-axis-grid,
 
 
5302
  .method-flow-steps {
5303
  grid-template-columns: repeat(2, minmax(0, 1fr));
5304
  }
@@ -5592,7 +5747,15 @@
5592
  width: 100%;
5593
  justify-content: center;
5594
  }
5595
- .hero-stats, .models, .task-grid, .artifact-grid, .evidence-grid, .reading-grid, .snapshot-grid, .roadmap-grid, .brief-grid, .surface-map, .boundary-strip, .chart-grid, .callout-row, .direction-grid, .baseline-strip, .extension-grid, .walk-flow, .flow-steps, .storyboard-steps, .task-selector, .hero-paths, .reader-journey, .resource-mode-grid, .suite-lines, .suite-line-facts, .result-reading-order, .reader-priority-grid, .result-rules-panel, .reader-route-list, .task-axis-grid, .method-flow-steps, .suite-task-index-head { grid-template-columns: 1fr; }
 
 
 
 
 
 
 
 
5596
  .task-index-grid {
5597
  grid-template-columns: 1fr;
5598
  }
@@ -6104,6 +6267,64 @@
6104
  </div>
6105
  <p>These are not three separate benchmarks. The 20 tasks are the scored contracts; the four directions group what those tasks study; the three foundation tracks describe how the same files can train larger models.</p>
6106
  </div>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6107
  <div class="task-axis-grid">
6108
  <article class="task-axis-card">
6109
  <span>scored contracts</span>
 
1763
  grid-template-columns: repeat(3, minmax(0, 1fr));
1764
  gap: 12px;
1765
  }
1766
+ .task-axis-visual {
1767
+ position: relative;
1768
+ margin: 0 0 16px;
1769
+ border: 1px solid rgba(204, 255, 160, 0.18);
1770
+ border-radius: var(--radius);
1771
+ overflow: hidden;
1772
+ background: #020502;
1773
+ box-shadow: inset 0 0 0 1px rgba(255, 255, 255, 0.02);
1774
+ }
1775
+ .task-axis-visual img {
1776
+ display: block;
1777
+ width: 100%;
1778
+ height: auto;
1779
+ min-height: 320px;
1780
+ object-fit: cover;
1781
+ background: #020502;
1782
+ }
1783
+ .task-axis-visual figcaption {
1784
+ position: absolute;
1785
+ left: 14px;
1786
+ right: 14px;
1787
+ bottom: 14px;
1788
+ display: grid;
1789
+ grid-template-columns: repeat(3, minmax(0, 1fr));
1790
+ gap: 8px;
1791
+ }
1792
+ .task-axis-visual figcaption span {
1793
+ border: 1px solid rgba(204, 255, 160, 0.22);
1794
+ border-radius: 8px;
1795
+ background: rgba(2, 5, 2, 0.72);
1796
+ backdrop-filter: blur(10px);
1797
+ color: rgba(245, 247, 240, 0.84);
1798
+ font-family: var(--font-ui);
1799
+ font-size: 12px;
1800
+ font-weight: 760;
1801
+ line-height: 1.2;
1802
+ padding: 10px 11px;
1803
+ }
1804
+ .task-axis-visual figcaption strong {
1805
+ display: block;
1806
+ color: var(--green);
1807
+ font-family: var(--font-mono);
1808
+ font-size: 10px;
1809
+ font-weight: 850;
1810
+ letter-spacing: 0.08em;
1811
+ margin-bottom: 4px;
1812
+ text-transform: uppercase;
1813
+ }
1814
+ .task-axis-key {
1815
+ display: grid;
1816
+ grid-template-columns: minmax(0, 1.24fr) minmax(0, 0.92fr) minmax(0, 0.84fr);
1817
+ gap: 12px;
1818
+ margin: 0 0 16px;
1819
+ }
1820
+ .task-axis-key-card {
1821
+ min-width: 0;
1822
+ border: 1px solid rgba(204, 255, 160, 0.16);
1823
+ border-radius: var(--radius);
1824
+ background: rgba(2, 5, 2, 0.52);
1825
+ padding: 14px;
1826
+ }
1827
+ .task-axis-key-card > span {
1828
+ display: inline-flex;
1829
+ align-items: center;
1830
+ gap: 8px;
1831
+ color: var(--green);
1832
+ font-family: var(--font-mono);
1833
+ font-size: 10px;
1834
+ font-weight: 850;
1835
+ letter-spacing: 0.08em;
1836
+ text-transform: uppercase;
1837
+ }
1838
+ .task-axis-key-card > span::before {
1839
+ content: "";
1840
+ width: 8px;
1841
+ height: 8px;
1842
+ border-radius: 999px;
1843
+ background: var(--green);
1844
+ box-shadow: 0 0 18px rgba(188, 255, 132, 0.42);
1845
+ }
1846
+ .task-axis-key-card strong {
1847
+ display: block;
1848
+ margin-top: 8px;
1849
+ color: var(--ink);
1850
+ font-family: var(--font-ui);
1851
+ font-size: 18px;
1852
+ line-height: 1.08;
1853
+ letter-spacing: 0;
1854
+ }
1855
+ .task-axis-key-card p {
1856
+ margin: 7px 0 0;
1857
+ color: var(--muted);
1858
+ font-size: 12px;
1859
+ line-height: 1.45;
1860
+ }
1861
+ .task-axis-mini-list {
1862
+ display: grid;
1863
+ gap: 7px;
1864
+ margin: 12px 0 0;
1865
+ padding: 0;
1866
+ list-style: none;
1867
+ }
1868
+ .task-axis-mini-list li {
1869
+ display: grid;
1870
+ grid-template-columns: auto 1fr;
1871
+ gap: 8px;
1872
+ align-items: start;
1873
+ min-width: 0;
1874
+ color: rgba(245, 247, 240, 0.84);
1875
+ font-family: var(--font-ui);
1876
+ font-size: 12px;
1877
+ font-weight: 720;
1878
+ line-height: 1.25;
1879
+ }
1880
+ .task-axis-mini-list b {
1881
+ min-width: 22px;
1882
+ color: var(--cyan);
1883
+ font-family: var(--font-mono);
1884
+ font-size: 10px;
1885
+ font-weight: 860;
1886
+ letter-spacing: 0.05em;
1887
+ }
1888
+ .task-axis-task-list {
1889
+ display: grid;
1890
+ grid-template-columns: repeat(2, minmax(0, 1fr));
1891
+ gap: 6px;
1892
+ margin: 12px 0 0;
1893
+ padding: 0;
1894
+ list-style: none;
1895
+ }
1896
+ .task-axis-task-list li {
1897
+ display: grid;
1898
+ grid-template-columns: auto 1fr;
1899
+ gap: 7px;
1900
+ min-width: 0;
1901
+ align-items: center;
1902
+ border: 1px solid rgba(204, 255, 160, 0.11);
1903
+ border-radius: 7px;
1904
+ background: rgba(204, 255, 160, 0.045);
1905
+ color: rgba(245, 247, 240, 0.82);
1906
+ font-family: var(--font-ui);
1907
+ font-size: 11px;
1908
+ font-weight: 700;
1909
+ line-height: 1.15;
1910
+ padding: 6px 7px;
1911
+ }
1912
+ .task-axis-task-list b {
1913
+ color: var(--green);
1914
+ font-family: var(--font-mono);
1915
+ font-size: 9px;
1916
+ font-weight: 850;
1917
+ letter-spacing: 0.04em;
1918
+ }
1919
  .task-axis-card {
1920
  border: 1px solid rgba(204, 255, 160, 0.15);
1921
  border-radius: var(--radius);
 
5452
  }
5453
  .reader-route-list,
5454
  .task-axis-grid,
5455
+ .task-axis-key,
5456
+ .task-axis-visual figcaption,
5457
  .method-flow-steps {
5458
  grid-template-columns: repeat(2, minmax(0, 1fr));
5459
  }
 
5747
  width: 100%;
5748
  justify-content: center;
5749
  }
5750
+ .hero-stats, .models, .task-grid, .artifact-grid, .evidence-grid, .reading-grid, .snapshot-grid, .roadmap-grid, .brief-grid, .surface-map, .boundary-strip, .chart-grid, .callout-row, .direction-grid, .baseline-strip, .extension-grid, .walk-flow, .flow-steps, .storyboard-steps, .task-selector, .hero-paths, .reader-journey, .resource-mode-grid, .suite-lines, .suite-line-facts, .result-reading-order, .reader-priority-grid, .result-rules-panel, .reader-route-list, .task-axis-grid, .task-axis-key, .task-axis-task-list, .task-axis-visual figcaption, .method-flow-steps, .suite-task-index-head { grid-template-columns: 1fr; }
5751
+ .task-axis-visual img {
5752
+ min-height: 0;
5753
+ }
5754
+ .task-axis-visual figcaption {
5755
+ position: static;
5756
+ padding: 10px;
5757
+ background: rgba(2, 5, 2, 0.88);
5758
+ }
5759
  .task-index-grid {
5760
  grid-template-columns: 1fr;
5761
  }
 
6267
  </div>
6268
  <p>These are not three separate benchmarks. The 20 tasks are the scored contracts; the four directions group what those tasks study; the three foundation tracks describe how the same files can train larger models.</p>
6269
  </div>
6270
+ <figure class="task-axis-visual">
6271
+ <img src="assets/charts/task_direction_pipeline_relationship.png?v=relationship-map-v1" alt="Text-free visual relationship map: twenty task nodes flow into four research grouping sectors, then into three foundation-model training pipelines.">
6272
+ <figcaption aria-label="Relationship map legend">
6273
+ <span><strong>20 tasks</strong>Benchmark contracts and score axes.</span>
6274
+ <span><strong>4 directions</strong>Research groupings over the same tasks.</span>
6275
+ <span><strong>3 pipelines</strong>Future model-training tracks from the same modalities.</span>
6276
+ </figcaption>
6277
+ </figure>
6278
+ <div class="task-axis-key" aria-label="Explicit relationship key for the map">
6279
+ <article class="task-axis-key-card">
6280
+ <span>20 task contracts</span>
6281
+ <strong>Every score axis is one of these tasks.</strong>
6282
+ <p>The generated image uses one node per task; this list gives the exact public task names.</p>
6283
+ <ol class="task-axis-task-list">
6284
+ <li><b>01</b>Action Recognition</li>
6285
+ <li><b>02</b>Procedure Step Recognition</li>
6286
+ <li><b>03</b>Action Boundary Detection</li>
6287
+ <li><b>04</b>Next-Action Prediction</li>
6288
+ <li><b>05</b>Hand Trajectory Forecasting</li>
6289
+ <li><b>06</b>Contact State Prediction</li>
6290
+ <li><b>07</b>Object Relevance Prediction</li>
6291
+ <li><b>08</b>Language Grounding</li>
6292
+ <li><b>09</b>Cross-Modal Retrieval</li>
6293
+ <li><b>10</b>Cross-Modal Reconstruction</li>
6294
+ <li><b>11</b>Temporal Order Verification</li>
6295
+ <li><b>12</b>Multimodal Synchronization Detection</li>
6296
+ <li><b>13</b>Long-Horizon Next-Action Forecasting</li>
6297
+ <li><b>14</b>Long-Horizon Next-Subtask Forecasting</li>
6298
+ <li><b>15</b>Interaction Text Prediction</li>
6299
+ <li><b>16</b>Action-Object Relation Prediction</li>
6300
+ <li><b>17</b>Future Object-Set Forecasting</li>
6301
+ <li><b>18</b>IMU-to-Hand Pose Reconstruction</li>
6302
+ <li><b>19</b>Camera-View Synchronization Retrieval</li>
6303
+ <li><b>20</b>Time-to-Next-Transition Regression</li>
6304
+ </ol>
6305
+ </article>
6306
+ <article class="task-axis-key-card">
6307
+ <span>4 research directions</span>
6308
+ <strong>The same tasks are grouped by research question.</strong>
6309
+ <p>Tasks can support more than one direction; the direction group is an interpretation layer, not a separate benchmark.</p>
6310
+ <ol class="task-axis-mini-list">
6311
+ <li><b>A</b>Human Modeling &amp; Motion Understanding</li>
6312
+ <li><b>B</b>3D/4D Reconstruction &amp; Neural Rendering</li>
6313
+ <li><b>C</b>Egocentric Vision &amp; Interaction</li>
6314
+ <li><b>D</b>Scene Reconstruction &amp; World Modeling</li>
6315
+ </ol>
6316
+ </article>
6317
+ <article class="task-axis-key-card">
6318
+ <span>3 foundation pipelines</span>
6319
+ <strong>The training tracks reuse the task and modality contracts.</strong>
6320
+ <p>These are scale-up recipes for model training, with separate gates before any result claim.</p>
6321
+ <ol class="task-axis-mini-list">
6322
+ <li><b>1</b>Spatial intelligence models</li>
6323
+ <li><b>2</b>Human-video world models</li>
6324
+ <li><b>3</b>Vision-language-action models</li>
6325
+ </ol>
6326
+ </article>
6327
+ </div>
6328
  <div class="task-axis-grid">
6329
  <article class="task-axis-card">
6330
  <span>scored contracts</span>
scripts/build_figure_index.py CHANGED
@@ -66,6 +66,14 @@ FIGURES = [
66
  "source_script": "docs/assets/qwen3_omni_lora_pipeline.prompt.md",
67
  "surface": "README, website, HF Space, artifact dataset, model card",
68
  },
 
 
 
 
 
 
 
 
69
  {
70
  "id": "spatial_intelligence_presentation_photo",
71
  "title": "Spatial intelligence slide diagram",
 
66
  "source_script": "docs/assets/qwen3_omni_lora_pipeline.prompt.md",
67
  "surface": "README, website, HF Space, artifact dataset, model card",
68
  },
69
+ {
70
+ "id": "task_direction_pipeline_relationship",
71
+ "title": "20-task / 4-direction / 3-pipeline relationship map",
72
+ "path": "docs/assets/charts/task_direction_pipeline_relationship.png",
73
+ "role": "Overview map showing the exact 20 task tiles, four research-direction groups, and three foundation-pipeline columns used by the public reader flow.",
74
+ "source_script": "docs/assets/charts/task_direction_pipeline_relationship.prompt.md",
75
+ "surface": "website overview, HF Space, artifact dataset, model card",
76
+ },
77
  {
78
  "id": "spatial_intelligence_presentation_photo",
79
  "title": "Spatial intelligence slide diagram",