Add project resource map

data/publication_audit.json

@@ -1,6 +1,6 @@
 {
   "status": "pass",
-  "generated_at_utc": "2026-06-23T11:40:47+00:00",
+  "generated_at_utc": "2026-06-28T08:34:03+00:00",
   "checks": [
     {
       "name": "required_publication_assets_present",
@@ -66,6 +66,7 @@
     "FIGURE_INDEX.md": true,
     "SOURCE_ALIGNMENT_AUDIT.md": true,
     "XPERIENCE10M_DATASET_CARD_ALIGNMENT.md": true,
+    "PROJECT_RESOURCE_MAP.md": true,
     "REPRODUCIBILITY.md": true,
     "EVIDENCE_CONTRACT.md": true,
     "DATA_NOTICE.md": true,
@@ -89,6 +90,7 @@
     "docs/data/quality_gates.json": true,
     "docs/data/project_manifest.json": true,
     "docs/data/project_packet.json": true,
+    "docs/data/project_resource_map.json": true,
     "docs/data/public_reader_map.json": true,
     "docs/data/project_status.json": true,
     "docs/data/research_roadmap.json": true,
@@ -153,6 +155,7 @@
     "scripts/episode_task_suite.py": true,
     "scripts/neural_task_models.py": true,
     "scripts/build_artifact_index.py": true,
+    "scripts/build_project_resource_map.py": true,
     "scripts/build_brand_assets.py": true,
     "scripts/build_evaluation_protocol.py": true,
     "scripts/build_unified_task_suite.py": true,
@@ -235,8 +238,8 @@
     "github_repo": {
       "root": "repo",
       "exists": true,
-      "file_count": 1568,
-      "text_file_count": 1296,
+      "file_count": 1571,
+      "text_file_count": 1299,
       "largest_file": {
         "path": "results/omni_finetune/a100_128_metadata_task_baselines_20260616_v2/interaction_text_prediction/confusion_matrix.csv",
         "bytes": 73057076

data/website_integrity.json

@@ -1,13 +1,13 @@
 {
   "status": "pass",
-  "generated_at_utc": "2026-06-23T15:36:42+00:00",
+  "generated_at_utc": "2026-06-28T08:33:44+00:00",
   "docs_root": "docs",
   "site_base": "/ropedia-xperience-10m-task-suite/",
   "summary": {
     "html_pages": 4,
-    "local_references": 353,
-    "external_reference_count": 149,
-    "json_files": 57,
+    "local_references": 358,
+    "external_reference_count": 151,
+    "json_files": 58,
     "image_assets_referenced": 55,
     "failure_count": 0
   },
@@ -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": 208899,
-      "evidence_index": 342408
+      "overview_index": 221045,
+      "evidence_index": 358861
     },
     {
       "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": 208899,
-      "protocol_index": 274498,
-      "evidence_index": 342408
+      "overview_index": 221045,
+      "protocol_index": 288311,
+      "evidence_index": 358861
     },
     {
       "name": "evaluation_protocol_links_json",
@@ -186,8 +186,8 @@
       "name": "suite_task_map_precedes_radar_surface",
       "status": "pass",
       "reason": "The Suite anchor should show the task-suite map before the radar/results surface.",
-      "first_marker_index": 5242,
-      "second_marker_index": 9313
+      "first_marker_index": 5244,
+      "second_marker_index": 9315
     },
     {
       "name": "raw_sample_stream_ledger_contains_seven_modalities",
@@ -290,8 +290,8 @@
     },
     {
       "path": "index.html",
-      "id_count": 113,
-      "reference_count": 320,
+      "id_count": 121,
+      "reference_count": 325,
       "image_count": 80
     },
     {
@@ -320,7 +320,7 @@
     },
     {
       "path": "data/audio_ablation_summary.json",
-      "bytes": 10370,
+      "bytes": 10417,
       "top_level_type": "dict"
     },
     {
@@ -355,7 +355,7 @@
     },
     {
       "path": "data/foundation_model_plan.json",
-      "bytes": 13918,
+      "bytes": 14334,
       "top_level_type": "dict"
     },
     {
@@ -390,12 +390,12 @@
     },
     {
       "path": "data/omni_model_comparison.json",
-      "bytes": 82104,
+      "bytes": 82165,
       "top_level_type": "dict"
     },
     {
       "path": "data/project_brief.json",
-      "bytes": 4044,
+      "bytes": 4378,
       "top_level_type": "dict"
     },
     {
@@ -408,9 +408,14 @@
       "bytes": 10018,
       "top_level_type": "dict"
     },
+    {
+      "path": "data/project_resource_map.json",
+      "bytes": 22466819,
+      "top_level_type": "dict"
+    },
     {
       "path": "data/project_status.json",
-      "bytes": 23232,
+      "bytes": 23040,
       "top_level_type": "dict"
     },
     {
@@ -425,7 +430,7 @@
     },
     {
       "path": "data/publication_audit.json",
-      "bytes": 10940,
+      "bytes": 11077,
       "top_level_type": "dict"
     },
     {
@@ -455,7 +460,7 @@
     },
     {
       "path": "data/rendered_site_check.json",
-      "bytes": 4318,
+      "bytes": 4289,
       "top_level_type": "dict"
     },
     {
@@ -545,7 +550,7 @@
     },
     {
       "path": "data/task_surface_integrity.json",
-      "bytes": 46399,
+      "bytes": 46387,
       "top_level_type": "dict"
     },
     {
@@ -580,7 +585,7 @@
     },
     {
       "path": "data/website_integrity.json",
-      "bytes": 26146,
+      "bytes": 26259,
       "top_level_type": "dict"
     },
     {
@@ -590,7 +595,7 @@
     },
     {
       "path": "data/xperience10m_dataset_card_alignment.json",
-      "bytes": 7658,
+      "bytes": 7936,
       "top_level_type": "dict"
     }
   ],
@@ -655,7 +660,7 @@
     {
       "path": "assets/charts/episode128_task_model_radar.svg",
       "exists": true,
-      "bytes": 81106,
+      "bytes": 80049,
       "format": "SVG",
       "has_viewbox": true
     },
@@ -711,7 +716,7 @@
     {
       "path": "assets/charts/single_episode_task_model_radar.svg",
       "exists": true,
-      "bytes": 37832,
+      "bytes": 37443,
       "format": "SVG",
       "has_viewbox": true
     },
@@ -733,7 +738,7 @@
     {
       "path": "assets/charts/unified_task_model_radar.svg",
       "exists": true,
-      "bytes": 100660,
+      "bytes": 99629,
       "format": "SVG",
       "has_viewbox": true
     },

docs/index.html

@@ -199,8 +199,49 @@
       overflow: hidden;
       text-overflow: ellipsis;
     }
+    .mobile-section-jump {
+      display: none;
+      pointer-events: auto;
+    }
+    .mobile-section-jump label {
+      font-family: var(--font-mono);
+      font-size: 9px;
+      font-weight: 820;
+      letter-spacing: 0.08em;
+      text-transform: uppercase;
+      color: var(--muted);
+    }
+    .mobile-section-jump select {
+      width: 100%;
+      min-height: 40px;
+      border: 1px solid rgba(204, 255, 160, 0.28);
+      border-radius: 13px;
+      background:
+        linear-gradient(135deg, rgba(204, 255, 160, 0.10), rgba(103, 232, 209, 0.08)),
+        rgba(2, 5, 2, 0.90);
+      color: var(--ink);
+      font-family: var(--font-btn);
+      font-size: 12px;
+      font-weight: 760;
+      padding: 0 36px 0 12px;
+      box-shadow: 0 18px 46px rgba(0, 0, 0, 0.30);
+      appearance: none;
+      background-image:
+        linear-gradient(45deg, transparent 50%, var(--green) 50%),
+        linear-gradient(135deg, var(--green) 50%, transparent 50%),
+        linear-gradient(135deg, rgba(204, 255, 160, 0.10), rgba(103, 232, 209, 0.08));
+      background-position:
+        calc(100% - 18px) 54%,
+        calc(100% - 12px) 54%,
+        0 0;
+      background-size:
+        6px 6px,
+        6px 6px,
+        100% 100%;
+      background-repeat: no-repeat;
+    }
     .back-to-top {
-      min-width: 54px;
+      min-width: 96px;
       min-height: 44px;
       border: 1px solid rgba(204, 255, 160, 0.34);
       border-radius: 14px;
@@ -212,6 +253,7 @@
       cursor: pointer;
       box-shadow: 0 18px 46px rgba(0, 0, 0, 0.30);
       pointer-events: auto;
+      white-space: nowrap;
     }
     .back-to-top:hover,
     .back-to-top:focus-visible {
@@ -365,6 +407,12 @@
     .nav-action-hf {
       min-width: 54px;
     }
+    .nav-action-author {
+      min-width: 112px;
+      border-color: rgba(103, 232, 209, 0.30);
+      background: rgba(103, 232, 209, 0.08);
+      color: var(--cyan);
+    }
     .nav-action-official {
       min-width: 76px;
     }
@@ -396,6 +444,11 @@
       background: #d8ffb7;
       color: #020502;
     }
+    .nav-action-author:hover {
+      border-color: rgba(204, 255, 160, 0.54);
+      background: rgba(204, 255, 160, 0.10);
+      color: var(--green);
+    }
     .nav-tools {
       display: flex;
       align-items: center;
@@ -1296,7 +1349,7 @@
       list-style: none;
       cursor: pointer;
       display: grid;
-      grid-template-columns: minmax(0, 0.38fr) minmax(280px, 1fr);
+      grid-template-columns: minmax(150px, 0.28fr) minmax(0, 1fr);
       gap: 16px;
       align-items: center;
       padding: 16px 18px;
@@ -1305,14 +1358,17 @@
       display: none;
     }
     .split-radar-details summary span {
+      min-width: 0;
       color: var(--green);
       font-family: var(--font-mono);
       font-size: 11px;
       font-weight: 820;
       letter-spacing: 0.08em;
+      line-height: 1.25;
       text-transform: uppercase;
     }
     .split-radar-details summary strong {
+      min-width: 0;
       color: var(--muted);
       font-size: 13px;
       line-height: 1.4;
@@ -1329,6 +1385,8 @@
       display: grid;
       gap: 12px;
       padding: 18px;
+      overflow-x: auto;
+      overscroll-behavior-inline: contain;
     }
     .split-radar-card {
       min-width: 0;
@@ -1338,6 +1396,8 @@
         linear-gradient(180deg, rgba(204, 255, 160, 0.06), rgba(6, 14, 7, 0.82)),
         var(--surface);
       padding: 20px;
+      overflow-x: auto;
+      overscroll-behavior-inline: contain;
     }
     .split-radar-card h3 {
       margin: 0;
@@ -1355,6 +1415,8 @@
     .split-radar-card img {
       display: block;
       width: 100%;
+      min-width: 1680px;
+      max-width: none;
       height: auto;
       min-height: 0;
       object-fit: contain;
@@ -1362,6 +1424,11 @@
       border-radius: 6px;
       background: #020502;
     }
+    .full-radar-frame .radar-chart {
+      width: 100%;
+      min-width: 1680px;
+      max-width: none;
+    }
     .foundation-pipeline-grid {
       display: grid;
       grid-template-columns: 1fr;
@@ -1734,7 +1801,7 @@
     }
     .reader-route-list {
       display: grid;
-      grid-template-columns: repeat(4, minmax(0, 1fr));
+      grid-template-columns: repeat(5, minmax(0, 1fr));
       gap: 10px;
     }
     .reader-route-list a {
@@ -2200,6 +2267,50 @@
       font-size: 13px;
       line-height: 1.5;
     }
+    .result-interpretation-note {
+      border-color: rgba(255, 209, 102, 0.38);
+      background:
+        radial-gradient(circle at 8% 0%, rgba(255, 209, 102, 0.20), transparent 38%),
+        linear-gradient(180deg, rgba(255, 209, 102, 0.10), rgba(2, 5, 2, 0.78));
+    }
+    .result-interpretation-note span {
+      border-color: rgba(255, 209, 102, 0.42);
+      background: rgba(255, 209, 102, 0.12);
+      color: #ffe6a3;
+    }
+    .result-interpretation-note strong {
+      color: #fff4ca;
+    }
+    .result-limitations-card {
+      margin: 22px 0 18px;
+      border-color: rgba(255, 209, 102, 0.34);
+      background:
+        radial-gradient(circle at 10% 0%, rgba(255, 209, 102, 0.16), transparent 38%),
+        linear-gradient(180deg, rgba(255, 209, 102, 0.075), rgba(2, 5, 2, 0.76));
+    }
+    .result-limitations-card summary span {
+      color: #ffe6a3;
+    }
+    .result-limitations-card summary strong {
+      color: #fff4ca;
+      font-family: var(--font-ui);
+      font-size: 17px;
+    }
+    .result-limitations-body {
+      display: grid;
+      gap: 12px;
+      padding: 0 18px 18px;
+    }
+    .result-limitations-body p {
+      margin: 0;
+      color: #d8e2d4;
+      font-size: 13px;
+      line-height: 1.58;
+    }
+    .result-limitations-body p:first-child {
+      color: var(--ink);
+      font-weight: 720;
+    }
     .citation-ledger {
       margin-top: 8px;
     }
@@ -3441,6 +3552,17 @@
       font-size: 13px;
       line-height: 1.55;
     }
+    .brief-card a {
+      align-self: end;
+      color: var(--cyan);
+      font-weight: 760;
+      text-decoration: none;
+    }
+    .brief-card a:hover {
+      color: var(--green);
+      text-decoration: underline;
+      text-underline-offset: 4px;
+    }
     .brief-card ul {
       display: grid;
       gap: 8px;
@@ -3979,6 +4101,7 @@
       line-height: 1.08;
       letter-spacing: 0;
       text-wrap: balance;
+      overflow-wrap: anywhere;
     }
     .task-research-name {
       display: block;
@@ -3986,6 +4109,7 @@
       color: #d7e5d1;
       font-size: 13px;
       line-height: 1.35;
+      overflow-wrap: anywhere;
     }
     .tag {
       font-size: 11px;
@@ -4176,6 +4300,192 @@
         rgba(7, 18, 7, 0.56);
       padding: 17px;
     }
+    .resource-map-panel {
+      display: grid;
+      gap: 16px;
+      border: 1px solid rgba(204, 255, 160, 0.22);
+      border-radius: var(--radius-lg);
+      background:
+        linear-gradient(135deg, rgba(204, 255, 160, 0.08), rgba(103, 232, 209, 0.035) 48%, rgba(2, 5, 2, 0.82)),
+        rgba(2, 5, 2, 0.72);
+      padding: 18px;
+      margin-bottom: 20px;
+    }
+    .resource-map-head {
+      display: grid;
+      grid-template-columns: minmax(0, 0.8fr) minmax(280px, 1.1fr);
+      gap: 24px;
+      align-items: end;
+    }
+    .resource-map-head span {
+      display: block;
+      margin-bottom: 8px;
+      color: var(--green);
+      font-family: var(--font-mono);
+      font-size: 12px;
+      font-weight: 800;
+      text-transform: uppercase;
+      letter-spacing: 0.08em;
+    }
+    .resource-map-head h4 {
+      margin: 0;
+      font-size: 28px;
+      line-height: 1.05;
+    }
+    .resource-map-head p {
+      margin: 0;
+      color: var(--muted);
+      line-height: 1.55;
+    }
+    .resource-map-stats {
+      display: grid;
+      grid-template-columns: repeat(5, minmax(0, 1fr));
+      gap: 10px;
+    }
+    .resource-map-stat {
+      border: 1px solid rgba(204, 255, 160, 0.16);
+      border-radius: 14px;
+      background: rgba(7, 18, 7, 0.58);
+      padding: 14px;
+    }
+    .resource-map-stat strong {
+      display: block;
+      color: var(--ink);
+      font-family: var(--font-mono);
+      font-size: 24px;
+      line-height: 1;
+      margin-bottom: 6px;
+    }
+    .resource-map-stat span {
+      color: var(--muted);
+      font-size: 12px;
+      line-height: 1.3;
+    }
+    .resource-map-controls {
+      display: grid;
+      grid-template-columns: minmax(240px, 0.9fr) minmax(0, 1.8fr);
+      gap: 12px;
+      align-items: center;
+    }
+    .resource-map-search {
+      width: 100%;
+      border: 1px solid rgba(204, 255, 160, 0.2);
+      border-radius: 999px;
+      background: rgba(2, 5, 2, 0.72);
+      color: var(--ink);
+      padding: 13px 16px;
+      font: inherit;
+      outline: none;
+    }
+    .resource-map-filter-row {
+      display: flex;
+      flex-wrap: wrap;
+      gap: 8px;
+      justify-content: flex-end;
+    }
+    .resource-map-filter {
+      border: 1px solid rgba(204, 255, 160, 0.18);
+      border-radius: 999px;
+      background: rgba(7, 18, 7, 0.7);
+      color: var(--muted);
+      padding: 10px 13px;
+      font-weight: 800;
+      cursor: pointer;
+    }
+    .resource-map-filter.active {
+      color: #041004;
+      background: var(--green);
+      border-color: var(--green);
+    }
+    .resource-map-table-scroll {
+      max-height: 560px;
+      overflow: auto;
+      border: 1px solid rgba(204, 255, 160, 0.14);
+      border-radius: 16px;
+      background: rgba(2, 5, 2, 0.62);
+    }
+    .resource-map-pagination {
+      display: flex;
+      flex-wrap: wrap;
+      gap: 10px;
+      align-items: center;
+      justify-content: space-between;
+      color: var(--muted);
+      font-size: 13px;
+    }
+    .resource-map-page-actions {
+      display: flex;
+      gap: 8px;
+    }
+    .resource-map-page-actions button {
+      border: 1px solid rgba(204, 255, 160, 0.18);
+      border-radius: 999px;
+      background: rgba(7, 18, 7, 0.72);
+      color: var(--green);
+      padding: 8px 12px;
+      font-weight: 850;
+      cursor: pointer;
+    }
+    .resource-map-page-actions button:disabled {
+      cursor: default;
+      color: rgba(238, 245, 232, 0.32);
+      border-color: rgba(238, 245, 232, 0.08);
+    }
+    .resource-map-table {
+      width: 100%;
+      border-collapse: collapse;
+      min-width: 960px;
+    }
+    .resource-map-table th,
+    .resource-map-table td {
+      padding: 12px 14px;
+      border-bottom: 1px solid rgba(204, 255, 160, 0.1);
+      text-align: left;
+      vertical-align: top;
+      font-size: 13px;
+      line-height: 1.35;
+    }
+    .resource-map-table th {
+      position: sticky;
+      top: 0;
+      z-index: 1;
+      color: var(--green);
+      background: rgba(2, 5, 2, 0.96);
+      font-family: var(--font-mono);
+      font-size: 11px;
+      text-transform: uppercase;
+      letter-spacing: 0.06em;
+    }
+    .resource-map-path {
+      color: var(--ink);
+      font-family: var(--font-mono);
+      font-size: 12px;
+      overflow-wrap: anywhere;
+    }
+    .resource-map-links {
+      display: flex;
+      flex-wrap: wrap;
+      gap: 7px;
+    }
+    .resource-map-links a,
+    .resource-map-links span {
+      border: 1px solid rgba(204, 255, 160, 0.18);
+      border-radius: 999px;
+      color: var(--green);
+      padding: 5px 8px;
+      font-size: 11px;
+      font-weight: 850;
+      text-decoration: none;
+      white-space: nowrap;
+    }
+    .resource-map-links span {
+      color: var(--muted);
+    }
+    .resource-map-note {
+      color: var(--muted);
+      font-size: 13px;
+      line-height: 1.5;
+    }
     .artifact-group {
       border: 1px solid var(--soft-line);
       border-radius: var(--radius);
@@ -5892,6 +6202,21 @@
     .hero-radar-details {
       margin: 14px 0 0;
     }
+    .hero-radar-details summary,
+    .hero-task-details summary {
+      grid-template-columns: 1fr;
+      gap: 6px;
+      align-items: start;
+    }
+    .hero-radar-details summary span,
+    .hero-task-details summary span {
+      letter-spacing: 0.06em;
+    }
+    .hero-radar-details summary strong,
+    .hero-task-details summary strong {
+      max-width: 62ch;
+      color: rgba(245, 247, 240, 0.72);
+    }
     .hero-radar-details .hero-radar-frame {
       margin: 16px;
     }
@@ -6039,7 +6364,7 @@
     }
     @media (min-width: 1121px) {
       .hero-inner {
-        grid-template-columns: minmax(0, 0.92fr) minmax(470px, 0.78fr);
+        grid-template-columns: minmax(0, 1fr) minmax(500px, 0.82fr);
         gap: 34px;
         align-items: start;
         min-height: 0;
@@ -6047,7 +6372,8 @@
       }
       .hero-inner > div:first-child {
         align-self: start;
-        max-width: 720px;
+        max-width: none;
+        min-width: 0;
       }
       .hero h1 {
         font-size: clamp(46px, 5.4vw, 78px);
@@ -6061,6 +6387,7 @@
         margin-top: 28px;
       }
       .suite-lines {
+        grid-template-columns: repeat(2, minmax(0, 1fr));
         gap: 10px;
         margin: 18px 0 0;
       }
@@ -6104,7 +6431,7 @@
         grid-template-columns: repeat(4, minmax(0, 1fr));
         gap: 8px;
         margin-top: 18px;
-        max-width: 720px;
+        max-width: none;
       }
       .hero-path {
         min-height: 116px;
@@ -6119,8 +6446,8 @@
         line-height: 1.34;
       }
       .hero-stats {
-        grid-template-columns: repeat(2, minmax(0, 1fr));
-        max-width: 520px;
+        grid-template-columns: repeat(4, minmax(0, 1fr));
+        max-width: none;
         margin-top: 18px;
       }
       .stat {
@@ -6138,7 +6465,7 @@
         align-items: start;
       }
       .hero-radar-top span {
-        max-width: 300px;
+        max-width: 360px;
         text-align: right;
         line-height: 1.35;
       }
@@ -6162,12 +6489,12 @@
         line-height: 1.40;
       }
       .hero-paths {
-        grid-template-columns: repeat(2, minmax(0, 1fr));
-        max-width: 520px;
+        grid-template-columns: repeat(4, minmax(0, 1fr));
+        max-width: none;
       }
       .hero-path {
-        min-height: 116px;
-        padding: 13px;
+        min-height: 128px;
+        padding: 12px;
       }
       .hero-radar-stats {
         grid-template-columns: repeat(4, minmax(0, 1fr));
@@ -6191,6 +6518,61 @@
         line-height: 1.25;
       }
     }
+    @media (min-width: 961px) {
+      .hero-inner {
+        align-items: start;
+        min-height: 0;
+        row-gap: 20px;
+      }
+      .hero-inner > div:first-child {
+        display: contents;
+      }
+      .hero-inner > div:first-child > .eyebrow,
+      .hero-inner > div:first-child > h1,
+      .hero-inner > div:first-child > .hero-copy,
+      .hero-inner > div:first-child > .hero-actions {
+        grid-column: 1;
+        min-width: 0;
+      }
+      .hero-radar-panel {
+        grid-column: 2;
+        grid-row: 1 / span 5;
+      }
+      .hero-inner > div:first-child > .suite-lines,
+      .hero-inner > div:first-child > .hero-paths,
+      .hero-inner > div:first-child > .hero-stats {
+        grid-column: 1 / -1;
+        width: 100%;
+        max-width: none;
+      }
+      .hero-inner > div:first-child > .suite-lines {
+        grid-template-columns: repeat(2, minmax(0, 1fr));
+        margin: 12px 0 0;
+      }
+      .hero-inner > div:first-child > .hero-paths,
+      .hero-inner > div:first-child > .hero-stats {
+        grid-template-columns: repeat(4, minmax(0, 1fr));
+        margin-top: 0;
+      }
+    }
+    @media (min-width: 961px) and (max-width: 1120px) {
+      .hero-inner {
+        grid-template-columns: minmax(0, 1fr) minmax(460px, 0.95fr);
+      }
+      .hero-radar-layout {
+        grid-template-columns: 1fr;
+      }
+    }
+    @media (max-width: 1180px) {
+      .split-radar-details summary {
+        grid-template-columns: 1fr;
+        gap: 6px;
+        align-items: start;
+      }
+      .split-radar-details summary strong {
+        max-width: 72ch;
+      }
+    }
     @media (max-width: 1280px) {
       :root {
         --nav-height: 68px;
@@ -6294,6 +6676,9 @@
         min-width: 52px;
         padding: 0 13px;
       }
+      .nav-action-author {
+        min-width: 78px;
+      }
       .nav-action-hf {
         min-width: 54px;
       }
@@ -6327,6 +6712,13 @@
       .hero,
       .hero-inner { min-height: 0; }
       .hero-inner { padding: 76px 0 58px; }
+      .hero-inner > div:first-child,
+      .hero-paths,
+      .hero-stats,
+      .suite-lines {
+        width: 100%;
+        max-width: none;
+      }
       .hero-panel { grid-template-columns: repeat(2, minmax(0, 1fr)); }
       .hero-radar-layout { grid-template-columns: 1fr; }
       .hero-radar-frame img { height: min(430px, 56vw); }
@@ -6348,7 +6740,10 @@
         border-right: 0;
         border-bottom: 1px solid var(--line);
       }
-      .hero-stats, .models, .task-grid, .artifact-grid, .evidence-grid, .reading-grid, .snapshot-grid, .roadmap-grid, .brief-grid, .surface-map, .boundary-strip, .callout-row, .direction-grid, .baseline-strip, .extension-grid, .resource-mode-grid, .suite-lines, .result-reading-order, .result-rules-panel, .data-analysis-grid, .data-analysis-chart-grid { grid-template-columns: repeat(2, minmax(0, 1fr)); }
+      .hero-stats, .hero-paths, .models, .task-grid, .artifact-grid, .evidence-grid, .reading-grid, .snapshot-grid, .roadmap-grid, .brief-grid, .surface-map, .boundary-strip, .callout-row, .direction-grid, .baseline-strip, .extension-grid, .resource-mode-grid, .suite-lines, .result-reading-order, .result-rules-panel, .data-analysis-grid, .data-analysis-chart-grid, .resource-map-stats { grid-template-columns: repeat(2, minmax(0, 1fr)); }
+      .resource-map-head,
+      .resource-map-controls { grid-template-columns: 1fr; }
+      .resource-map-filter-row { justify-content: flex-start; }
       .data-scope-detail { grid-template-columns: 1fr; }
       .reader-route-panel,
       .task-axis-head,
@@ -6404,6 +6799,14 @@
       .roadmap-resource-card.primary {
         grid-column: 1 / -1;
       }
+      .glossary-table {
+        min-width: min(760px, 100%);
+        font-size: 12.5px;
+      }
+      .glossary-table th,
+      .glossary-table td {
+        padding: 12px;
+      }
     }
     @media (max-width: 1120px) {
       .nav-links { display: none; }
@@ -6422,6 +6825,11 @@
         grid-template-columns: minmax(0, 1fr) auto;
         max-width: calc(100vw - 24px);
       }
+      .mobile-section-jump {
+        display: grid;
+        grid-column: 1 / -1;
+        gap: 5px;
+      }
       .scroll-status {
         min-width: 0;
         padding: 7px 10px;
@@ -6430,7 +6838,7 @@
         max-width: 52vw;
       }
       .back-to-top {
-        min-width: 48px;
+        min-width: 94px;
         padding: 0 10px;
       }
       .wrap { width: calc(100vw - 28px); max-width: calc(100vw - 28px); }
@@ -6553,6 +6961,9 @@
         min-width: 40px;
         padding: 0 8px;
       }
+      .nav-action-author {
+        min-width: 40px;
+      }
       .nav-action-repo .nav-action-text-short {
         font-size: 0;
       }
@@ -6701,7 +7112,9 @@
         width: 100%;
         justify-content: center;
       }
-      .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, .resource-mode-grid, .suite-lines, .suite-line-facts, .result-reading-order, .result-rules-panel, .reader-route-list, .task-axis-grid, .task-axis-summary, .task-axis-reader-rule, .task-axis-key, .task-axis-task-list, .task-axis-visual figcaption, .method-flow-steps, .suite-task-index-head, .data-analysis-grid, .data-analysis-chart-grid, .data-analysis-table-header, .data-scope-detail, .data-scope-facts { grid-template-columns: 1fr; }
+      .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, .resource-mode-grid, .suite-lines, .suite-line-facts, .result-reading-order, .result-rules-panel, .reader-route-list, .task-axis-grid, .task-axis-summary, .task-axis-reader-rule, .task-axis-key, .task-axis-task-list, .task-axis-visual figcaption, .method-flow-steps, .suite-task-index-head, .data-analysis-grid, .data-analysis-chart-grid, .data-analysis-table-header, .data-scope-detail, .data-scope-facts, .resource-map-head, .resource-map-controls, .resource-map-stats { grid-template-columns: 1fr; }
+      .resource-map-panel { padding: 14px; }
+      .resource-map-filter-row { justify-content: flex-start; }
       .data-scope-explorer { padding: 12px; }
       .data-scope-flow {
         grid-template-columns: 1fr;
@@ -6969,7 +7382,19 @@
       <strong id="scrollPercent">0%</strong>
       <span id="scrollSection">Top</span>
     </div>
-    <button class="back-to-top" id="backToTop" type="button" aria-label="Back to top">Top</button>
+    <button class="back-to-top" id="backToTop" type="button" aria-label="Back to top">Back to top</button>
+    <div class="mobile-section-jump" aria-label="Jump to a page section">
+      <label for="mobileSectionJump">Jump to section</label>
+      <select id="mobileSectionJump">
+        <option value="top">Top / Hero</option>
+        <option value="overview">Overview</option>
+        <option value="dataset-card">Data</option>
+        <option value="suite">Tasks</option>
+        <option value="takeaways">Results</option>
+        <option value="omni-scale-up">Scale-up</option>
+        <option value="artifacts">Artifacts</option>
+      </select>
+    </div>
   </div>
   <a class="skip-link" href="#main">Skip to content</a>
   <nav class="site-nav">
@@ -6982,11 +7407,9 @@
         <a href="#overview">Overview</a>
         <a href="#dataset-card">Data</a>
         <a href="#suite">Tasks</a>
-        <a href="#pipeline">Method</a>
         <a href="#takeaways">Results</a>
-        <a href="#directions">Directions</a>
-        <a href="#roadmap">Roadmap</a>
-        <a href="#glossary">Glossary</a>
+        <a href="#omni-scale-up">Scale-up</a>
+        <a href="#artifacts">Artifacts</a>
       </div>
       <div class="nav-tools">
         <div class="site-language notranslate" translate="no" data-short="EN">
@@ -7004,6 +7427,10 @@
           <span id="siteLanguageStatus" class="site-language-status" aria-live="polite"></span>
         </div>
         <div class="nav-external-actions" aria-label="External project links">
+          <a class="nav-action nav-action-author" data-mark="CH" href="https://chaoyue0307.github.io/" aria-label="Contact Chaoyue He">
+            <span class="nav-action-text-full">Chaoyue He</span>
+            <span class="nav-action-text-short">Chaoyue</span>
+          </a>
           <a class="nav-action nav-action-official" data-mark="RO" href="https://ropedia.com/" aria-label="Open official Ropedia website">
             <span class="nav-action-text-full">Ropedia</span>
             <span class="nav-action-text-short">RO</span>
@@ -7088,10 +7515,10 @@
             <strong>Results</strong>
             <span>Evidence lines, 180 scored records, direct/proxy status, and model diagnostics.</span>
           </a>
-          <a class="hero-path" href="#directions">
+          <a class="hero-path" href="#omni-scale-up">
             <small>Extend</small>
-            <strong>Directions after results</strong>
-            <span>Research directions, roadmap, and scale-up plans after the result table.</span>
+            <strong>Scale-up after results</strong>
+            <span>Qwen3-Omni, Cosmos3, roadmap, research progress, and foundation paths after the result table.</span>
           </a>
         </div>
         <div class="hero-stats">
@@ -7104,7 +7531,7 @@
       <div class="hero-radar-panel" aria-label="Project scope and result orientation">
         <div class="hero-radar-top">
           <strong>project overview</strong>
-          <span>dataset scope / task suite / result records</span>
+          <span>scope / tasks / result records</span>
         </div>
         <div class="hero-radar-layout">
           <div class="hero-radar-copy">
@@ -7129,16 +7556,16 @@
         </div>
         <details class="split-radar-details hero-radar-details">
           <summary>
-            <span>open full 9-method radar</span>
+            <span>open radar</span>
             <strong>The full grouped radar is useful for pattern scanning after comparing the 1-episode and 128-episode views.</strong>
           </summary>
           <a class="hero-radar-frame" href="#suite-radars" aria-label="Open full unified 20-task model radar">
-            <img src="assets/charts/unified_task_model_radar.svg?v=xperience10m-20task-radar-v8-readable" alt="Unified 20-task grouped radar board with method-family panels, task key, score counts, and raw128 proxy notes">
+            <img src="assets/charts/unified_task_model_radar.svg?v=xperience10m-20task-radar-v9-polished" alt="Unified 20-task grouped radar board with method-family panels, task key, score counts, and raw128 proxy notes">
           </a>
         </details>
         <details class="split-radar-details hero-task-details">
           <summary>
-            <span>show task names and source links</span>
+            <span>task names and sources</span>
             <strong>All 20 task axes, radar images, result matrix, and proxy audit remain available here without crowding the first screen.</strong>
           </summary>
           <div class="hero-task-strip" aria-label="All 20 radar task axes">
@@ -7179,43 +7606,43 @@
     </div>
   </header>
 
-  <main id="main" class="continuous" data-active-tab="start">
+  <main id="main" class="continuous" data-active-tab="overview">
     <div class="project-tabs-shell" aria-label="Current section navigation" hidden aria-hidden="true">
       <div class="wrap project-tabs" role="tablist" aria-label="Project sections" hidden aria-hidden="true">
-        <button type="button" class="project-tab active" id="tab-start" role="tab" data-tab-key="start" data-default-section="overview" aria-selected="true" aria-pressed="true" aria-controls="overview">
-          <strong>Start</strong>
-          <span>scope and project identity</span>
+        <button type="button" class="project-tab active" id="tab-overview" role="tab" data-tab-key="overview" data-default-section="overview" aria-selected="true" aria-pressed="true" aria-controls="overview">
+          <strong>Overview</strong>
+          <span>scope and reader path</span>
         </button>
-        <button type="button" class="project-tab" id="tab-data" role="tab" data-tab-key="data" data-default-section="dataset-card" aria-selected="false" aria-pressed="false" aria-controls="dataset-card data-analysis raw-sample suite walkthroughs" tabindex="-1">
-          <strong>Data & Tasks</strong>
-          <span>dataset sample and task suite</span>
+        <button type="button" class="project-tab" id="tab-data" role="tab" data-tab-key="data" data-default-section="dataset-card" aria-selected="false" aria-pressed="false" aria-controls="dataset-card data-analysis raw-sample" tabindex="-1">
+          <strong>Data</strong>
+          <span>dataset sample and boundaries</span>
         </button>
-        <button type="button" class="project-tab" id="tab-method" role="tab" data-tab-key="method" data-default-section="pipeline" aria-selected="false" aria-pressed="false" aria-controls="protocol pipeline features architectures" tabindex="-1">
-          <strong>Method</strong>
-          <span>pipeline and model design</span>
+        <button type="button" class="project-tab" id="tab-tasks" role="tab" data-tab-key="tasks" data-default-section="suite" aria-selected="false" aria-pressed="false" aria-controls="suite walkthroughs protocol pipeline features architectures" tabindex="-1">
+          <strong>Tasks</strong>
+          <span>20 tasks and method pipeline</span>
         </button>
         <button type="button" class="project-tab" id="tab-results" role="tab" data-tab-key="results" data-default-section="takeaways" aria-selected="false" aria-pressed="false" aria-controls="takeaways" tabindex="-1">
           <strong>Results</strong>
           <span>takeaways and baselines</span>
         </button>
-        <button type="button" class="project-tab" id="tab-directions" role="tab" data-tab-key="directions" data-default-section="directions" aria-selected="false" aria-pressed="false" aria-controls="directions roadmap" tabindex="-1">
-          <strong>Directions</strong>
-          <span>directions and roadmap</span>
+        <button type="button" class="project-tab" id="tab-scale-up" role="tab" data-tab-key="scale-up" data-default-section="omni-scale-up" aria-selected="false" aria-pressed="false" aria-controls="directions roadmap evidence omni-scale-up foundation-model-paths" tabindex="-1">
+          <strong>Scale-up</strong>
+          <span>roadmap and model paths</span>
         </button>
-        <button type="button" class="project-tab" id="tab-resources" role="tab" data-tab-key="resources" data-default-section="reading-path" aria-selected="false" aria-pressed="false" aria-controls="evidence reading-path glossary artifacts omni-scale-up foundation-model-paths" tabindex="-1">
-          <strong>Resources</strong>
-          <span>artifacts, models, commands</span>
+        <button type="button" class="project-tab" id="tab-artifacts" role="tab" data-tab-key="artifacts" data-default-section="artifacts" aria-selected="false" aria-pressed="false" aria-controls="reading-path glossary artifacts" tabindex="-1">
+          <strong>Artifacts</strong>
+          <span>mirrors, glossary, files</span>
         </button>
       </div>
       <div class="wrap section-tabs" id="sectionTabs" role="tablist" aria-label="Sections in the current area"></div>
       <div class="wrap section-orientation" id="sectionOrientation" aria-live="polite">
-        <strong>Start / Project Overview</strong>
+        <strong>Overview / Project Overview</strong>
         <span>Scope, evidence boundaries, and project entry points.</span>
         <a href="#reader-map">Evidence map</a>
       </div>
     </div>
 
-    <section id="overview" data-project-tab="start" role="tabpanel" aria-labelledby="tab-start" tabindex="-1">
+    <section id="overview" data-project-tab="overview" role="tabpanel" aria-labelledby="tab-overview" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Project overview and evidence map.</h2>
@@ -7237,17 +7664,40 @@
         </div>
         <div class="reader-route-panel" aria-label="Project route through the task suite">
           <div class="reader-route-copy">
-            <small>project route</small>
-            <strong>Four project layers connect data, tasks, methods, and results.</strong>
-            <p>The project starts with the Xperience-10M data scope, then explains the 20-task contracts, method design, result table, and exact reproduction or extension artifacts.</p>
+            <small>new reader path</small>
+            <strong>Five steps give the cleanest first read.</strong>
+            <p>Start with the short project summary, then move through the evidence map, task suite, result matrix, and scale-up plan. Roadmap, glossary, research progress, and foundation paths stay available as secondary cards instead of competing in the first navigation row.</p>
           </div>
           <div class="reader-route-list">
-            <a href="#dataset-card"><span>01 data</span><strong>Dataset scope</strong><em>Official Xperience-10M context, public sample files, and selected-128 boundaries.</em></a>
-            <a href="#suite"><span>02 tasks</span><strong>20-task suite</strong><em>One task vocabulary for all methods and both evidence lines.</em></a>
-            <a href="#pipeline"><span>03 method</span><strong>Pipeline and protocol</strong><em>Feature construction, leakage controls, model heads, and evaluation rules.</em></a>
-            <a href="#takeaways"><span>04 results</span><strong>Result ledger</strong><em>Direct scores, compact-proxy cells, model diagnostics, and citeable tables.</em></a>
+            <a href="#project-brief"><span>01 summary</span><strong>Read 30-second summary</strong><em>Understand what this project is, what is implemented, and what comes next.</em></a>
+            <a href="#reader-map"><span>02 evidence</span><strong>Open evidence map</strong><em>See how GitHub, GitHub Pages, HF Space, artifacts, and model repos connect.</em></a>
+            <a href="#suite"><span>03 tasks</span><strong>Inspect 20-task suite</strong><em>Check the task vocabulary, source links, radars, and task cards.</em></a>
+            <a href="#result-matrix-table"><span>04 results</span><strong>Check result matrix</strong><em>Read direct/proxy status, method rows, raw metrics, and source artifacts.</em></a>
+            <a href="#omni-scale-up"><span>05 scale-up</span><strong>Read scale-up plan</strong><em>Move to Qwen3-Omni, Cosmos3, roadmap, and foundation-model paths.</em></a>
           </div>
         </div>
+        <div class="brief-grid" aria-label="Secondary project links">
+          <article class="brief-card">
+            <strong>Roadmap</strong>
+            <p>Shipped stages, active work, and scale-up targets after the result table.</p>
+            <a href="#roadmap">Open roadmap</a>
+          </article>
+          <article class="brief-card">
+            <strong>Glossary</strong>
+            <p>Definitions for project terms, metrics, model families, public mirrors, and proxy scores.</p>
+            <a href="#glossary">Open glossary</a>
+          </article>
+          <article class="brief-card">
+            <strong>Research progress</strong>
+            <p>Current experiments, verified model evidence, public mirrors, and milestone boundaries.</p>
+            <a href="#evidence">Open progress</a>
+          </article>
+          <article class="brief-card">
+            <strong>Foundation paths</strong>
+            <p>Spatial-intelligence, world-model, and VLA paths placed after current results and scale-up status.</p>
+            <a href="#foundation-model-paths">Open foundation paths</a>
+          </article>
+        </div>
         <figure class="line-map-figure">
           <img src="assets/charts/two_evidence_line_map.svg?v=two-line-map-v2" alt="Two evidence-line map showing 1 sample episode, 128 selected episodes, and the combined 180 scored method-task records">
         </figure>
@@ -7403,13 +7853,13 @@
             <a href="#artifacts">Open artifact index</a>
           </div>
         </div>
-        <div class="brief-panel">
+        <div class="brief-panel" id="project-brief">
           <div class="brief-panel-head">
             <div>
               <span>Project brief</span>
-              <h3>From one public episode to an extensible embodied-AI task lab.</h3>
+              <h3>Two public evidence lines: inspectable task lab and comparison surface.</h3>
             </div>
-            <p>Xperience-10M is much larger than the public sample. This project focuses on the sample available now, turns it into clear task contracts and baseline artifacts, and keeps the same data contract ready for held-out multi-episode training when more episodes are prepared.</p>
+            <p>This project has two public evidence lines: Line 1 uses one public sample episode as an inspectable task lab; Line 2 uses selected-128 public-safe derived artifacts as a same-split comparison surface for baselines and model diagnostics. The public sample remains the raw-inspectable development harness; selected-128 is the model-comparison surface.</p>
           </div>
           <div class="brief-grid" aria-label="Project brief cards">
             <article class="brief-card">
@@ -7419,10 +7869,11 @@
             <article class="brief-card">
               <strong>What is implemented</strong>
               <ul>
-                <li>1,161 aligned windows from one public sample episode</li>
+                <li>Line 1: 1,161 aligned windows from one public sample episode</li>
+                <li>Line 2: selected-128 same-split comparison surface</li>
                 <li>20 unified task contracts with minimal and neural evidence</li>
-                <li>One shared setup across all 20 task axes</li>
-                <li>Four research-direction maps and extension probes</li>
+                <li>180 scored method-task records with direct/proxy labels</li>
+                <li>Research-direction maps, extension probes, and scale-up paths</li>
               </ul>
             </article>
             <article class="brief-card">
@@ -7433,7 +7884,7 @@
           <div class="brief-grid" aria-label="Research capability map">
             <article class="brief-card">
               <strong>Data understanding</strong>
-              <p>Maps one public episode into synchronized windows across video, audio, depth, pose/SLAM, mocap, IMU, calibration, and language-derived signals.</p>
+              <p>Maps one public episode into raw-inspectable synchronized windows, then connects selected-128 public-safe artifacts to same-split comparison rows.</p>
             </article>
             <article class="brief-card">
               <strong>Task design</strong>
@@ -7441,11 +7892,11 @@
             </article>
             <article class="brief-card">
               <strong>Evaluation discipline</strong>
-              <p>Keeps chronological splits, predictions, confusion matrices, leakage notes, and single-episode limits visible before moving to broader model-quality reads.</p>
+              <p>Keeps chronological splits, predictions, confusion matrices, leakage notes, evidence-line boundaries, and direct/proxy score labels visible before broader model-quality reads.</p>
             </article>
             <article class="brief-card">
               <strong>Scale-up readiness</strong>
-              <p>Connects the same data contract to 128-episode baselines, a no-new-episode enhancement pack, Qwen3-Omni LoRA, Cosmos-style world modeling, policy/VLA tracks, and the later Xperience-native pretraining goal.</p>
+              <p>Connects the same data contract to selected-128 baselines, Qwen3-Omni/Cosmos3 diagnostics, a no-new-episode enhancement pack, policy/VLA candidates, and the later Xperience-native pretraining goal.</p>
             </article>
           </div>
           <div class="brief-actions">
@@ -7846,7 +8297,7 @@
       </div>
     </section>
 
-    <section id="suite" data-project-tab="data" role="tabpanel" aria-labelledby="tab-data" tabindex="-1">
+    <section id="suite" data-project-tab="tasks" role="tabpanel" aria-labelledby="tab-tasks" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Xperience-10M 20-task suite.</h2>
@@ -7918,7 +8369,7 @@
             <article class="split-radar-card">
               <h3>1-Episode 20-Task Radar</h3>
               <p>Minimal and Neural MLP are both scored on all 20 public-sample task contracts in one enlarged panel without 128-episode methods competing for attention.</p>
-              <img src="assets/charts/single_episode_task_model_radar.svg?v=xperience10m-split-radar-v3-readable" alt="Single-episode 20-task radar comparing Minimal and Neural MLP across all 20 scored task axes">
+              <img src="assets/charts/single_episode_task_model_radar.svg?v=xperience10m-split-radar-v4-polished" alt="Single-episode 20-task radar comparing Minimal and Neural MLP across all 20 scored task axes">
               <div class="split-radar-links">
                 <a href="assets/charts/single_episode_task_model_radar.svg">View chart source</a>
                 <a href="data/single_episode_task_model_radar.json">Inspect chart source</a>
@@ -7927,7 +8378,7 @@
             <article class="split-radar-card">
               <h3>128-Episode 20-Task Radar</h3>
               <p>Seven aligned 128-episode methods cover all 20 axes across metadata/text, raw-feature, and foundation-model panels. Proxy axes stay labeled in the chart and source data.</p>
-              <img src="assets/charts/episode128_task_model_radar.svg?v=xperience10m-split-radar-v3-readable" alt="128-episode grouped 20-task radar comparing raw-feature baselines, metadata baselines, Qwen3-Omni, and Cosmos3 series with explicit score counts">
+              <img src="assets/charts/episode128_task_model_radar.svg?v=xperience10m-split-radar-v4-polished" alt="128-episode grouped 20-task radar comparing raw-feature baselines, metadata baselines, Qwen3-Omni, and Cosmos3 series with explicit score counts">
               <div class="split-radar-links">
                 <a href="assets/charts/episode128_task_model_radar.svg">View chart source</a>
                 <a href="data/episode128_task_model_radar.json">Inspect chart source</a>
@@ -7941,7 +8392,7 @@
               <strong>Use after the split radars when you need all methods in one grouped visual analysis board.</strong>
             </summary>
             <div class="full-radar-frame">
-              <img class="chart radar-chart unified-radar-chart" src="assets/charts/unified_task_model_radar.svg?v=xperience10m-20task-radar-v8-readable" alt="Unified grouped 20-task radar comparing Minimal, Neural MLP, 128-episode metadata/raw baselines, Qwen3-Omni, and Cosmos3 with task names, method details, 20-record counts, score counts, and proxy notes">
+              <img class="chart radar-chart unified-radar-chart" src="assets/charts/unified_task_model_radar.svg?v=xperience10m-20task-radar-v9-polished" alt="Unified grouped 20-task radar comparing Minimal, Neural MLP, 128-episode metadata/raw baselines, Qwen3-Omni, and Cosmos3 with task names, method details, 20-record counts, score counts, and proxy notes">
               <div class="split-radar-links">
                 <a href="assets/charts/unified_task_model_radar.svg">View chart source</a>
                 <a href="data/unified_task_model_radar.json">Inspect chart source</a>
@@ -7974,7 +8425,7 @@
       </div>
     </section>
 
-    <section id="walkthroughs" data-project-tab="data" role="tabpanel" aria-labelledby="tab-data" tabindex="-1">
+    <section id="walkthroughs" data-project-tab="tasks" role="tabpanel" aria-labelledby="tab-tasks" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Interactive task walkthrough.</h2>
@@ -8029,7 +8480,7 @@
       </div>
     </section>
 
-    <section id="protocol" data-project-tab="method" role="tabpanel" aria-labelledby="tab-method" tabindex="-1">
+    <section id="protocol" data-project-tab="tasks" role="tabpanel" aria-labelledby="tab-tasks" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Evaluation protocol is explicit.</h2>
@@ -8049,7 +8500,7 @@
       </div>
     </section>
 
-    <section id="pipeline" data-project-tab="method" role="tabpanel" aria-labelledby="tab-method" tabindex="-1">
+    <section id="pipeline" data-project-tab="tasks" role="tabpanel" aria-labelledby="tab-tasks" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>From raw episode to research artifacts.</h2>
@@ -8096,7 +8547,7 @@
       </div>
     </section>
 
-    <section id="features" data-project-tab="method" role="tabpanel" aria-labelledby="tab-method" tabindex="-1">
+    <section id="features" data-project-tab="tasks" role="tabpanel" aria-labelledby="tab-tasks" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Model inputs are traceable.</h2>
@@ -8139,7 +8590,7 @@
       </div>
     </section>
 
-    <section id="architectures" data-project-tab="method" role="tabpanel" aria-labelledby="tab-method" tabindex="-1">
+    <section id="architectures" data-project-tab="tasks" role="tabpanel" aria-labelledby="tab-tasks" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>The baseline task heads share four head families.</h2>
@@ -8162,6 +8613,27 @@
           <a href="#neural">Neural heads</a>
           <a href="#diagnostics">Diagnostic charts</a>
         </nav>
+        <details class="split-radar-details result-limitations-card">
+          <summary>
+            <span>Result Interpretation and Limitations</span>
+            <strong>These results are diagnostic, not a final model-quality leaderboard.</strong>
+          </summary>
+          <div class="result-limitations-body">
+            <p>This project has two public evidence lines. Line 1 uses one public sample episode as an inspectable task lab. Line 2 uses a selected-128 public-safe comparison surface for same-split baselines and model diagnostics. The current public results do not estimate full Xperience-10M corpus performance.</p>
+            <p>The 180-record matrix should be read task-by-task. Raw metric values are the citeable values. Radar-normalized values are visual summaries only and should not be used as leaderboard scores.</p>
+            <p>Direct and compact-proxy scores remain separate. Proxy-marked cells are bounded public-safe substitutes where a direct raw target is not publicly available; they should not be treated as direct raw-target evidence.</p>
+            <p>The selected-128 surface is a diagnostic comparison subset, not a distributionally representative sample of the full Xperience-10M corpus. Broader model-quality claims require larger episode coverage, locked held-out splits, seed variance, and episode-level confidence intervals.</p>
+            <p>Because 20-frame windows with stride 5 can create local temporal overlap, split construction matters. Window counts should be read as evaluation units, not statistically independent human-experience episodes.</p>
+            <p>High local baseline scores are within-surface sanity checks, not proof of general embodied-intelligence performance. The Qwen3-Omni and Cosmos rows are model-family diagnostics; weak action/subtask results are kept visible because they define the next error-analysis and model-improvement stage.</p>
+          </div>
+        </details>
+        <div class="result-citation-banner result-interpretation-note" role="note" aria-label="Result interpretation note">
+          <span>!</span>
+          <div>
+            <strong>Interpretation note: read these scores as task-definition and diagnostic evidence, not final model-quality claims.</strong>
+            <p>Some task metrics are intentionally hard and can be low, especially for action/subtask labels in the current selected-128 diagnostic runs. The current value of this work is the public-safe evaluation pipeline, traceable targets, split discipline, direct/proxy score labeling, and failure-analysis surface for future model improvement.</p>
+          </div>
+        </div>
         <div class="result-citation-banner" role="note" aria-label="Result citation rule">
           <span>i</span>
           <div>
@@ -8496,7 +8968,7 @@
       </div>
     </section>
 
-    <section id="directions" data-project-tab="directions" role="tabpanel" aria-labelledby="tab-directions" tabindex="-1">
+    <section id="directions" data-project-tab="scale-up" role="tabpanel" aria-labelledby="tab-scale-up" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Four research directions over the same 20 tasks.</h2>
@@ -8778,7 +9250,7 @@
       </div>
     </section>
 
-    <section id="roadmap" data-project-tab="directions" role="tabpanel" aria-labelledby="tab-directions" tabindex="-1">
+    <section id="roadmap" data-project-tab="scale-up" role="tabpanel" aria-labelledby="tab-scale-up" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Research roadmap.</h2>
@@ -8837,7 +9309,7 @@
             <p>Align simple metadata/text baselines, raw-feature proxies, and neural MLP baselines to the same selected 96/16/16 split and the unified 20-task axes used by the public result matrix.</p>
             <div class="roadmap-meta">
               <strong>Entry</strong><p>Derived Qwen JSONL export for the selected 96/16/16 split.</p>
-              <strong>Evidence</strong><p>Baseline alignment report, summary metrics, task metrics, and the 128-task baseline runner.</p>
+              <strong>Evidence</strong><p>Baseline alignment report, summary metrics, task metrics, and the 128-episode baseline runner.</p>
             </div>
           </article>
           <article class="roadmap-card" data-status="current">
@@ -8957,7 +9429,7 @@
       </div>
     </section>
 
-    <section id="evidence" data-project-tab="resources" role="tabpanel" aria-labelledby="tab-resources" tabindex="-1">
+    <section id="evidence" data-project-tab="scale-up" role="tabpanel" aria-labelledby="tab-scale-up" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Current experiments and next milestones.</h2>
@@ -9000,7 +9472,7 @@
           <article class="evidence-card">
             <span class="status-pill">current plan</span>
             <h3>Foundation backbones are separated by role</h3>
-            <p>Qwen3-Omni is the trainable held-out LoRA track; Cosmos3 covers world-model diagnostics; OpenVLA/openpi/GR00T become policy candidates after robot-compatible action conversion; Xperience-native pretraining remains the later full-corpus goal.</p>
+            <p>Current implemented/diagnostic tracks are Qwen3-Omni v6 and Cosmos3-Super/Nano. Candidate future policy tracks are OpenVLA/openpi/GR00T-style models after robot-compatible action conversion. Long-term, this points toward an Xperience-native embodied foundation model.</p>
             <div class="evidence-links">
               <a href="data/foundation_model_plan.json">foundation model plan</a>
               <a href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite/blob/main/FOUNDATION_MODEL_PLAN.md">plan doc</a>
@@ -9067,7 +9539,7 @@
       </div>
     </section>
 
-    <section id="reading-path" data-project-tab="resources" role="tabpanel" aria-labelledby="tab-resources" tabindex="-1">
+    <section id="reading-path" data-project-tab="artifacts" role="tabpanel" aria-labelledby="tab-artifacts" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Research reading path.</h2>
@@ -9128,7 +9600,7 @@
           </article>
         </div>
         <div class="boundary-strip">
-          <div class="boundary-item"><strong>Verified now</strong><span>One public episode, 5,821 frames, 1,161 aligned windows, 8,546 dimensions, 20 unified task contracts, 12 original neural heads, and 4 direction-extension probes.</span></div>
+          <div class="boundary-item"><strong>Verified now</strong><span>One public episode, 5,821 frames, 1,161 aligned windows, 8,546 dimensions, 20 unified task contracts, 20 Minimal and Neural MLP task-head rows, and 4 direction-extension probes.</span></div>
           <div class="boundary-item"><strong>Next: no-new-episode scale</strong><span>The selected 128-episode suite should next use dense/multiscale windows, hierarchical labels, and raw-feature shards before adding more episodes.</span></div>
           <div class="boundary-item"><strong>Next: error analysis</strong><span>The selected 128-episode Qwen3-Omni LoRA result has a final verified diagnostic package; JSON validity meets target, and the next pass should improve action/subtask quality.</span></div>
           <div class="boundary-item"><strong>Not redistributed</strong><span>Raw videos, raw annotations, full Qwen weights, and private gated Xperience-10M data are not included in the public repo or HF bundles.</span></div>
@@ -9136,7 +9608,7 @@
       </div>
     </section>
 
-    <section id="glossary" data-project-tab="resources" role="tabpanel" aria-labelledby="tab-resources" tabindex="-1">
+    <section id="glossary" data-project-tab="artifacts" role="tabpanel" aria-labelledby="tab-artifacts" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Glossary for project and field terms.</h2>
@@ -9219,7 +9691,7 @@
       </div>
     </section>
 
-    <section id="artifacts" data-project-tab="resources" role="tabpanel" aria-labelledby="tab-resources" tabindex="-1">
+    <section id="artifacts" data-project-tab="artifacts" role="tabpanel" aria-labelledby="tab-artifacts" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Choose the artifact by the question you have.</h2>
@@ -9294,9 +9766,51 @@
               <div><span>Published mirrors</span><h3>Project map, mirrors, and runnable code</h3></div>
               <p>Project files, published mirrors, and scripts for the public-sample pipeline.</p>
             </div>
+            <div class="resource-map-panel" id="project-resource-map" aria-labelledby="project-resource-map-title">
+              <div class="resource-map-head">
+                <div>
+                  <span>complete generated inventory</span>
+                  <h4 id="project-resource-map-title">Open scripts, result artifacts, website data, and HF bundle files directly.</h4>
+                </div>
+                <p>The map is generated from the project folders instead of hand-curated cards. It keeps every script and result file indexed in place, marks local-only files when they are not tracked, and links to GitHub Pages, GitHub, or Hugging Face raw files when a public surface exists.</p>
+              </div>
+              <div class="resource-map-stats" id="resourceMapStats" aria-label="Project resource-map summary">
+                <div class="resource-map-stat"><strong>...</strong><span>loading inventory</span></div>
+              </div>
+              <div class="resource-map-controls" aria-label="Filter project resource map">
+                <input class="resource-map-search" id="resourceMapSearch" type="search" placeholder="Search scripts, results, data files, models, or HF bundles" aria-label="Search project resources">
+                <div class="resource-map-filter-row">
+                  <button type="button" class="resource-map-filter active" data-resource-filter="all" aria-pressed="true">All</button>
+                  <button type="button" class="resource-map-filter" data-resource-filter="scripts" aria-pressed="false">Scripts</button>
+                  <button type="button" class="resource-map-filter" data-resource-filter="results" aria-pressed="false">Results</button>
+                  <button type="button" class="resource-map-filter" data-resource-filter="website" aria-pressed="false">Website data</button>
+                  <button type="button" class="resource-map-filter" data-resource-filter="hf" aria-pressed="false">HF bundles</button>
+                  <button type="button" class="resource-map-filter" data-resource-filter="local" aria-pressed="false">Local-only</button>
+                </div>
+              </div>
+              <div class="resource-map-pagination" id="resourceMapPagination" aria-live="polite"></div>
+              <div class="resource-map-table-scroll" aria-label="Scrollable project resource table">
+                <table class="resource-map-table" id="resourceMapTable">
+                  <thead>
+                    <tr>
+                      <th>File</th>
+                      <th>Type</th>
+                      <th>Role</th>
+                      <th>Size</th>
+                      <th>Direct access</th>
+                    </tr>
+                  </thead>
+                  <tbody>
+                    <tr><td colspan="5">Loading project resource map...</td></tr>
+                  </tbody>
+                </table>
+              </div>
+              <p class="resource-map-note">Generated sources: <a href="data/project_resource_map.json">structured resource map</a> and <a href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite/blob/main/PROJECT_RESOURCE_MAP.md">human-readable resource map</a>. Rerun <code>python scripts/build_project_resource_map.py</code> after new result runs or script additions.</p>
+            </div>
             <div class="artifact-grid">
               <article class="artifact primary-artifact"><div><h3>Evidence map</h3><p>Single navigation view for GitHub, GitHub Pages, HF Space, artifact dataset, baseline model repo, Qwen3-Omni/Cosmos3 repos, and result lanes.</p></div><a href="data/public_reader_map.json">evidence map</a></article>
               <article class="artifact primary-artifact"><div><h3>Glossary</h3><p>Definitions for project-specific terms plus broader embodied-AI, egocentric multimodal data, spatial geometry, world-model, VLA, training, evaluation, adapter, and public mirror terms.</p></div><a href="data/glossary.json">glossary data</a><a href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite/blob/main/GLOSSARY.md">full glossary note</a></article>
+              <article class="artifact primary-artifact"><div><h3>Project resource map</h3><p>Complete generated inventory for scripts, result artifacts, website JSON, visual assets, configs, notes, and prepared Hugging Face bundles.</p></div><a href="data/project_resource_map.json">resource-map data</a><a href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite/blob/main/PROJECT_RESOURCE_MAP.md">resource-map note</a></article>
               <article class="artifact primary-artifact"><div><h3>Artifact guide</h3><p>Human-readable map from project scope to data contract, task evidence, platform mirrors, and scale-up status.</p></div><a href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite/blob/main/ARTIFACT_GUIDE.md">artifact guide</a></article>
               <article class="artifact"><h3>Reproduction scripts</h3><p>Training, visualization, taxonomy, walkthrough, validator, and omni-readiness scripts.</p><a href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite/tree/main/scripts">scripts/</a></article>
               <article class="artifact"><h3>Hugging Face Space</h3><p>The dashboard packaged as a public static Space.</p><a href="https://huggingface.co/spaces/cy0307/ropedia-xperience-10m-task-suite">HF Space</a></article>
@@ -9319,7 +9833,7 @@
               <article class="artifact primary-artifact"><div><h3>Two-line model comparison</h3><p>Groups Line 1 task-head baselines and Line 2 selected-128 methods: metadata/raw baselines, Qwen3-Omni v6 LoRA, Cosmos3-Nano Future Window, and Cosmos3-Super Reasoner.</p></div><a href="data/omni_model_comparison.json">result comparison</a></article>
               <article class="artifact primary-artifact"><div><h3>128-episode source + features</h3><p>Maps every selected official Xperience-10M episode id to its gated source tree and the public-safe processed features: Qwen v6 multiscale windows, dense multiscale rows, and metadata matrices.</p></div><a href="data/xperience10m_128_episode_feature_index.json">source/feature index</a></article>
               <article class="artifact"><h3>128-Episode Task Suite Enhancement Pack</h3><p>Canonical no-new-episode plan for denser supervision: `multiscale_20s10_40s20_80s40`, hierarchical action/subtask labels, stronger scoring slices, and raw-feature shard priorities.</p><a href="data/task_suite_enhancement_128.json">enhancement data</a></article>
-              <article class="artifact"><h3>Foundation-model plan</h3><p>Backbone selection matrix covering Qwen3-Omni, Cosmos 3, GR00T, OpenVLA/openpi, Gemini Robotics, Octo, SmolVLA-style policy candidates, and the future Xperience-native pretraining goal.</p><a href="data/foundation_model_plan.json">foundation model plan</a></article>
+              <article class="artifact"><h3>Foundation-model plan</h3><p>Separates current implemented/diagnostic tracks (Qwen3-Omni v6, Cosmos3-Super/Nano), candidate future policy tracks (OpenVLA/openpi/GR00T-style models after action conversion), and the long-term Xperience-native embodied foundation model goal.</p><a href="data/foundation_model_plan.json">foundation model plan</a></article>
               <article class="artifact"><h3>Multi-episode data access</h3><p>Public data-access path, selected 128-episode pilot plan, and preparation requirements.</p><a href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite/blob/main/results/omni_finetune/MULTI_EPISODE_ACCESS_STATUS.md">data access</a></article>
               <article class="artifact"><h3>Qwen3-Omni LoRA group</h3><p>Separates the 1-episode sensor-adapter smoke test from Qwen run v1-v6. v6 is the current 20-task matrix row, while v5 remains the pinned prior release.</p><a href="data/qwen3_omni_run_lineage.json">Qwen v1-v6 lineage</a><a href="data/omni_model_comparison.json">Qwen group</a></article>
               <article class="artifact"><h3>Cosmos3 groups</h3><p>Shows the verified Nano future-window compatibility package, the Super base-weight Reasoner JSON-task evaluation, and the Super fine-tuned forward-dynamics LoRA artifact with separate loss metrics.</p><a href="data/omni_model_comparison.json">Cosmos groups</a></article>
@@ -9348,7 +9862,7 @@
       </div>
     </section>
 
-    <section id="omni-scale-up" data-project-tab="resources" role="tabpanel" aria-labelledby="tab-resources" tabindex="-1">
+    <section id="omni-scale-up" data-project-tab="scale-up" role="tabpanel" aria-labelledby="tab-scale-up" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Qwen3-Omni diagnostic run is verified.</h2>
@@ -9366,7 +9880,7 @@
     </section>
 
 
-    <section id="foundation-model-paths" data-project-tab="resources" role="tabpanel" aria-labelledby="tab-resources" tabindex="-1">
+    <section id="foundation-model-paths" data-project-tab="scale-up" role="tabpanel" aria-labelledby="tab-scale-up" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Foundation-model scale-up paths.</h2>
@@ -9481,7 +9995,7 @@
 
   <footer>
     <div class="wrap">
-      Made by Chaoyue He. <span class="footer-meta">Contact: <a href="https://chaoyue0307.github.io/">chaoyue0307.github.io</a></span>
+      Ropedia Xperience-10M Task Suite.
     </div>
   </footer>
 
@@ -9631,16 +10145,20 @@
     ].join(",");
 
     function currentReadingSection() {
-      const candidates = Array.from(document.querySelectorAll("main > section[id], .reader-section[id]"));
+      const candidates = Array.from(document.querySelectorAll("main > section[id]"));
       const offset = Math.max(96, Number.parseInt(getComputedStyle(document.documentElement).getPropertyValue("--tab-stack-offset"), 10) || 96);
-      let current = "Top";
+      const threshold = offset + 24;
+      let current = { id: "top", label: "Top" };
+      let currentTop = Number.NEGATIVE_INFINITY;
       for (const section of candidates) {
         const rect = section.getBoundingClientRect();
-        if (rect.top <= offset + 24) {
+        if (rect.top <= threshold && rect.top > currentTop) {
           const heading = section.querySelector("h2, h1");
-          current = (heading?.textContent || section.id).replace(/\.$/, "").trim();
-        } else {
-          break;
+          currentTop = rect.top;
+          current = {
+            id: section.id,
+            label: (heading?.textContent || section.id).replace(/\.$/, "").trim()
+          };
         }
       }
       return current;
@@ -9651,14 +10169,38 @@
       const companion = document.getElementById("scrollCompanion");
       const percentLabel = document.getElementById("scrollPercent");
       const sectionLabel = document.getElementById("scrollSection");
+      const mobileSectionJump = document.getElementById("mobileSectionJump");
       const maxScroll = Math.max(1, document.documentElement.scrollHeight - window.innerHeight);
       const progress = Math.min(1, Math.max(0, window.scrollY / maxScroll));
       const percent = Math.round(progress * 100);
+      const currentSection = currentReadingSection();
       document.documentElement.style.setProperty("--scroll-progress", progress.toFixed(4));
       nav?.classList.toggle("is-scrolled", window.scrollY > 12);
       companion?.classList.toggle("is-visible", window.scrollY > 420);
       if (percentLabel) percentLabel.textContent = `${percent}%`;
-      if (sectionLabel) sectionLabel.textContent = currentReadingSection();
+      if (sectionLabel) sectionLabel.textContent = currentSection.label;
+      if (
+        mobileSectionJump instanceof HTMLSelectElement &&
+        document.activeElement !== mobileSectionJump &&
+        Array.from(mobileSectionJump.options).some((option) => option.value === currentSection.id)
+      ) {
+        mobileSectionJump.value = currentSection.id;
+      }
+    }
+
+    function scrollToPageSection(targetId, smooth = true) {
+      if (targetId === "top") {
+        window.scrollTo({ top: 0, behavior: smooth && !prefersReducedMotion.matches ? "smooth" : "auto" });
+        return;
+      }
+      const target = document.getElementById(targetId);
+      if (!target) return;
+      const offset = Math.max(96, Number.parseInt(getComputedStyle(document.documentElement).getPropertyValue("--tab-stack-offset"), 10) || 96);
+      const top = Math.max(0, target.getBoundingClientRect().top + window.scrollY - offset + 2);
+      window.scrollTo({
+        top,
+        behavior: smooth && !prefersReducedMotion.matches ? "smooth" : "auto"
+      });
     }
 
     function animateCounter(element) {
@@ -9685,7 +10227,28 @@
       window.addEventListener("scroll", updatePageProgress, { passive: true });
       window.addEventListener("resize", updatePageProgress);
       document.getElementById("backToTop")?.addEventListener("click", () => {
-        window.scrollTo({ top: 0, behavior: prefersReducedMotion.matches ? "auto" : "smooth" });
+        history.pushState(null, "", "#top");
+        scrollToPageSection("top");
+      });
+      document.getElementById("mobileSectionJump")?.addEventListener("change", (event) => {
+        const targetId = event.target.value || "top";
+        if (targetId === "top") {
+          history.pushState(null, "", "#top");
+          scrollToPageSection("top");
+          return;
+        }
+        if (sectionTabMap[targetId]) {
+          setProjectTab(sectionTabMap[targetId], {
+            targetId,
+            pushHash: true,
+            scroll: false
+          });
+        } else {
+          const target = document.getElementById(targetId);
+          if (!target) return;
+          history.pushState(null, "", `#${targetId}`);
+        }
+        requestAnimationFrame(() => scrollToPageSection(targetId));
       });
 
       const counters = Array.from(document.querySelectorAll(
@@ -10010,17 +10573,17 @@
       { id: "extensions", label: "Unified Task Evidence" },
       { id: "roadmap", label: "Roadmap" },
       { id: "evidence", label: "Research Progress" },
-      { id: "reading-path", label: "Project Path" },
+      { id: "reading-path", label: "Detailed Reading Path" },
       { id: "glossary", label: "Glossary" },
-      { id: "artifacts", label: "Research Artifacts" },
-      { id: "omni-scale-up", label: "Omni Scale-Up" },
+      { id: "artifacts", label: "Artifacts" },
+      { id: "omni-scale-up", label: "Scale-Up Plan" },
       { id: "foundation-model-paths", label: "Foundation Paths" }
     ];
     const sectionLabels = Object.fromEntries(sectionConfig.map((section) => [section.id, section.label]));
     const sectionDescriptions = {
       overview: "Project scope, public boundaries, and entry paths.",
-      roadmap: "Shipped stages, active work, and scale-up targets.",
-      "reading-path": "Project path across the repo, website, and Hugging Face mirrors.",
+      roadmap: "Secondary roadmap details for shipped stages, active work, and scale-up targets.",
+      "reading-path": "Detailed route across the repo, website, and Hugging Face mirrors.",
       "dataset-card": "Official dataset context, public-sample boundaries, and selected-128 scope.",
       "data-analysis": "Public sample, selected 128 episodes, and Hugging Face gated full-dataset metadata.",
       "raw-sample": "Sample files, media previews, and file relationships.",
@@ -10034,14 +10597,14 @@
       takeaways: "Evidence lines, 180-result matrix, baseline snapshots, neural heads, and diagnostic charts.",
       models: "Minimal baseline evidence inside Results.",
       neural: "Neural MLP task-head comparisons inside Results.",
-      directions: "How the same tasks support spatial, world-model, and VLA directions.",
+      directions: "Secondary research-direction map for spatial, world-model, and VLA tracks.",
       extensions: "Unified task provenance inside Directions.",
       diagnostics: "Charts and error-analysis evidence inside Results.",
-      glossary: "Definitions for data, tasks, models, metrics, and public mirrors.",
+      glossary: "Secondary definitions for data, tasks, models, metrics, and public mirrors.",
       artifacts: "Files, mirrors, weights, scripts, and release checks.",
-      evidence: "Current experiment status, model evidence, mirrors, and milestones.",
+      evidence: "Secondary current experiment status, model evidence, mirrors, and milestones.",
       "omni-scale-up": "Qwen3-Omni and Cosmos3 status.",
-      "foundation-model-paths": "Three larger training paths after current model status."
+      "foundation-model-paths": "Secondary foundation-model training paths after current model status."
     };
     const sectionTabMap = Object.fromEntries(tabSections.map((section) => [section.id, section.dataset.projectTab]));
     ["tasks", "models", "neural", "diagnostics", "extensions"].forEach((id) => {
@@ -10134,7 +10697,7 @@
     }
 
     function setProjectTab(tabKey, options = {}) {
-      const fallbackTab = tabDefaultSections[tabKey] ? tabKey : "start";
+      const fallbackTab = tabDefaultSections[tabKey] ? tabKey : "overview";
       const requestedId = options.targetId || tabDefaultSections[fallbackTab] || "overview";
       const targetId = document.getElementById(requestedId)
         ? requestedId
@@ -10169,7 +10732,7 @@
     function activateTabForHash(options = {}) {
       const hashId = decodeURIComponent(window.location.hash.replace(/^#/, ""));
       if (hashId && !sectionTabMap[hashId]) return;
-      const tabKey = sectionTabMap[hashId] || "start";
+      const tabKey = sectionTabMap[hashId] || "overview";
       const targetId = sectionTabMap[hashId] ? hashId : tabDefaultSections[tabKey];
       setProjectTab(tabKey, { targetId, scroll: options.scroll, smooth: options.smooth });
     }
@@ -10805,6 +11368,140 @@
       }
     }
 
+    function resourceMapBucket(entry) {
+      if (!entry) return "all";
+      if (entry.kind === "script" || entry.kind === "omni_script") return "scripts";
+      if (entry.kind === "result" || entry.kind === "omni_result") return "results";
+      if (entry.kind === "structured_data" || entry.kind === "visual_asset") return "website";
+      if (entry.kind === "hf_bundle") return "hf";
+      return "other";
+    }
+
+    function resourceMapLinks(entry) {
+      const access = entry.access || {};
+      const links = [];
+      if (access.site) links.push(`<a href="${escapeHtml(access.site)}">site</a>`);
+      if (access.github) links.push(`<a href="${escapeHtml(access.github)}">repo</a>`);
+      if (access.hf_raw) links.push(`<a href="${escapeHtml(access.hf_raw)}">HF raw</a>`);
+      if (access.raw && !access.github) links.push(`<a href="${escapeHtml(access.raw)}">raw</a>`);
+      if (!links.length) {
+        const label = access.bundle ? "staged bundle" : "local-only";
+        links.push(`<span title="${escapeHtml(access.local_path || entry.path)}">${escapeHtml(label)}</span>`);
+      }
+      return `<span class="resource-map-links">${links.join("")}</span>`;
+    }
+
+    function renderProjectResourceMap(payload) {
+      const stats = document.getElementById("resourceMapStats");
+      const table = document.getElementById("resourceMapTable");
+      if (!stats || !table) return;
+      const entries = Array.isArray(payload.entries) ? payload.entries : [];
+      const summary = payload.summary || {};
+      const statRows = [
+        [summary.total_files || entries.length, "indexed files"],
+        [summary.script_files || 0, "scripts"],
+        [summary.result_files || 0, "result files"],
+        [summary.structured_data_files || 0, "website JSON files"],
+        [summary.hf_bundle_files || 0, "HF bundle files"]
+      ];
+      stats.innerHTML = statRows.map(([value, label]) => `
+        <div class="resource-map-stat"><strong>${escapeHtml(value)}</strong><span>${escapeHtml(label)}</span></div>
+      `).join("");
+
+      let activeFilter = "all";
+      let activePage = 0;
+      const pageSize = 250;
+      const search = document.getElementById("resourceMapSearch");
+      const buttons = Array.from(document.querySelectorAll("[data-resource-filter]"));
+      const tbody = table.querySelector("tbody");
+      const pagination = document.getElementById("resourceMapPagination");
+
+      const passesFilter = (entry) => {
+        if (activeFilter === "all") return true;
+        if (activeFilter === "local") return entry.source_root === "repo" && entry.access && entry.access.tracked_in_git === false;
+        return resourceMapBucket(entry) === activeFilter;
+      };
+
+      const renderRows = () => {
+        const query = (search?.value || "").trim().toLowerCase();
+        const rows = entries.filter((entry) => {
+          if (!passesFilter(entry)) return false;
+          if (!query) return true;
+          return [
+            entry.path,
+            entry.kind,
+            entry.role,
+            entry.source_root,
+            entry.purpose,
+            entry.bundle
+          ].filter(Boolean).join(" ").toLowerCase().includes(query);
+        });
+        if (!rows.length) {
+          tbody.innerHTML = '<tr><td colspan="5">No resources match this filter.</td></tr>';
+          if (pagination) pagination.innerHTML = "<span>No matching resources.</span>";
+          return;
+        }
+        const pageCount = Math.max(1, Math.ceil(rows.length / pageSize));
+        activePage = Math.min(activePage, pageCount - 1);
+        const start = activePage * pageSize;
+        const visibleRows = rows.slice(start, start + pageSize);
+        tbody.innerHTML = visibleRows.map((entry) => `
+          <tr>
+            <td><span class="resource-map-path">${escapeHtml(entry.path)}</span><br><span class="table-note">${escapeHtml(entry.purpose || "")}</span></td>
+            <td>${escapeHtml(entry.kind || "")}</td>
+            <td>${escapeHtml(entry.role || "")}<br><span class="table-note">${escapeHtml(entry.source_root || "")}</span></td>
+            <td>${escapeHtml(entry.size_human || "")}</td>
+            <td>${resourceMapLinks(entry)}</td>
+          </tr>
+        `).join("");
+        if (pagination) {
+          pagination.innerHTML = `
+            <span>Showing ${escapeHtml(start + 1)}-${escapeHtml(Math.min(start + pageSize, rows.length))} of ${escapeHtml(rows.length)} matching resources. Search narrows across the full generated inventory.</span>
+            <span class="resource-map-page-actions">
+              <button type="button" data-resource-page="-1" ${activePage === 0 ? "disabled" : ""}>Previous</button>
+              <button type="button" data-resource-page="1" ${activePage >= pageCount - 1 ? "disabled" : ""}>Next</button>
+            </span>
+          `;
+          pagination.querySelectorAll("[data-resource-page]").forEach((button) => {
+            button.addEventListener("click", () => {
+              activePage += Number(button.dataset.resourcePage || 0);
+              renderRows();
+            });
+          });
+        }
+      };
+
+      buttons.forEach((button) => {
+        button.addEventListener("click", () => {
+          activeFilter = button.dataset.resourceFilter || "all";
+          activePage = 0;
+          buttons.forEach((candidate) => {
+            const active = candidate === button;
+            candidate.classList.toggle("active", active);
+            candidate.setAttribute("aria-pressed", active ? "true" : "false");
+          });
+          renderRows();
+        });
+      });
+      if (search) search.addEventListener("input", () => {
+        activePage = 0;
+        renderRows();
+      });
+      renderRows();
+    }
+
+    async function initProjectResourceMap() {
+      const table = document.getElementById("resourceMapTable");
+      if (!table) return;
+      try {
+        const response = await fetch("data/project_resource_map.json", { cache: "no-cache" });
+        if (!response.ok) throw new Error(`resource map ${response.status}`);
+        renderProjectResourceMap(await response.json());
+      } catch (error) {
+        table.querySelector("tbody").innerHTML = '<tr><td colspan="5">Project resource map could not be loaded. Use PROJECT_RESOURCE_MAP.md in the repository for the complete inventory.</td></tr>';
+      }
+    }
+
     const prepareTaskResultLookup = (payload) => {
       taskResultSeries = Array.isArray(payload?.series) ? payload.series : [];
       taskResultRecordsByNumber = new Map();
@@ -11230,6 +11927,7 @@
     initGlossaryControls();
     initGlossaryData();
     initResultMatrixTable();
+    initProjectResourceMap();
     initTaskSurface();
 
     document.querySelectorAll("[data-copy]").forEach((button) => {

index.html

@@ -199,8 +199,49 @@
       overflow: hidden;
       text-overflow: ellipsis;
     }
+    .mobile-section-jump {
+      display: none;
+      pointer-events: auto;
+    }
+    .mobile-section-jump label {
+      font-family: var(--font-mono);
+      font-size: 9px;
+      font-weight: 820;
+      letter-spacing: 0.08em;
+      text-transform: uppercase;
+      color: var(--muted);
+    }
+    .mobile-section-jump select {
+      width: 100%;
+      min-height: 40px;
+      border: 1px solid rgba(204, 255, 160, 0.28);
+      border-radius: 13px;
+      background:
+        linear-gradient(135deg, rgba(204, 255, 160, 0.10), rgba(103, 232, 209, 0.08)),
+        rgba(2, 5, 2, 0.90);
+      color: var(--ink);
+      font-family: var(--font-btn);
+      font-size: 12px;
+      font-weight: 760;
+      padding: 0 36px 0 12px;
+      box-shadow: 0 18px 46px rgba(0, 0, 0, 0.30);
+      appearance: none;
+      background-image:
+        linear-gradient(45deg, transparent 50%, var(--green) 50%),
+        linear-gradient(135deg, var(--green) 50%, transparent 50%),
+        linear-gradient(135deg, rgba(204, 255, 160, 0.10), rgba(103, 232, 209, 0.08));
+      background-position:
+        calc(100% - 18px) 54%,
+        calc(100% - 12px) 54%,
+        0 0;
+      background-size:
+        6px 6px,
+        6px 6px,
+        100% 100%;
+      background-repeat: no-repeat;
+    }
     .back-to-top {
-      min-width: 54px;
+      min-width: 96px;
       min-height: 44px;
       border: 1px solid rgba(204, 255, 160, 0.34);
       border-radius: 14px;
@@ -212,6 +253,7 @@
       cursor: pointer;
       box-shadow: 0 18px 46px rgba(0, 0, 0, 0.30);
       pointer-events: auto;
+      white-space: nowrap;
     }
     .back-to-top:hover,
     .back-to-top:focus-visible {
@@ -365,6 +407,12 @@
     .nav-action-hf {
       min-width: 54px;
     }
+    .nav-action-author {
+      min-width: 112px;
+      border-color: rgba(103, 232, 209, 0.30);
+      background: rgba(103, 232, 209, 0.08);
+      color: var(--cyan);
+    }
     .nav-action-official {
       min-width: 76px;
     }
@@ -396,6 +444,11 @@
       background: #d8ffb7;
       color: #020502;
     }
+    .nav-action-author:hover {
+      border-color: rgba(204, 255, 160, 0.54);
+      background: rgba(204, 255, 160, 0.10);
+      color: var(--green);
+    }
     .nav-tools {
       display: flex;
       align-items: center;
@@ -1296,7 +1349,7 @@
       list-style: none;
       cursor: pointer;
       display: grid;
-      grid-template-columns: minmax(0, 0.38fr) minmax(280px, 1fr);
+      grid-template-columns: minmax(150px, 0.28fr) minmax(0, 1fr);
       gap: 16px;
       align-items: center;
       padding: 16px 18px;
@@ -1305,14 +1358,17 @@
       display: none;
     }
     .split-radar-details summary span {
+      min-width: 0;
       color: var(--green);
       font-family: var(--font-mono);
       font-size: 11px;
       font-weight: 820;
       letter-spacing: 0.08em;
+      line-height: 1.25;
       text-transform: uppercase;
     }
     .split-radar-details summary strong {
+      min-width: 0;
       color: var(--muted);
       font-size: 13px;
       line-height: 1.4;
@@ -1329,6 +1385,8 @@
       display: grid;
       gap: 12px;
       padding: 18px;
+      overflow-x: auto;
+      overscroll-behavior-inline: contain;
     }
     .split-radar-card {
       min-width: 0;
@@ -1338,6 +1396,8 @@
         linear-gradient(180deg, rgba(204, 255, 160, 0.06), rgba(6, 14, 7, 0.82)),
         var(--surface);
       padding: 20px;
+      overflow-x: auto;
+      overscroll-behavior-inline: contain;
     }
     .split-radar-card h3 {
       margin: 0;
@@ -1355,6 +1415,8 @@
     .split-radar-card img {
       display: block;
       width: 100%;
+      min-width: 1680px;
+      max-width: none;
       height: auto;
       min-height: 0;
       object-fit: contain;
@@ -1362,6 +1424,11 @@
       border-radius: 6px;
       background: #020502;
     }
+    .full-radar-frame .radar-chart {
+      width: 100%;
+      min-width: 1680px;
+      max-width: none;
+    }
     .foundation-pipeline-grid {
       display: grid;
       grid-template-columns: 1fr;
@@ -1734,7 +1801,7 @@
     }
     .reader-route-list {
       display: grid;
-      grid-template-columns: repeat(4, minmax(0, 1fr));
+      grid-template-columns: repeat(5, minmax(0, 1fr));
       gap: 10px;
     }
     .reader-route-list a {
@@ -2200,6 +2267,50 @@
       font-size: 13px;
       line-height: 1.5;
     }
+    .result-interpretation-note {
+      border-color: rgba(255, 209, 102, 0.38);
+      background:
+        radial-gradient(circle at 8% 0%, rgba(255, 209, 102, 0.20), transparent 38%),
+        linear-gradient(180deg, rgba(255, 209, 102, 0.10), rgba(2, 5, 2, 0.78));
+    }
+    .result-interpretation-note span {
+      border-color: rgba(255, 209, 102, 0.42);
+      background: rgba(255, 209, 102, 0.12);
+      color: #ffe6a3;
+    }
+    .result-interpretation-note strong {
+      color: #fff4ca;
+    }
+    .result-limitations-card {
+      margin: 22px 0 18px;
+      border-color: rgba(255, 209, 102, 0.34);
+      background:
+        radial-gradient(circle at 10% 0%, rgba(255, 209, 102, 0.16), transparent 38%),
+        linear-gradient(180deg, rgba(255, 209, 102, 0.075), rgba(2, 5, 2, 0.76));
+    }
+    .result-limitations-card summary span {
+      color: #ffe6a3;
+    }
+    .result-limitations-card summary strong {
+      color: #fff4ca;
+      font-family: var(--font-ui);
+      font-size: 17px;
+    }
+    .result-limitations-body {
+      display: grid;
+      gap: 12px;
+      padding: 0 18px 18px;
+    }
+    .result-limitations-body p {
+      margin: 0;
+      color: #d8e2d4;
+      font-size: 13px;
+      line-height: 1.58;
+    }
+    .result-limitations-body p:first-child {
+      color: var(--ink);
+      font-weight: 720;
+    }
     .citation-ledger {
       margin-top: 8px;
     }
@@ -3441,6 +3552,17 @@
       font-size: 13px;
       line-height: 1.55;
     }
+    .brief-card a {
+      align-self: end;
+      color: var(--cyan);
+      font-weight: 760;
+      text-decoration: none;
+    }
+    .brief-card a:hover {
+      color: var(--green);
+      text-decoration: underline;
+      text-underline-offset: 4px;
+    }
     .brief-card ul {
       display: grid;
       gap: 8px;
@@ -3979,6 +4101,7 @@
       line-height: 1.08;
       letter-spacing: 0;
       text-wrap: balance;
+      overflow-wrap: anywhere;
     }
     .task-research-name {
       display: block;
@@ -3986,6 +4109,7 @@
       color: #d7e5d1;
       font-size: 13px;
       line-height: 1.35;
+      overflow-wrap: anywhere;
     }
     .tag {
       font-size: 11px;
@@ -4176,6 +4300,192 @@
         rgba(7, 18, 7, 0.56);
       padding: 17px;
     }
+    .resource-map-panel {
+      display: grid;
+      gap: 16px;
+      border: 1px solid rgba(204, 255, 160, 0.22);
+      border-radius: var(--radius-lg);
+      background:
+        linear-gradient(135deg, rgba(204, 255, 160, 0.08), rgba(103, 232, 209, 0.035) 48%, rgba(2, 5, 2, 0.82)),
+        rgba(2, 5, 2, 0.72);
+      padding: 18px;
+      margin-bottom: 20px;
+    }
+    .resource-map-head {
+      display: grid;
+      grid-template-columns: minmax(0, 0.8fr) minmax(280px, 1.1fr);
+      gap: 24px;
+      align-items: end;
+    }
+    .resource-map-head span {
+      display: block;
+      margin-bottom: 8px;
+      color: var(--green);
+      font-family: var(--font-mono);
+      font-size: 12px;
+      font-weight: 800;
+      text-transform: uppercase;
+      letter-spacing: 0.08em;
+    }
+    .resource-map-head h4 {
+      margin: 0;
+      font-size: 28px;
+      line-height: 1.05;
+    }
+    .resource-map-head p {
+      margin: 0;
+      color: var(--muted);
+      line-height: 1.55;
+    }
+    .resource-map-stats {
+      display: grid;
+      grid-template-columns: repeat(5, minmax(0, 1fr));
+      gap: 10px;
+    }
+    .resource-map-stat {
+      border: 1px solid rgba(204, 255, 160, 0.16);
+      border-radius: 14px;
+      background: rgba(7, 18, 7, 0.58);
+      padding: 14px;
+    }
+    .resource-map-stat strong {
+      display: block;
+      color: var(--ink);
+      font-family: var(--font-mono);
+      font-size: 24px;
+      line-height: 1;
+      margin-bottom: 6px;
+    }
+    .resource-map-stat span {
+      color: var(--muted);
+      font-size: 12px;
+      line-height: 1.3;
+    }
+    .resource-map-controls {
+      display: grid;
+      grid-template-columns: minmax(240px, 0.9fr) minmax(0, 1.8fr);
+      gap: 12px;
+      align-items: center;
+    }
+    .resource-map-search {
+      width: 100%;
+      border: 1px solid rgba(204, 255, 160, 0.2);
+      border-radius: 999px;
+      background: rgba(2, 5, 2, 0.72);
+      color: var(--ink);
+      padding: 13px 16px;
+      font: inherit;
+      outline: none;
+    }
+    .resource-map-filter-row {
+      display: flex;
+      flex-wrap: wrap;
+      gap: 8px;
+      justify-content: flex-end;
+    }
+    .resource-map-filter {
+      border: 1px solid rgba(204, 255, 160, 0.18);
+      border-radius: 999px;
+      background: rgba(7, 18, 7, 0.7);
+      color: var(--muted);
+      padding: 10px 13px;
+      font-weight: 800;
+      cursor: pointer;
+    }
+    .resource-map-filter.active {
+      color: #041004;
+      background: var(--green);
+      border-color: var(--green);
+    }
+    .resource-map-table-scroll {
+      max-height: 560px;
+      overflow: auto;
+      border: 1px solid rgba(204, 255, 160, 0.14);
+      border-radius: 16px;
+      background: rgba(2, 5, 2, 0.62);
+    }
+    .resource-map-pagination {
+      display: flex;
+      flex-wrap: wrap;
+      gap: 10px;
+      align-items: center;
+      justify-content: space-between;
+      color: var(--muted);
+      font-size: 13px;
+    }
+    .resource-map-page-actions {
+      display: flex;
+      gap: 8px;
+    }
+    .resource-map-page-actions button {
+      border: 1px solid rgba(204, 255, 160, 0.18);
+      border-radius: 999px;
+      background: rgba(7, 18, 7, 0.72);
+      color: var(--green);
+      padding: 8px 12px;
+      font-weight: 850;
+      cursor: pointer;
+    }
+    .resource-map-page-actions button:disabled {
+      cursor: default;
+      color: rgba(238, 245, 232, 0.32);
+      border-color: rgba(238, 245, 232, 0.08);
+    }
+    .resource-map-table {
+      width: 100%;
+      border-collapse: collapse;
+      min-width: 960px;
+    }
+    .resource-map-table th,
+    .resource-map-table td {
+      padding: 12px 14px;
+      border-bottom: 1px solid rgba(204, 255, 160, 0.1);
+      text-align: left;
+      vertical-align: top;
+      font-size: 13px;
+      line-height: 1.35;
+    }
+    .resource-map-table th {
+      position: sticky;
+      top: 0;
+      z-index: 1;
+      color: var(--green);
+      background: rgba(2, 5, 2, 0.96);
+      font-family: var(--font-mono);
+      font-size: 11px;
+      text-transform: uppercase;
+      letter-spacing: 0.06em;
+    }
+    .resource-map-path {
+      color: var(--ink);
+      font-family: var(--font-mono);
+      font-size: 12px;
+      overflow-wrap: anywhere;
+    }
+    .resource-map-links {
+      display: flex;
+      flex-wrap: wrap;
+      gap: 7px;
+    }
+    .resource-map-links a,
+    .resource-map-links span {
+      border: 1px solid rgba(204, 255, 160, 0.18);
+      border-radius: 999px;
+      color: var(--green);
+      padding: 5px 8px;
+      font-size: 11px;
+      font-weight: 850;
+      text-decoration: none;
+      white-space: nowrap;
+    }
+    .resource-map-links span {
+      color: var(--muted);
+    }
+    .resource-map-note {
+      color: var(--muted);
+      font-size: 13px;
+      line-height: 1.5;
+    }
     .artifact-group {
       border: 1px solid var(--soft-line);
       border-radius: var(--radius);
@@ -5892,6 +6202,21 @@
     .hero-radar-details {
       margin: 14px 0 0;
     }
+    .hero-radar-details summary,
+    .hero-task-details summary {
+      grid-template-columns: 1fr;
+      gap: 6px;
+      align-items: start;
+    }
+    .hero-radar-details summary span,
+    .hero-task-details summary span {
+      letter-spacing: 0.06em;
+    }
+    .hero-radar-details summary strong,
+    .hero-task-details summary strong {
+      max-width: 62ch;
+      color: rgba(245, 247, 240, 0.72);
+    }
     .hero-radar-details .hero-radar-frame {
       margin: 16px;
     }
@@ -6039,7 +6364,7 @@
     }
     @media (min-width: 1121px) {
       .hero-inner {
-        grid-template-columns: minmax(0, 0.92fr) minmax(470px, 0.78fr);
+        grid-template-columns: minmax(0, 1fr) minmax(500px, 0.82fr);
         gap: 34px;
         align-items: start;
         min-height: 0;
@@ -6047,7 +6372,8 @@
       }
       .hero-inner > div:first-child {
         align-self: start;
-        max-width: 720px;
+        max-width: none;
+        min-width: 0;
       }
       .hero h1 {
         font-size: clamp(46px, 5.4vw, 78px);
@@ -6061,6 +6387,7 @@
         margin-top: 28px;
       }
       .suite-lines {
+        grid-template-columns: repeat(2, minmax(0, 1fr));
         gap: 10px;
         margin: 18px 0 0;
       }
@@ -6104,7 +6431,7 @@
         grid-template-columns: repeat(4, minmax(0, 1fr));
         gap: 8px;
         margin-top: 18px;
-        max-width: 720px;
+        max-width: none;
       }
       .hero-path {
         min-height: 116px;
@@ -6119,8 +6446,8 @@
         line-height: 1.34;
       }
       .hero-stats {
-        grid-template-columns: repeat(2, minmax(0, 1fr));
-        max-width: 520px;
+        grid-template-columns: repeat(4, minmax(0, 1fr));
+        max-width: none;
         margin-top: 18px;
       }
       .stat {
@@ -6138,7 +6465,7 @@
         align-items: start;
       }
       .hero-radar-top span {
-        max-width: 300px;
+        max-width: 360px;
         text-align: right;
         line-height: 1.35;
       }
@@ -6162,12 +6489,12 @@
         line-height: 1.40;
       }
       .hero-paths {
-        grid-template-columns: repeat(2, minmax(0, 1fr));
-        max-width: 520px;
+        grid-template-columns: repeat(4, minmax(0, 1fr));
+        max-width: none;
       }
       .hero-path {
-        min-height: 116px;
-        padding: 13px;
+        min-height: 128px;
+        padding: 12px;
       }
       .hero-radar-stats {
         grid-template-columns: repeat(4, minmax(0, 1fr));
@@ -6191,6 +6518,61 @@
         line-height: 1.25;
       }
     }
+    @media (min-width: 961px) {
+      .hero-inner {
+        align-items: start;
+        min-height: 0;
+        row-gap: 20px;
+      }
+      .hero-inner > div:first-child {
+        display: contents;
+      }
+      .hero-inner > div:first-child > .eyebrow,
+      .hero-inner > div:first-child > h1,
+      .hero-inner > div:first-child > .hero-copy,
+      .hero-inner > div:first-child > .hero-actions {
+        grid-column: 1;
+        min-width: 0;
+      }
+      .hero-radar-panel {
+        grid-column: 2;
+        grid-row: 1 / span 5;
+      }
+      .hero-inner > div:first-child > .suite-lines,
+      .hero-inner > div:first-child > .hero-paths,
+      .hero-inner > div:first-child > .hero-stats {
+        grid-column: 1 / -1;
+        width: 100%;
+        max-width: none;
+      }
+      .hero-inner > div:first-child > .suite-lines {
+        grid-template-columns: repeat(2, minmax(0, 1fr));
+        margin: 12px 0 0;
+      }
+      .hero-inner > div:first-child > .hero-paths,
+      .hero-inner > div:first-child > .hero-stats {
+        grid-template-columns: repeat(4, minmax(0, 1fr));
+        margin-top: 0;
+      }
+    }
+    @media (min-width: 961px) and (max-width: 1120px) {
+      .hero-inner {
+        grid-template-columns: minmax(0, 1fr) minmax(460px, 0.95fr);
+      }
+      .hero-radar-layout {
+        grid-template-columns: 1fr;
+      }
+    }
+    @media (max-width: 1180px) {
+      .split-radar-details summary {
+        grid-template-columns: 1fr;
+        gap: 6px;
+        align-items: start;
+      }
+      .split-radar-details summary strong {
+        max-width: 72ch;
+      }
+    }
     @media (max-width: 1280px) {
       :root {
         --nav-height: 68px;
@@ -6294,6 +6676,9 @@
         min-width: 52px;
         padding: 0 13px;
       }
+      .nav-action-author {
+        min-width: 78px;
+      }
       .nav-action-hf {
         min-width: 54px;
       }
@@ -6327,6 +6712,13 @@
       .hero,
       .hero-inner { min-height: 0; }
       .hero-inner { padding: 76px 0 58px; }
+      .hero-inner > div:first-child,
+      .hero-paths,
+      .hero-stats,
+      .suite-lines {
+        width: 100%;
+        max-width: none;
+      }
       .hero-panel { grid-template-columns: repeat(2, minmax(0, 1fr)); }
       .hero-radar-layout { grid-template-columns: 1fr; }
       .hero-radar-frame img { height: min(430px, 56vw); }
@@ -6348,7 +6740,10 @@
         border-right: 0;
         border-bottom: 1px solid var(--line);
       }
-      .hero-stats, .models, .task-grid, .artifact-grid, .evidence-grid, .reading-grid, .snapshot-grid, .roadmap-grid, .brief-grid, .surface-map, .boundary-strip, .callout-row, .direction-grid, .baseline-strip, .extension-grid, .resource-mode-grid, .suite-lines, .result-reading-order, .result-rules-panel, .data-analysis-grid, .data-analysis-chart-grid { grid-template-columns: repeat(2, minmax(0, 1fr)); }
+      .hero-stats, .hero-paths, .models, .task-grid, .artifact-grid, .evidence-grid, .reading-grid, .snapshot-grid, .roadmap-grid, .brief-grid, .surface-map, .boundary-strip, .callout-row, .direction-grid, .baseline-strip, .extension-grid, .resource-mode-grid, .suite-lines, .result-reading-order, .result-rules-panel, .data-analysis-grid, .data-analysis-chart-grid, .resource-map-stats { grid-template-columns: repeat(2, minmax(0, 1fr)); }
+      .resource-map-head,
+      .resource-map-controls { grid-template-columns: 1fr; }
+      .resource-map-filter-row { justify-content: flex-start; }
       .data-scope-detail { grid-template-columns: 1fr; }
       .reader-route-panel,
       .task-axis-head,
@@ -6404,6 +6799,14 @@
       .roadmap-resource-card.primary {
         grid-column: 1 / -1;
       }
+      .glossary-table {
+        min-width: min(760px, 100%);
+        font-size: 12.5px;
+      }
+      .glossary-table th,
+      .glossary-table td {
+        padding: 12px;
+      }
     }
     @media (max-width: 1120px) {
       .nav-links { display: none; }
@@ -6422,6 +6825,11 @@
         grid-template-columns: minmax(0, 1fr) auto;
         max-width: calc(100vw - 24px);
       }
+      .mobile-section-jump {
+        display: grid;
+        grid-column: 1 / -1;
+        gap: 5px;
+      }
       .scroll-status {
         min-width: 0;
         padding: 7px 10px;
@@ -6430,7 +6838,7 @@
         max-width: 52vw;
       }
       .back-to-top {
-        min-width: 48px;
+        min-width: 94px;
         padding: 0 10px;
       }
       .wrap { width: calc(100vw - 28px); max-width: calc(100vw - 28px); }
@@ -6553,6 +6961,9 @@
         min-width: 40px;
         padding: 0 8px;
       }
+      .nav-action-author {
+        min-width: 40px;
+      }
       .nav-action-repo .nav-action-text-short {
         font-size: 0;
       }
@@ -6701,7 +7112,9 @@
         width: 100%;
         justify-content: center;
       }
-      .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, .resource-mode-grid, .suite-lines, .suite-line-facts, .result-reading-order, .result-rules-panel, .reader-route-list, .task-axis-grid, .task-axis-summary, .task-axis-reader-rule, .task-axis-key, .task-axis-task-list, .task-axis-visual figcaption, .method-flow-steps, .suite-task-index-head, .data-analysis-grid, .data-analysis-chart-grid, .data-analysis-table-header, .data-scope-detail, .data-scope-facts { grid-template-columns: 1fr; }
+      .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, .resource-mode-grid, .suite-lines, .suite-line-facts, .result-reading-order, .result-rules-panel, .reader-route-list, .task-axis-grid, .task-axis-summary, .task-axis-reader-rule, .task-axis-key, .task-axis-task-list, .task-axis-visual figcaption, .method-flow-steps, .suite-task-index-head, .data-analysis-grid, .data-analysis-chart-grid, .data-analysis-table-header, .data-scope-detail, .data-scope-facts, .resource-map-head, .resource-map-controls, .resource-map-stats { grid-template-columns: 1fr; }
+      .resource-map-panel { padding: 14px; }
+      .resource-map-filter-row { justify-content: flex-start; }
       .data-scope-explorer { padding: 12px; }
       .data-scope-flow {
         grid-template-columns: 1fr;
@@ -6969,7 +7382,19 @@
       <strong id="scrollPercent">0%</strong>
       <span id="scrollSection">Top</span>
     </div>
-    <button class="back-to-top" id="backToTop" type="button" aria-label="Back to top">Top</button>
+    <button class="back-to-top" id="backToTop" type="button" aria-label="Back to top">Back to top</button>
+    <div class="mobile-section-jump" aria-label="Jump to a page section">
+      <label for="mobileSectionJump">Jump to section</label>
+      <select id="mobileSectionJump">
+        <option value="top">Top / Hero</option>
+        <option value="overview">Overview</option>
+        <option value="dataset-card">Data</option>
+        <option value="suite">Tasks</option>
+        <option value="takeaways">Results</option>
+        <option value="omni-scale-up">Scale-up</option>
+        <option value="artifacts">Artifacts</option>
+      </select>
+    </div>
   </div>
   <a class="skip-link" href="#main">Skip to content</a>
   <nav class="site-nav">
@@ -6982,11 +7407,9 @@
         <a href="#overview">Overview</a>
         <a href="#dataset-card">Data</a>
         <a href="#suite">Tasks</a>
-        <a href="#pipeline">Method</a>
         <a href="#takeaways">Results</a>
-        <a href="#directions">Directions</a>
-        <a href="#roadmap">Roadmap</a>
-        <a href="#glossary">Glossary</a>
+        <a href="#omni-scale-up">Scale-up</a>
+        <a href="#artifacts">Artifacts</a>
       </div>
       <div class="nav-tools">
         <div class="site-language notranslate" translate="no" data-short="EN">
@@ -7004,6 +7427,10 @@
           <span id="siteLanguageStatus" class="site-language-status" aria-live="polite"></span>
         </div>
         <div class="nav-external-actions" aria-label="External project links">
+          <a class="nav-action nav-action-author" data-mark="CH" href="https://chaoyue0307.github.io/" aria-label="Contact Chaoyue He">
+            <span class="nav-action-text-full">Chaoyue He</span>
+            <span class="nav-action-text-short">Chaoyue</span>
+          </a>
           <a class="nav-action nav-action-official" data-mark="RO" href="https://ropedia.com/" aria-label="Open official Ropedia website">
             <span class="nav-action-text-full">Ropedia</span>
             <span class="nav-action-text-short">RO</span>
@@ -7088,10 +7515,10 @@
             <strong>Results</strong>
             <span>Evidence lines, 180 scored records, direct/proxy status, and model diagnostics.</span>
           </a>
-          <a class="hero-path" href="#directions">
+          <a class="hero-path" href="#omni-scale-up">
             <small>Extend</small>
-            <strong>Directions after results</strong>
-            <span>Research directions, roadmap, and scale-up plans after the result table.</span>
+            <strong>Scale-up after results</strong>
+            <span>Qwen3-Omni, Cosmos3, roadmap, research progress, and foundation paths after the result table.</span>
           </a>
         </div>
         <div class="hero-stats">
@@ -7104,7 +7531,7 @@
       <div class="hero-radar-panel" aria-label="Project scope and result orientation">
         <div class="hero-radar-top">
           <strong>project overview</strong>
-          <span>dataset scope / task suite / result records</span>
+          <span>scope / tasks / result records</span>
         </div>
         <div class="hero-radar-layout">
           <div class="hero-radar-copy">
@@ -7129,16 +7556,16 @@
         </div>
         <details class="split-radar-details hero-radar-details">
           <summary>
-            <span>open full 9-method radar</span>
+            <span>open radar</span>
             <strong>The full grouped radar is useful for pattern scanning after comparing the 1-episode and 128-episode views.</strong>
           </summary>
           <a class="hero-radar-frame" href="#suite-radars" aria-label="Open full unified 20-task model radar">
-            <img src="assets/charts/unified_task_model_radar.svg?v=xperience10m-20task-radar-v8-readable" alt="Unified 20-task grouped radar board with method-family panels, task key, score counts, and raw128 proxy notes">
+            <img src="assets/charts/unified_task_model_radar.svg?v=xperience10m-20task-radar-v9-polished" alt="Unified 20-task grouped radar board with method-family panels, task key, score counts, and raw128 proxy notes">
           </a>
         </details>
         <details class="split-radar-details hero-task-details">
           <summary>
-            <span>show task names and source links</span>
+            <span>task names and sources</span>
             <strong>All 20 task axes, radar images, result matrix, and proxy audit remain available here without crowding the first screen.</strong>
           </summary>
           <div class="hero-task-strip" aria-label="All 20 radar task axes">
@@ -7179,43 +7606,43 @@
     </div>
   </header>
 
-  <main id="main" class="continuous" data-active-tab="start">
+  <main id="main" class="continuous" data-active-tab="overview">
     <div class="project-tabs-shell" aria-label="Current section navigation" hidden aria-hidden="true">
       <div class="wrap project-tabs" role="tablist" aria-label="Project sections" hidden aria-hidden="true">
-        <button type="button" class="project-tab active" id="tab-start" role="tab" data-tab-key="start" data-default-section="overview" aria-selected="true" aria-pressed="true" aria-controls="overview">
-          <strong>Start</strong>
-          <span>scope and project identity</span>
+        <button type="button" class="project-tab active" id="tab-overview" role="tab" data-tab-key="overview" data-default-section="overview" aria-selected="true" aria-pressed="true" aria-controls="overview">
+          <strong>Overview</strong>
+          <span>scope and reader path</span>
         </button>
-        <button type="button" class="project-tab" id="tab-data" role="tab" data-tab-key="data" data-default-section="dataset-card" aria-selected="false" aria-pressed="false" aria-controls="dataset-card data-analysis raw-sample suite walkthroughs" tabindex="-1">
-          <strong>Data & Tasks</strong>
-          <span>dataset sample and task suite</span>
+        <button type="button" class="project-tab" id="tab-data" role="tab" data-tab-key="data" data-default-section="dataset-card" aria-selected="false" aria-pressed="false" aria-controls="dataset-card data-analysis raw-sample" tabindex="-1">
+          <strong>Data</strong>
+          <span>dataset sample and boundaries</span>
         </button>
-        <button type="button" class="project-tab" id="tab-method" role="tab" data-tab-key="method" data-default-section="pipeline" aria-selected="false" aria-pressed="false" aria-controls="protocol pipeline features architectures" tabindex="-1">
-          <strong>Method</strong>
-          <span>pipeline and model design</span>
+        <button type="button" class="project-tab" id="tab-tasks" role="tab" data-tab-key="tasks" data-default-section="suite" aria-selected="false" aria-pressed="false" aria-controls="suite walkthroughs protocol pipeline features architectures" tabindex="-1">
+          <strong>Tasks</strong>
+          <span>20 tasks and method pipeline</span>
         </button>
         <button type="button" class="project-tab" id="tab-results" role="tab" data-tab-key="results" data-default-section="takeaways" aria-selected="false" aria-pressed="false" aria-controls="takeaways" tabindex="-1">
           <strong>Results</strong>
           <span>takeaways and baselines</span>
         </button>
-        <button type="button" class="project-tab" id="tab-directions" role="tab" data-tab-key="directions" data-default-section="directions" aria-selected="false" aria-pressed="false" aria-controls="directions roadmap" tabindex="-1">
-          <strong>Directions</strong>
-          <span>directions and roadmap</span>
+        <button type="button" class="project-tab" id="tab-scale-up" role="tab" data-tab-key="scale-up" data-default-section="omni-scale-up" aria-selected="false" aria-pressed="false" aria-controls="directions roadmap evidence omni-scale-up foundation-model-paths" tabindex="-1">
+          <strong>Scale-up</strong>
+          <span>roadmap and model paths</span>
         </button>
-        <button type="button" class="project-tab" id="tab-resources" role="tab" data-tab-key="resources" data-default-section="reading-path" aria-selected="false" aria-pressed="false" aria-controls="evidence reading-path glossary artifacts omni-scale-up foundation-model-paths" tabindex="-1">
-          <strong>Resources</strong>
-          <span>artifacts, models, commands</span>
+        <button type="button" class="project-tab" id="tab-artifacts" role="tab" data-tab-key="artifacts" data-default-section="artifacts" aria-selected="false" aria-pressed="false" aria-controls="reading-path glossary artifacts" tabindex="-1">
+          <strong>Artifacts</strong>
+          <span>mirrors, glossary, files</span>
         </button>
       </div>
       <div class="wrap section-tabs" id="sectionTabs" role="tablist" aria-label="Sections in the current area"></div>
       <div class="wrap section-orientation" id="sectionOrientation" aria-live="polite">
-        <strong>Start / Project Overview</strong>
+        <strong>Overview / Project Overview</strong>
         <span>Scope, evidence boundaries, and project entry points.</span>
         <a href="#reader-map">Evidence map</a>
       </div>
     </div>
 
-    <section id="overview" data-project-tab="start" role="tabpanel" aria-labelledby="tab-start" tabindex="-1">
+    <section id="overview" data-project-tab="overview" role="tabpanel" aria-labelledby="tab-overview" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Project overview and evidence map.</h2>
@@ -7237,17 +7664,40 @@
         </div>
         <div class="reader-route-panel" aria-label="Project route through the task suite">
           <div class="reader-route-copy">
-            <small>project route</small>
-            <strong>Four project layers connect data, tasks, methods, and results.</strong>
-            <p>The project starts with the Xperience-10M data scope, then explains the 20-task contracts, method design, result table, and exact reproduction or extension artifacts.</p>
+            <small>new reader path</small>
+            <strong>Five steps give the cleanest first read.</strong>
+            <p>Start with the short project summary, then move through the evidence map, task suite, result matrix, and scale-up plan. Roadmap, glossary, research progress, and foundation paths stay available as secondary cards instead of competing in the first navigation row.</p>
           </div>
           <div class="reader-route-list">
-            <a href="#dataset-card"><span>01 data</span><strong>Dataset scope</strong><em>Official Xperience-10M context, public sample files, and selected-128 boundaries.</em></a>
-            <a href="#suite"><span>02 tasks</span><strong>20-task suite</strong><em>One task vocabulary for all methods and both evidence lines.</em></a>
-            <a href="#pipeline"><span>03 method</span><strong>Pipeline and protocol</strong><em>Feature construction, leakage controls, model heads, and evaluation rules.</em></a>
-            <a href="#takeaways"><span>04 results</span><strong>Result ledger</strong><em>Direct scores, compact-proxy cells, model diagnostics, and citeable tables.</em></a>
+            <a href="#project-brief"><span>01 summary</span><strong>Read 30-second summary</strong><em>Understand what this project is, what is implemented, and what comes next.</em></a>
+            <a href="#reader-map"><span>02 evidence</span><strong>Open evidence map</strong><em>See how GitHub, GitHub Pages, HF Space, artifacts, and model repos connect.</em></a>
+            <a href="#suite"><span>03 tasks</span><strong>Inspect 20-task suite</strong><em>Check the task vocabulary, source links, radars, and task cards.</em></a>
+            <a href="#result-matrix-table"><span>04 results</span><strong>Check result matrix</strong><em>Read direct/proxy status, method rows, raw metrics, and source artifacts.</em></a>
+            <a href="#omni-scale-up"><span>05 scale-up</span><strong>Read scale-up plan</strong><em>Move to Qwen3-Omni, Cosmos3, roadmap, and foundation-model paths.</em></a>
           </div>
         </div>
+        <div class="brief-grid" aria-label="Secondary project links">
+          <article class="brief-card">
+            <strong>Roadmap</strong>
+            <p>Shipped stages, active work, and scale-up targets after the result table.</p>
+            <a href="#roadmap">Open roadmap</a>
+          </article>
+          <article class="brief-card">
+            <strong>Glossary</strong>
+            <p>Definitions for project terms, metrics, model families, public mirrors, and proxy scores.</p>
+            <a href="#glossary">Open glossary</a>
+          </article>
+          <article class="brief-card">
+            <strong>Research progress</strong>
+            <p>Current experiments, verified model evidence, public mirrors, and milestone boundaries.</p>
+            <a href="#evidence">Open progress</a>
+          </article>
+          <article class="brief-card">
+            <strong>Foundation paths</strong>
+            <p>Spatial-intelligence, world-model, and VLA paths placed after current results and scale-up status.</p>
+            <a href="#foundation-model-paths">Open foundation paths</a>
+          </article>
+        </div>
         <figure class="line-map-figure">
           <img src="assets/charts/two_evidence_line_map.svg?v=two-line-map-v2" alt="Two evidence-line map showing 1 sample episode, 128 selected episodes, and the combined 180 scored method-task records">
         </figure>
@@ -7403,13 +7853,13 @@
             <a href="#artifacts">Open artifact index</a>
           </div>
         </div>
-        <div class="brief-panel">
+        <div class="brief-panel" id="project-brief">
           <div class="brief-panel-head">
             <div>
               <span>Project brief</span>
-              <h3>From one public episode to an extensible embodied-AI task lab.</h3>
+              <h3>Two public evidence lines: inspectable task lab and comparison surface.</h3>
             </div>
-            <p>Xperience-10M is much larger than the public sample. This project focuses on the sample available now, turns it into clear task contracts and baseline artifacts, and keeps the same data contract ready for held-out multi-episode training when more episodes are prepared.</p>
+            <p>This project has two public evidence lines: Line 1 uses one public sample episode as an inspectable task lab; Line 2 uses selected-128 public-safe derived artifacts as a same-split comparison surface for baselines and model diagnostics. The public sample remains the raw-inspectable development harness; selected-128 is the model-comparison surface.</p>
           </div>
           <div class="brief-grid" aria-label="Project brief cards">
             <article class="brief-card">
@@ -7419,10 +7869,11 @@
             <article class="brief-card">
               <strong>What is implemented</strong>
               <ul>
-                <li>1,161 aligned windows from one public sample episode</li>
+                <li>Line 1: 1,161 aligned windows from one public sample episode</li>
+                <li>Line 2: selected-128 same-split comparison surface</li>
                 <li>20 unified task contracts with minimal and neural evidence</li>
-                <li>One shared setup across all 20 task axes</li>
-                <li>Four research-direction maps and extension probes</li>
+                <li>180 scored method-task records with direct/proxy labels</li>
+                <li>Research-direction maps, extension probes, and scale-up paths</li>
               </ul>
             </article>
             <article class="brief-card">
@@ -7433,7 +7884,7 @@
           <div class="brief-grid" aria-label="Research capability map">
             <article class="brief-card">
               <strong>Data understanding</strong>
-              <p>Maps one public episode into synchronized windows across video, audio, depth, pose/SLAM, mocap, IMU, calibration, and language-derived signals.</p>
+              <p>Maps one public episode into raw-inspectable synchronized windows, then connects selected-128 public-safe artifacts to same-split comparison rows.</p>
             </article>
             <article class="brief-card">
               <strong>Task design</strong>
@@ -7441,11 +7892,11 @@
             </article>
             <article class="brief-card">
               <strong>Evaluation discipline</strong>
-              <p>Keeps chronological splits, predictions, confusion matrices, leakage notes, and single-episode limits visible before moving to broader model-quality reads.</p>
+              <p>Keeps chronological splits, predictions, confusion matrices, leakage notes, evidence-line boundaries, and direct/proxy score labels visible before broader model-quality reads.</p>
             </article>
             <article class="brief-card">
               <strong>Scale-up readiness</strong>
-              <p>Connects the same data contract to 128-episode baselines, a no-new-episode enhancement pack, Qwen3-Omni LoRA, Cosmos-style world modeling, policy/VLA tracks, and the later Xperience-native pretraining goal.</p>
+              <p>Connects the same data contract to selected-128 baselines, Qwen3-Omni/Cosmos3 diagnostics, a no-new-episode enhancement pack, policy/VLA candidates, and the later Xperience-native pretraining goal.</p>
             </article>
           </div>
           <div class="brief-actions">
@@ -7846,7 +8297,7 @@
       </div>
     </section>
 
-    <section id="suite" data-project-tab="data" role="tabpanel" aria-labelledby="tab-data" tabindex="-1">
+    <section id="suite" data-project-tab="tasks" role="tabpanel" aria-labelledby="tab-tasks" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Xperience-10M 20-task suite.</h2>
@@ -7918,7 +8369,7 @@
             <article class="split-radar-card">
               <h3>1-Episode 20-Task Radar</h3>
               <p>Minimal and Neural MLP are both scored on all 20 public-sample task contracts in one enlarged panel without 128-episode methods competing for attention.</p>
-              <img src="assets/charts/single_episode_task_model_radar.svg?v=xperience10m-split-radar-v3-readable" alt="Single-episode 20-task radar comparing Minimal and Neural MLP across all 20 scored task axes">
+              <img src="assets/charts/single_episode_task_model_radar.svg?v=xperience10m-split-radar-v4-polished" alt="Single-episode 20-task radar comparing Minimal and Neural MLP across all 20 scored task axes">
               <div class="split-radar-links">
                 <a href="assets/charts/single_episode_task_model_radar.svg">View chart source</a>
                 <a href="data/single_episode_task_model_radar.json">Inspect chart source</a>
@@ -7927,7 +8378,7 @@
             <article class="split-radar-card">
               <h3>128-Episode 20-Task Radar</h3>
               <p>Seven aligned 128-episode methods cover all 20 axes across metadata/text, raw-feature, and foundation-model panels. Proxy axes stay labeled in the chart and source data.</p>
-              <img src="assets/charts/episode128_task_model_radar.svg?v=xperience10m-split-radar-v3-readable" alt="128-episode grouped 20-task radar comparing raw-feature baselines, metadata baselines, Qwen3-Omni, and Cosmos3 series with explicit score counts">
+              <img src="assets/charts/episode128_task_model_radar.svg?v=xperience10m-split-radar-v4-polished" alt="128-episode grouped 20-task radar comparing raw-feature baselines, metadata baselines, Qwen3-Omni, and Cosmos3 series with explicit score counts">
               <div class="split-radar-links">
                 <a href="assets/charts/episode128_task_model_radar.svg">View chart source</a>
                 <a href="data/episode128_task_model_radar.json">Inspect chart source</a>
@@ -7941,7 +8392,7 @@
               <strong>Use after the split radars when you need all methods in one grouped visual analysis board.</strong>
             </summary>
             <div class="full-radar-frame">
-              <img class="chart radar-chart unified-radar-chart" src="assets/charts/unified_task_model_radar.svg?v=xperience10m-20task-radar-v8-readable" alt="Unified grouped 20-task radar comparing Minimal, Neural MLP, 128-episode metadata/raw baselines, Qwen3-Omni, and Cosmos3 with task names, method details, 20-record counts, score counts, and proxy notes">
+              <img class="chart radar-chart unified-radar-chart" src="assets/charts/unified_task_model_radar.svg?v=xperience10m-20task-radar-v9-polished" alt="Unified grouped 20-task radar comparing Minimal, Neural MLP, 128-episode metadata/raw baselines, Qwen3-Omni, and Cosmos3 with task names, method details, 20-record counts, score counts, and proxy notes">
               <div class="split-radar-links">
                 <a href="assets/charts/unified_task_model_radar.svg">View chart source</a>
                 <a href="data/unified_task_model_radar.json">Inspect chart source</a>
@@ -7974,7 +8425,7 @@
       </div>
     </section>
 
-    <section id="walkthroughs" data-project-tab="data" role="tabpanel" aria-labelledby="tab-data" tabindex="-1">
+    <section id="walkthroughs" data-project-tab="tasks" role="tabpanel" aria-labelledby="tab-tasks" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Interactive task walkthrough.</h2>
@@ -8029,7 +8480,7 @@
       </div>
     </section>
 
-    <section id="protocol" data-project-tab="method" role="tabpanel" aria-labelledby="tab-method" tabindex="-1">
+    <section id="protocol" data-project-tab="tasks" role="tabpanel" aria-labelledby="tab-tasks" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Evaluation protocol is explicit.</h2>
@@ -8049,7 +8500,7 @@
       </div>
     </section>
 
-    <section id="pipeline" data-project-tab="method" role="tabpanel" aria-labelledby="tab-method" tabindex="-1">
+    <section id="pipeline" data-project-tab="tasks" role="tabpanel" aria-labelledby="tab-tasks" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>From raw episode to research artifacts.</h2>
@@ -8096,7 +8547,7 @@
       </div>
     </section>
 
-    <section id="features" data-project-tab="method" role="tabpanel" aria-labelledby="tab-method" tabindex="-1">
+    <section id="features" data-project-tab="tasks" role="tabpanel" aria-labelledby="tab-tasks" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Model inputs are traceable.</h2>
@@ -8139,7 +8590,7 @@
       </div>
     </section>
 
-    <section id="architectures" data-project-tab="method" role="tabpanel" aria-labelledby="tab-method" tabindex="-1">
+    <section id="architectures" data-project-tab="tasks" role="tabpanel" aria-labelledby="tab-tasks" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>The baseline task heads share four head families.</h2>
@@ -8162,6 +8613,27 @@
           <a href="#neural">Neural heads</a>
           <a href="#diagnostics">Diagnostic charts</a>
         </nav>
+        <details class="split-radar-details result-limitations-card">
+          <summary>
+            <span>Result Interpretation and Limitations</span>
+            <strong>These results are diagnostic, not a final model-quality leaderboard.</strong>
+          </summary>
+          <div class="result-limitations-body">
+            <p>This project has two public evidence lines. Line 1 uses one public sample episode as an inspectable task lab. Line 2 uses a selected-128 public-safe comparison surface for same-split baselines and model diagnostics. The current public results do not estimate full Xperience-10M corpus performance.</p>
+            <p>The 180-record matrix should be read task-by-task. Raw metric values are the citeable values. Radar-normalized values are visual summaries only and should not be used as leaderboard scores.</p>
+            <p>Direct and compact-proxy scores remain separate. Proxy-marked cells are bounded public-safe substitutes where a direct raw target is not publicly available; they should not be treated as direct raw-target evidence.</p>
+            <p>The selected-128 surface is a diagnostic comparison subset, not a distributionally representative sample of the full Xperience-10M corpus. Broader model-quality claims require larger episode coverage, locked held-out splits, seed variance, and episode-level confidence intervals.</p>
+            <p>Because 20-frame windows with stride 5 can create local temporal overlap, split construction matters. Window counts should be read as evaluation units, not statistically independent human-experience episodes.</p>
+            <p>High local baseline scores are within-surface sanity checks, not proof of general embodied-intelligence performance. The Qwen3-Omni and Cosmos rows are model-family diagnostics; weak action/subtask results are kept visible because they define the next error-analysis and model-improvement stage.</p>
+          </div>
+        </details>
+        <div class="result-citation-banner result-interpretation-note" role="note" aria-label="Result interpretation note">
+          <span>!</span>
+          <div>
+            <strong>Interpretation note: read these scores as task-definition and diagnostic evidence, not final model-quality claims.</strong>
+            <p>Some task metrics are intentionally hard and can be low, especially for action/subtask labels in the current selected-128 diagnostic runs. The current value of this work is the public-safe evaluation pipeline, traceable targets, split discipline, direct/proxy score labeling, and failure-analysis surface for future model improvement.</p>
+          </div>
+        </div>
         <div class="result-citation-banner" role="note" aria-label="Result citation rule">
           <span>i</span>
           <div>
@@ -8496,7 +8968,7 @@
       </div>
     </section>
 
-    <section id="directions" data-project-tab="directions" role="tabpanel" aria-labelledby="tab-directions" tabindex="-1">
+    <section id="directions" data-project-tab="scale-up" role="tabpanel" aria-labelledby="tab-scale-up" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Four research directions over the same 20 tasks.</h2>
@@ -8778,7 +9250,7 @@
       </div>
     </section>
 
-    <section id="roadmap" data-project-tab="directions" role="tabpanel" aria-labelledby="tab-directions" tabindex="-1">
+    <section id="roadmap" data-project-tab="scale-up" role="tabpanel" aria-labelledby="tab-scale-up" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Research roadmap.</h2>
@@ -8837,7 +9309,7 @@
             <p>Align simple metadata/text baselines, raw-feature proxies, and neural MLP baselines to the same selected 96/16/16 split and the unified 20-task axes used by the public result matrix.</p>
             <div class="roadmap-meta">
               <strong>Entry</strong><p>Derived Qwen JSONL export for the selected 96/16/16 split.</p>
-              <strong>Evidence</strong><p>Baseline alignment report, summary metrics, task metrics, and the 128-task baseline runner.</p>
+              <strong>Evidence</strong><p>Baseline alignment report, summary metrics, task metrics, and the 128-episode baseline runner.</p>
             </div>
           </article>
           <article class="roadmap-card" data-status="current">
@@ -8957,7 +9429,7 @@
       </div>
     </section>
 
-    <section id="evidence" data-project-tab="resources" role="tabpanel" aria-labelledby="tab-resources" tabindex="-1">
+    <section id="evidence" data-project-tab="scale-up" role="tabpanel" aria-labelledby="tab-scale-up" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Current experiments and next milestones.</h2>
@@ -9000,7 +9472,7 @@
           <article class="evidence-card">
             <span class="status-pill">current plan</span>
             <h3>Foundation backbones are separated by role</h3>
-            <p>Qwen3-Omni is the trainable held-out LoRA track; Cosmos3 covers world-model diagnostics; OpenVLA/openpi/GR00T become policy candidates after robot-compatible action conversion; Xperience-native pretraining remains the later full-corpus goal.</p>
+            <p>Current implemented/diagnostic tracks are Qwen3-Omni v6 and Cosmos3-Super/Nano. Candidate future policy tracks are OpenVLA/openpi/GR00T-style models after robot-compatible action conversion. Long-term, this points toward an Xperience-native embodied foundation model.</p>
             <div class="evidence-links">
               <a href="data/foundation_model_plan.json">foundation model plan</a>
               <a href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite/blob/main/FOUNDATION_MODEL_PLAN.md">plan doc</a>
@@ -9067,7 +9539,7 @@
       </div>
     </section>
 
-    <section id="reading-path" data-project-tab="resources" role="tabpanel" aria-labelledby="tab-resources" tabindex="-1">
+    <section id="reading-path" data-project-tab="artifacts" role="tabpanel" aria-labelledby="tab-artifacts" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Research reading path.</h2>
@@ -9128,7 +9600,7 @@
           </article>
         </div>
         <div class="boundary-strip">
-          <div class="boundary-item"><strong>Verified now</strong><span>One public episode, 5,821 frames, 1,161 aligned windows, 8,546 dimensions, 20 unified task contracts, 12 original neural heads, and 4 direction-extension probes.</span></div>
+          <div class="boundary-item"><strong>Verified now</strong><span>One public episode, 5,821 frames, 1,161 aligned windows, 8,546 dimensions, 20 unified task contracts, 20 Minimal and Neural MLP task-head rows, and 4 direction-extension probes.</span></div>
           <div class="boundary-item"><strong>Next: no-new-episode scale</strong><span>The selected 128-episode suite should next use dense/multiscale windows, hierarchical labels, and raw-feature shards before adding more episodes.</span></div>
           <div class="boundary-item"><strong>Next: error analysis</strong><span>The selected 128-episode Qwen3-Omni LoRA result has a final verified diagnostic package; JSON validity meets target, and the next pass should improve action/subtask quality.</span></div>
           <div class="boundary-item"><strong>Not redistributed</strong><span>Raw videos, raw annotations, full Qwen weights, and private gated Xperience-10M data are not included in the public repo or HF bundles.</span></div>
@@ -9136,7 +9608,7 @@
       </div>
     </section>
 
-    <section id="glossary" data-project-tab="resources" role="tabpanel" aria-labelledby="tab-resources" tabindex="-1">
+    <section id="glossary" data-project-tab="artifacts" role="tabpanel" aria-labelledby="tab-artifacts" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Glossary for project and field terms.</h2>
@@ -9219,7 +9691,7 @@
       </div>
     </section>
 
-    <section id="artifacts" data-project-tab="resources" role="tabpanel" aria-labelledby="tab-resources" tabindex="-1">
+    <section id="artifacts" data-project-tab="artifacts" role="tabpanel" aria-labelledby="tab-artifacts" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Choose the artifact by the question you have.</h2>
@@ -9294,9 +9766,51 @@
               <div><span>Published mirrors</span><h3>Project map, mirrors, and runnable code</h3></div>
               <p>Project files, published mirrors, and scripts for the public-sample pipeline.</p>
             </div>
+            <div class="resource-map-panel" id="project-resource-map" aria-labelledby="project-resource-map-title">
+              <div class="resource-map-head">
+                <div>
+                  <span>complete generated inventory</span>
+                  <h4 id="project-resource-map-title">Open scripts, result artifacts, website data, and HF bundle files directly.</h4>
+                </div>
+                <p>The map is generated from the project folders instead of hand-curated cards. It keeps every script and result file indexed in place, marks local-only files when they are not tracked, and links to GitHub Pages, GitHub, or Hugging Face raw files when a public surface exists.</p>
+              </div>
+              <div class="resource-map-stats" id="resourceMapStats" aria-label="Project resource-map summary">
+                <div class="resource-map-stat"><strong>...</strong><span>loading inventory</span></div>
+              </div>
+              <div class="resource-map-controls" aria-label="Filter project resource map">
+                <input class="resource-map-search" id="resourceMapSearch" type="search" placeholder="Search scripts, results, data files, models, or HF bundles" aria-label="Search project resources">
+                <div class="resource-map-filter-row">
+                  <button type="button" class="resource-map-filter active" data-resource-filter="all" aria-pressed="true">All</button>
+                  <button type="button" class="resource-map-filter" data-resource-filter="scripts" aria-pressed="false">Scripts</button>
+                  <button type="button" class="resource-map-filter" data-resource-filter="results" aria-pressed="false">Results</button>
+                  <button type="button" class="resource-map-filter" data-resource-filter="website" aria-pressed="false">Website data</button>
+                  <button type="button" class="resource-map-filter" data-resource-filter="hf" aria-pressed="false">HF bundles</button>
+                  <button type="button" class="resource-map-filter" data-resource-filter="local" aria-pressed="false">Local-only</button>
+                </div>
+              </div>
+              <div class="resource-map-pagination" id="resourceMapPagination" aria-live="polite"></div>
+              <div class="resource-map-table-scroll" aria-label="Scrollable project resource table">
+                <table class="resource-map-table" id="resourceMapTable">
+                  <thead>
+                    <tr>
+                      <th>File</th>
+                      <th>Type</th>
+                      <th>Role</th>
+                      <th>Size</th>
+                      <th>Direct access</th>
+                    </tr>
+                  </thead>
+                  <tbody>
+                    <tr><td colspan="5">Loading project resource map...</td></tr>
+                  </tbody>
+                </table>
+              </div>
+              <p class="resource-map-note">Generated sources: <a href="data/project_resource_map.json">structured resource map</a> and <a href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite/blob/main/PROJECT_RESOURCE_MAP.md">human-readable resource map</a>. Rerun <code>python scripts/build_project_resource_map.py</code> after new result runs or script additions.</p>
+            </div>
             <div class="artifact-grid">
               <article class="artifact primary-artifact"><div><h3>Evidence map</h3><p>Single navigation view for GitHub, GitHub Pages, HF Space, artifact dataset, baseline model repo, Qwen3-Omni/Cosmos3 repos, and result lanes.</p></div><a href="data/public_reader_map.json">evidence map</a></article>
               <article class="artifact primary-artifact"><div><h3>Glossary</h3><p>Definitions for project-specific terms plus broader embodied-AI, egocentric multimodal data, spatial geometry, world-model, VLA, training, evaluation, adapter, and public mirror terms.</p></div><a href="data/glossary.json">glossary data</a><a href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite/blob/main/GLOSSARY.md">full glossary note</a></article>
+              <article class="artifact primary-artifact"><div><h3>Project resource map</h3><p>Complete generated inventory for scripts, result artifacts, website JSON, visual assets, configs, notes, and prepared Hugging Face bundles.</p></div><a href="data/project_resource_map.json">resource-map data</a><a href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite/blob/main/PROJECT_RESOURCE_MAP.md">resource-map note</a></article>
               <article class="artifact primary-artifact"><div><h3>Artifact guide</h3><p>Human-readable map from project scope to data contract, task evidence, platform mirrors, and scale-up status.</p></div><a href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite/blob/main/ARTIFACT_GUIDE.md">artifact guide</a></article>
               <article class="artifact"><h3>Reproduction scripts</h3><p>Training, visualization, taxonomy, walkthrough, validator, and omni-readiness scripts.</p><a href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite/tree/main/scripts">scripts/</a></article>
               <article class="artifact"><h3>Hugging Face Space</h3><p>The dashboard packaged as a public static Space.</p><a href="https://huggingface.co/spaces/cy0307/ropedia-xperience-10m-task-suite">HF Space</a></article>
@@ -9319,7 +9833,7 @@
               <article class="artifact primary-artifact"><div><h3>Two-line model comparison</h3><p>Groups Line 1 task-head baselines and Line 2 selected-128 methods: metadata/raw baselines, Qwen3-Omni v6 LoRA, Cosmos3-Nano Future Window, and Cosmos3-Super Reasoner.</p></div><a href="data/omni_model_comparison.json">result comparison</a></article>
               <article class="artifact primary-artifact"><div><h3>128-episode source + features</h3><p>Maps every selected official Xperience-10M episode id to its gated source tree and the public-safe processed features: Qwen v6 multiscale windows, dense multiscale rows, and metadata matrices.</p></div><a href="data/xperience10m_128_episode_feature_index.json">source/feature index</a></article>
               <article class="artifact"><h3>128-Episode Task Suite Enhancement Pack</h3><p>Canonical no-new-episode plan for denser supervision: `multiscale_20s10_40s20_80s40`, hierarchical action/subtask labels, stronger scoring slices, and raw-feature shard priorities.</p><a href="data/task_suite_enhancement_128.json">enhancement data</a></article>
-              <article class="artifact"><h3>Foundation-model plan</h3><p>Backbone selection matrix covering Qwen3-Omni, Cosmos 3, GR00T, OpenVLA/openpi, Gemini Robotics, Octo, SmolVLA-style policy candidates, and the future Xperience-native pretraining goal.</p><a href="data/foundation_model_plan.json">foundation model plan</a></article>
+              <article class="artifact"><h3>Foundation-model plan</h3><p>Separates current implemented/diagnostic tracks (Qwen3-Omni v6, Cosmos3-Super/Nano), candidate future policy tracks (OpenVLA/openpi/GR00T-style models after action conversion), and the long-term Xperience-native embodied foundation model goal.</p><a href="data/foundation_model_plan.json">foundation model plan</a></article>
               <article class="artifact"><h3>Multi-episode data access</h3><p>Public data-access path, selected 128-episode pilot plan, and preparation requirements.</p><a href="https://github.com/ChaoYue0307/ropedia-xperience-10m-task-suite/blob/main/results/omni_finetune/MULTI_EPISODE_ACCESS_STATUS.md">data access</a></article>
               <article class="artifact"><h3>Qwen3-Omni LoRA group</h3><p>Separates the 1-episode sensor-adapter smoke test from Qwen run v1-v6. v6 is the current 20-task matrix row, while v5 remains the pinned prior release.</p><a href="data/qwen3_omni_run_lineage.json">Qwen v1-v6 lineage</a><a href="data/omni_model_comparison.json">Qwen group</a></article>
               <article class="artifact"><h3>Cosmos3 groups</h3><p>Shows the verified Nano future-window compatibility package, the Super base-weight Reasoner JSON-task evaluation, and the Super fine-tuned forward-dynamics LoRA artifact with separate loss metrics.</p><a href="data/omni_model_comparison.json">Cosmos groups</a></article>
@@ -9348,7 +9862,7 @@
       </div>
     </section>
 
-    <section id="omni-scale-up" data-project-tab="resources" role="tabpanel" aria-labelledby="tab-resources" tabindex="-1">
+    <section id="omni-scale-up" data-project-tab="scale-up" role="tabpanel" aria-labelledby="tab-scale-up" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Qwen3-Omni diagnostic run is verified.</h2>
@@ -9366,7 +9880,7 @@
     </section>
 
 
-    <section id="foundation-model-paths" data-project-tab="resources" role="tabpanel" aria-labelledby="tab-resources" tabindex="-1">
+    <section id="foundation-model-paths" data-project-tab="scale-up" role="tabpanel" aria-labelledby="tab-scale-up" tabindex="-1">
       <div class="wrap">
         <div class="section-head">
           <h2>Foundation-model scale-up paths.</h2>
@@ -9481,7 +9995,7 @@
 
   <footer>
     <div class="wrap">
-      Made by Chaoyue He. <span class="footer-meta">Contact: <a href="https://chaoyue0307.github.io/">chaoyue0307.github.io</a></span>
+      Ropedia Xperience-10M Task Suite.
     </div>
   </footer>
 
@@ -9631,16 +10145,20 @@
     ].join(",");
 
     function currentReadingSection() {
-      const candidates = Array.from(document.querySelectorAll("main > section[id], .reader-section[id]"));
+      const candidates = Array.from(document.querySelectorAll("main > section[id]"));
       const offset = Math.max(96, Number.parseInt(getComputedStyle(document.documentElement).getPropertyValue("--tab-stack-offset"), 10) || 96);
-      let current = "Top";
+      const threshold = offset + 24;
+      let current = { id: "top", label: "Top" };
+      let currentTop = Number.NEGATIVE_INFINITY;
       for (const section of candidates) {
         const rect = section.getBoundingClientRect();
-        if (rect.top <= offset + 24) {
+        if (rect.top <= threshold && rect.top > currentTop) {
           const heading = section.querySelector("h2, h1");
-          current = (heading?.textContent || section.id).replace(/\.$/, "").trim();
-        } else {
-          break;
+          currentTop = rect.top;
+          current = {
+            id: section.id,
+            label: (heading?.textContent || section.id).replace(/\.$/, "").trim()
+          };
         }
       }
       return current;
@@ -9651,14 +10169,38 @@
       const companion = document.getElementById("scrollCompanion");
       const percentLabel = document.getElementById("scrollPercent");
       const sectionLabel = document.getElementById("scrollSection");
+      const mobileSectionJump = document.getElementById("mobileSectionJump");
       const maxScroll = Math.max(1, document.documentElement.scrollHeight - window.innerHeight);
       const progress = Math.min(1, Math.max(0, window.scrollY / maxScroll));
       const percent = Math.round(progress * 100);
+      const currentSection = currentReadingSection();
       document.documentElement.style.setProperty("--scroll-progress", progress.toFixed(4));
       nav?.classList.toggle("is-scrolled", window.scrollY > 12);
       companion?.classList.toggle("is-visible", window.scrollY > 420);
       if (percentLabel) percentLabel.textContent = `${percent}%`;
-      if (sectionLabel) sectionLabel.textContent = currentReadingSection();
+      if (sectionLabel) sectionLabel.textContent = currentSection.label;
+      if (
+        mobileSectionJump instanceof HTMLSelectElement &&
+        document.activeElement !== mobileSectionJump &&
+        Array.from(mobileSectionJump.options).some((option) => option.value === currentSection.id)
+      ) {
+        mobileSectionJump.value = currentSection.id;
+      }
+    }
+
+    function scrollToPageSection(targetId, smooth = true) {
+      if (targetId === "top") {
+        window.scrollTo({ top: 0, behavior: smooth && !prefersReducedMotion.matches ? "smooth" : "auto" });
+        return;
+      }
+      const target = document.getElementById(targetId);
+      if (!target) return;
+      const offset = Math.max(96, Number.parseInt(getComputedStyle(document.documentElement).getPropertyValue("--tab-stack-offset"), 10) || 96);
+      const top = Math.max(0, target.getBoundingClientRect().top + window.scrollY - offset + 2);
+      window.scrollTo({
+        top,
+        behavior: smooth && !prefersReducedMotion.matches ? "smooth" : "auto"
+      });
     }
 
     function animateCounter(element) {
@@ -9685,7 +10227,28 @@
       window.addEventListener("scroll", updatePageProgress, { passive: true });
       window.addEventListener("resize", updatePageProgress);
       document.getElementById("backToTop")?.addEventListener("click", () => {
-        window.scrollTo({ top: 0, behavior: prefersReducedMotion.matches ? "auto" : "smooth" });
+        history.pushState(null, "", "#top");
+        scrollToPageSection("top");
+      });
+      document.getElementById("mobileSectionJump")?.addEventListener("change", (event) => {
+        const targetId = event.target.value || "top";
+        if (targetId === "top") {
+          history.pushState(null, "", "#top");
+          scrollToPageSection("top");
+          return;
+        }
+        if (sectionTabMap[targetId]) {
+          setProjectTab(sectionTabMap[targetId], {
+            targetId,
+            pushHash: true,
+            scroll: false
+          });
+        } else {
+          const target = document.getElementById(targetId);
+          if (!target) return;
+          history.pushState(null, "", `#${targetId}`);
+        }
+        requestAnimationFrame(() => scrollToPageSection(targetId));
       });
 
       const counters = Array.from(document.querySelectorAll(
@@ -10010,17 +10573,17 @@
       { id: "extensions", label: "Unified Task Evidence" },
       { id: "roadmap", label: "Roadmap" },
       { id: "evidence", label: "Research Progress" },
-      { id: "reading-path", label: "Project Path" },
+      { id: "reading-path", label: "Detailed Reading Path" },
       { id: "glossary", label: "Glossary" },
-      { id: "artifacts", label: "Research Artifacts" },
-      { id: "omni-scale-up", label: "Omni Scale-Up" },
+      { id: "artifacts", label: "Artifacts" },
+      { id: "omni-scale-up", label: "Scale-Up Plan" },
       { id: "foundation-model-paths", label: "Foundation Paths" }
     ];
     const sectionLabels = Object.fromEntries(sectionConfig.map((section) => [section.id, section.label]));
     const sectionDescriptions = {
       overview: "Project scope, public boundaries, and entry paths.",
-      roadmap: "Shipped stages, active work, and scale-up targets.",
-      "reading-path": "Project path across the repo, website, and Hugging Face mirrors.",
+      roadmap: "Secondary roadmap details for shipped stages, active work, and scale-up targets.",
+      "reading-path": "Detailed route across the repo, website, and Hugging Face mirrors.",
       "dataset-card": "Official dataset context, public-sample boundaries, and selected-128 scope.",
       "data-analysis": "Public sample, selected 128 episodes, and Hugging Face gated full-dataset metadata.",
       "raw-sample": "Sample files, media previews, and file relationships.",
@@ -10034,14 +10597,14 @@
       takeaways: "Evidence lines, 180-result matrix, baseline snapshots, neural heads, and diagnostic charts.",
       models: "Minimal baseline evidence inside Results.",
       neural: "Neural MLP task-head comparisons inside Results.",
-      directions: "How the same tasks support spatial, world-model, and VLA directions.",
+      directions: "Secondary research-direction map for spatial, world-model, and VLA tracks.",
       extensions: "Unified task provenance inside Directions.",
       diagnostics: "Charts and error-analysis evidence inside Results.",
-      glossary: "Definitions for data, tasks, models, metrics, and public mirrors.",
+      glossary: "Secondary definitions for data, tasks, models, metrics, and public mirrors.",
       artifacts: "Files, mirrors, weights, scripts, and release checks.",
-      evidence: "Current experiment status, model evidence, mirrors, and milestones.",
+      evidence: "Secondary current experiment status, model evidence, mirrors, and milestones.",
       "omni-scale-up": "Qwen3-Omni and Cosmos3 status.",
-      "foundation-model-paths": "Three larger training paths after current model status."
+      "foundation-model-paths": "Secondary foundation-model training paths after current model status."
     };
     const sectionTabMap = Object.fromEntries(tabSections.map((section) => [section.id, section.dataset.projectTab]));
     ["tasks", "models", "neural", "diagnostics", "extensions"].forEach((id) => {
@@ -10134,7 +10697,7 @@
     }
 
     function setProjectTab(tabKey, options = {}) {
-      const fallbackTab = tabDefaultSections[tabKey] ? tabKey : "start";
+      const fallbackTab = tabDefaultSections[tabKey] ? tabKey : "overview";
       const requestedId = options.targetId || tabDefaultSections[fallbackTab] || "overview";
       const targetId = document.getElementById(requestedId)
         ? requestedId
@@ -10169,7 +10732,7 @@
     function activateTabForHash(options = {}) {
       const hashId = decodeURIComponent(window.location.hash.replace(/^#/, ""));
       if (hashId && !sectionTabMap[hashId]) return;
-      const tabKey = sectionTabMap[hashId] || "start";
+      const tabKey = sectionTabMap[hashId] || "overview";
       const targetId = sectionTabMap[hashId] ? hashId : tabDefaultSections[tabKey];
       setProjectTab(tabKey, { targetId, scroll: options.scroll, smooth: options.smooth });
     }
@@ -10805,6 +11368,140 @@
       }
     }
 
+    function resourceMapBucket(entry) {
+      if (!entry) return "all";
+      if (entry.kind === "script" || entry.kind === "omni_script") return "scripts";
+      if (entry.kind === "result" || entry.kind === "omni_result") return "results";
+      if (entry.kind === "structured_data" || entry.kind === "visual_asset") return "website";
+      if (entry.kind === "hf_bundle") return "hf";
+      return "other";
+    }
+
+    function resourceMapLinks(entry) {
+      const access = entry.access || {};
+      const links = [];
+      if (access.site) links.push(`<a href="${escapeHtml(access.site)}">site</a>`);
+      if (access.github) links.push(`<a href="${escapeHtml(access.github)}">repo</a>`);
+      if (access.hf_raw) links.push(`<a href="${escapeHtml(access.hf_raw)}">HF raw</a>`);
+      if (access.raw && !access.github) links.push(`<a href="${escapeHtml(access.raw)}">raw</a>`);
+      if (!links.length) {
+        const label = access.bundle ? "staged bundle" : "local-only";
+        links.push(`<span title="${escapeHtml(access.local_path || entry.path)}">${escapeHtml(label)}</span>`);
+      }
+      return `<span class="resource-map-links">${links.join("")}</span>`;
+    }
+
+    function renderProjectResourceMap(payload) {
+      const stats = document.getElementById("resourceMapStats");
+      const table = document.getElementById("resourceMapTable");
+      if (!stats || !table) return;
+      const entries = Array.isArray(payload.entries) ? payload.entries : [];
+      const summary = payload.summary || {};
+      const statRows = [
+        [summary.total_files || entries.length, "indexed files"],
+        [summary.script_files || 0, "scripts"],
+        [summary.result_files || 0, "result files"],
+        [summary.structured_data_files || 0, "website JSON files"],
+        [summary.hf_bundle_files || 0, "HF bundle files"]
+      ];
+      stats.innerHTML = statRows.map(([value, label]) => `
+        <div class="resource-map-stat"><strong>${escapeHtml(value)}</strong><span>${escapeHtml(label)}</span></div>
+      `).join("");
+
+      let activeFilter = "all";
+      let activePage = 0;
+      const pageSize = 250;
+      const search = document.getElementById("resourceMapSearch");
+      const buttons = Array.from(document.querySelectorAll("[data-resource-filter]"));
+      const tbody = table.querySelector("tbody");
+      const pagination = document.getElementById("resourceMapPagination");
+
+      const passesFilter = (entry) => {
+        if (activeFilter === "all") return true;
+        if (activeFilter === "local") return entry.source_root === "repo" && entry.access && entry.access.tracked_in_git === false;
+        return resourceMapBucket(entry) === activeFilter;
+      };
+
+      const renderRows = () => {
+        const query = (search?.value || "").trim().toLowerCase();
+        const rows = entries.filter((entry) => {
+          if (!passesFilter(entry)) return false;
+          if (!query) return true;
+          return [
+            entry.path,
+            entry.kind,
+            entry.role,
+            entry.source_root,
+            entry.purpose,
+            entry.bundle
+          ].filter(Boolean).join(" ").toLowerCase().includes(query);
+        });
+        if (!rows.length) {
+          tbody.innerHTML = '<tr><td colspan="5">No resources match this filter.</td></tr>';
+          if (pagination) pagination.innerHTML = "<span>No matching resources.</span>";
+          return;
+        }
+        const pageCount = Math.max(1, Math.ceil(rows.length / pageSize));
+        activePage = Math.min(activePage, pageCount - 1);
+        const start = activePage * pageSize;
+        const visibleRows = rows.slice(start, start + pageSize);
+        tbody.innerHTML = visibleRows.map((entry) => `
+          <tr>
+            <td><span class="resource-map-path">${escapeHtml(entry.path)}</span><br><span class="table-note">${escapeHtml(entry.purpose || "")}</span></td>
+            <td>${escapeHtml(entry.kind || "")}</td>
+            <td>${escapeHtml(entry.role || "")}<br><span class="table-note">${escapeHtml(entry.source_root || "")}</span></td>
+            <td>${escapeHtml(entry.size_human || "")}</td>
+            <td>${resourceMapLinks(entry)}</td>
+          </tr>
+        `).join("");
+        if (pagination) {
+          pagination.innerHTML = `
+            <span>Showing ${escapeHtml(start + 1)}-${escapeHtml(Math.min(start + pageSize, rows.length))} of ${escapeHtml(rows.length)} matching resources. Search narrows across the full generated inventory.</span>
+            <span class="resource-map-page-actions">
+              <button type="button" data-resource-page="-1" ${activePage === 0 ? "disabled" : ""}>Previous</button>
+              <button type="button" data-resource-page="1" ${activePage >= pageCount - 1 ? "disabled" : ""}>Next</button>
+            </span>
+          `;
+          pagination.querySelectorAll("[data-resource-page]").forEach((button) => {
+            button.addEventListener("click", () => {
+              activePage += Number(button.dataset.resourcePage || 0);
+              renderRows();
+            });
+          });
+        }
+      };
+
+      buttons.forEach((button) => {
+        button.addEventListener("click", () => {
+          activeFilter = button.dataset.resourceFilter || "all";
+          activePage = 0;
+          buttons.forEach((candidate) => {
+            const active = candidate === button;
+            candidate.classList.toggle("active", active);
+            candidate.setAttribute("aria-pressed", active ? "true" : "false");
+          });
+          renderRows();
+        });
+      });
+      if (search) search.addEventListener("input", () => {
+        activePage = 0;
+        renderRows();
+      });
+      renderRows();
+    }
+
+    async function initProjectResourceMap() {
+      const table = document.getElementById("resourceMapTable");
+      if (!table) return;
+      try {
+        const response = await fetch("data/project_resource_map.json", { cache: "no-cache" });
+        if (!response.ok) throw new Error(`resource map ${response.status}`);
+        renderProjectResourceMap(await response.json());
+      } catch (error) {
+        table.querySelector("tbody").innerHTML = '<tr><td colspan="5">Project resource map could not be loaded. Use PROJECT_RESOURCE_MAP.md in the repository for the complete inventory.</td></tr>';
+      }
+    }
+
     const prepareTaskResultLookup = (payload) => {
       taskResultSeries = Array.isArray(payload?.series) ? payload.series : [];
       taskResultRecordsByNumber = new Map();
@@ -11230,6 +11927,7 @@
     initGlossaryControls();
     initGlossaryData();
     initResultMatrixTable();
+    initProjectResourceMap();
     initTaskSurface();
 
     document.querySelectorAll("[data-copy]").forEach((button) => {