Refresh publication QA data

docs/data/artifact_index.json

@@ -1,6 +1,6 @@
 {
   "title": "Ropedia Xperience-10M Task Suite Artifact Index",
-  "generated_at_utc": "2026-06-11T03:22:03+00:00",
+  "generated_at_utc": "2026-06-11T03:34:19+00:00",
   "status": "pass",
   "artifact_count": 154,
   "missing": [],
@@ -418,7 +418,7 @@
       "shows": "Machine-readable source-alignment pass/fail check for repo, website, and HF surfaces.",
       "exists": true,
       "bytes": 4432,
-      "sha256": "130b0b22841ff76ebb56d973cc2bb4b124d6a397d52ba47e288e88b36fb690dd"
+      "sha256": "e3644aa1fa819807688607e56e0bf1d98a84c9a187f58a6b234a73ea8b25bd0f"
     },
     {
       "id": "source_alignment_validator",
@@ -671,7 +671,7 @@
       "shows": "Machine-readable release-check summary for validators, mirrors, and public project surfaces.",
       "exists": true,
       "bytes": 8097,
-      "sha256": "a17512e9c96fe711169769fd16d10a4bd3cb9fc6659a2c947418523d76c899cd"
+      "sha256": "69ffacd5860853a4b46717b2ea7b637e10ef782be8e809d91371707d7b29c90d"
     },
     {
       "id": "public_surface_qa",
@@ -854,7 +854,7 @@
       "volatile": true,
       "shows": "Confirms prepared GitHub/HF Space/artifact/model mirrors share the same critical data, figure, website HTML, and validator files.",
       "exists": true,
-      "bytes": 456430,
+      "bytes": 495491,
       "hash_policy": "existence_and_size_only"
     },
     {
@@ -866,7 +866,7 @@
       "volatile": true,
       "shows": "Confirms local website links, anchors, JSON data files, and referenced images resolve.",
       "exists": true,
-      "bytes": 15653,
+      "bytes": 15654,
       "hash_policy": "existence_and_size_only"
     },
     {

docs/data/public_surface_qa.json

@@ -1,7 +1,7 @@
 {
   "title": "Ropedia Xperience-10M Public Project Surface",
   "status": "pass",
-  "generated_at_utc": "2026-06-11T03:23:19+00:00",
+  "generated_at_utc": "2026-06-11T03:40:05+00:00",
   "scope": "Repo README, GitHub Pages HTML, Hugging Face Space card, artifact dataset card, and model card.",
   "checks": [
     {
@@ -28,27 +28,27 @@
         "task_surface_integrity": {
           "exists": true,
           "status": "pass",
-          "generated_at_utc": "2026-06-11T03:23:13+00:00"
+          "generated_at_utc": "2026-06-11T03:36:07+00:00"
         },
         "source_alignment": {
           "exists": true,
           "status": "pass",
-          "generated_at_utc": "2026-06-11T03:23:13+00:00"
+          "generated_at_utc": "2026-06-11T03:36:07+00:00"
         },
         "scale_up_status": {
           "exists": true,
           "status": "pass",
-          "generated_at_utc": "2026-06-11T03:23:13+00:00"
+          "generated_at_utc": "2026-06-11T03:36:15+00:00"
         },
         "publication_package": {
           "exists": true,
           "status": "pass",
-          "generated_at_utc": "2026-06-11T03:23:03+00:00"
+          "generated_at_utc": "2026-06-11T03:36:31+00:00"
         },
         "mirror_parity": {
           "exists": true,
           "status": "pass",
-          "generated_at_utc": "2026-06-11T03:16:20+00:00"
+          "generated_at_utc": "2026-06-11T03:23:48+00:00"
         },
         "live_publication": {
           "exists": true,

docs/data/publication_audit.json

@@ -1,6 +1,6 @@
 {
   "status": "pass",
-  "generated_at_utc": "2026-06-11T03:23:03+00:00",
+  "generated_at_utc": "2026-06-11T03:36:31+00:00",
   "checks": [
     {
       "name": "required_publication_assets_present",
@@ -198,8 +198,8 @@
     "hf_space_bundle": {
       "root": "hf_publish/space",
       "exists": true,
-      "file_count": 661,
-      "text_file_count": 545,
+      "file_count": 687,
+      "text_file_count": 560,
       "largest_file": {
         "path": "results/episode_task_suite/modality_reconstruction/predictions.npz",
         "bytes": 55702978
@@ -209,8 +209,8 @@
     "hf_artifact_bundle": {
       "root": "hf_publish/artifacts",
       "exists": true,
-      "file_count": 848,
-      "text_file_count": 708,
+      "file_count": 875,
+      "text_file_count": 724,
       "largest_file": {
         "path": "results/episode_task_suite/modality_reconstruction/predictions.npz",
         "bytes": 55702978
@@ -220,8 +220,8 @@
     "hf_model_bundle": {
       "root": "hf_publish/model",
       "exists": true,
-      "file_count": 1036,
-      "text_file_count": 861,
+      "file_count": 1063,
+      "text_file_count": 877,
       "largest_file": {
         "path": "pytorch_model.bin",
         "bytes": 93495480

docs/data/quality_gates.json

@@ -1,7 +1,7 @@
 {
   "title": "Ropedia Xperience-10M Release Checks",
   "status": "pass",
-  "generated_at_utc": "2026-06-11T03:23:19+00:00",
+  "generated_at_utc": "2026-06-11T03:40:04+00:00",
   "rule": "A release is current when the automated reports pass and the live GitHub/Hugging Face mirrors are verified after publishing.",
   "automated_gates": [
     {

docs/data/scope_claims_audit.json

@@ -1,6 +1,6 @@
 {
   "status": "pass",
-  "generated_at_utc": "2026-06-11T03:23:13+00:00",
+  "generated_at_utc": "2026-06-11T03:36:15+00:00",
   "summary": {
     "qwen3_omni_verified_diagnostic_pilot": true,
     "dataset_manifest_num_episodes": 119,
@@ -9,7 +9,7 @@
     "eval_num_samples": 448,
     "eval_json_validity_rate": 1.0,
     "quality_target_met": true,
-    "historical_identifier_count": 1790,
+    "historical_identifier_count": 1799,
     "public_32_episode_status_file_count": 1,
     "failure_count": 0
   },
@@ -84,7 +84,7 @@
     {
       "name": "historical_32ep_identifiers_are_confined_to_readiness_artifacts",
       "status": "pass",
-      "detail": "historical identifiers found in result provenance files=1790",
+      "detail": "historical identifiers found in result provenance files=1799",
       "evidence": [
         "results/omni_finetune/"
       ]
@@ -424,6 +424,6 @@
       "example": "{\"id\": \"xperience-10m-sample:qa:53\", \"episode_id\": \"xperience-10m-sample\", \"split\": \"train\", \"target\": \"episode_qa\", \"prompt_type\": \"json_episode_understanding\", \"center_window\": {\"start_frame\": 1060, \"end_frame\": 1079, \"num_frames\": 20}, \"media\": {\"video_path"
     }
   ],
-  "historical_identifier_total_count": 1790,
+  "historical_identifier_total_count": 1799,
   "failures": []
 }

docs/data/source_alignment_audit.json

@@ -1,7 +1,7 @@
 {
   "title": "Ropedia Xperience-10M Source Alignment Note",
   "status": "pass",
-  "generated_at_utc": "2026-06-11T03:23:13+00:00",
+  "generated_at_utc": "2026-06-11T03:36:07+00:00",
   "alignment_json": "docs/data/xperience10m_dataset_card_alignment.json",
   "alignment_summary": {
     "full_dataset_repo": "ropedia-ai/xperience-10m",

docs/data/task_surface_integrity.json

@@ -1,6 +1,6 @@
 {
   "status": "pass",
-  "generated_at_utc": "2026-06-11T03:23:13+00:00",
+  "generated_at_utc": "2026-06-11T03:36:07+00:00",
   "summary": {
     "task_count": 12,
     "expected_task_count": 12,
@@ -64,9 +64,15 @@
       "observed": "timeline_action"
     },
     {
-      "name": "timeline_action: public_field_input_short_is_human_readable",
+      "name": "timeline_action: public_field_plain_goal_is_human_readable",
       "status": "pass",
-      "value": "20-frame multimodal window",
+      "value": "Look at one short multimodal window and name what action is happening now.",
+      "raw_hits": []
+    },
+    {
+      "name": "timeline_action: public_field_process_short_is_human_readable",
+      "status": "pass",
+      "value": "window features -> action label builder -> classifier",
       "raw_hits": []
     },
     {
@@ -88,21 +94,15 @@
       "raw_hits": []
     },
     {
-      "name": "timeline_action: public_field_output_short_is_human_readable",
-      "status": "pass",
-      "value": "current action class",
-      "raw_hits": []
-    },
-    {
-      "name": "timeline_action: public_field_plain_goal_is_human_readable",
+      "name": "timeline_action: public_field_input_short_is_human_readable",
       "status": "pass",
-      "value": "Look at one short multimodal window and name what action is happening now.",
+      "value": "20-frame multimodal window",
       "raw_hits": []
     },
     {
-      "name": "timeline_action: public_field_process_short_is_human_readable",
+      "name": "timeline_action: public_field_output_short_is_human_readable",
       "status": "pass",
-      "value": "window features -> action label builder -> classifier",
+      "value": "current action class",
       "raw_hits": []
     },
     {
@@ -184,9 +184,15 @@
       "observed": "timeline_subtask"
     },
     {
-      "name": "timeline_subtask: public_field_input_short_is_human_readable",
+      "name": "timeline_subtask: public_field_plain_goal_is_human_readable",
       "status": "pass",
-      "value": "20-frame multimodal window",
+      "value": "Predict the higher-level task stage for the current window.",
+      "raw_hits": []
+    },
+    {
+      "name": "timeline_subtask: public_field_process_short_is_human_readable",
+      "status": "pass",
+      "value": "window features -> subtask label builder -> classifier",
       "raw_hits": []
     },
     {
@@ -208,21 +214,15 @@
       "raw_hits": []
     },
     {
-      "name": "timeline_subtask: public_field_output_short_is_human_readable",
-      "status": "pass",
-      "value": "current procedure step",
-      "raw_hits": []
-    },
-    {
-      "name": "timeline_subtask: public_field_plain_goal_is_human_readable",
+      "name": "timeline_subtask: public_field_input_short_is_human_readable",
       "status": "pass",
-      "value": "Predict the higher-level task stage for the current window.",
+      "value": "20-frame multimodal window",
       "raw_hits": []
     },
     {
-      "name": "timeline_subtask: public_field_process_short_is_human_readable",
+      "name": "timeline_subtask: public_field_output_short_is_human_readable",
       "status": "pass",
-      "value": "window features -> subtask label builder -> classifier",
+      "value": "current procedure step",
       "raw_hits": []
     },
     {
@@ -304,9 +304,15 @@
       "observed": "transition_detection"
     },
     {
-      "name": "transition_detection: public_field_input_short_is_human_readable",
+      "name": "transition_detection: public_field_plain_goal_is_human_readable",
       "status": "pass",
-      "value": "current window with boundary target",
+      "value": "Detect whether the current window is near a boundary between actions.",
+      "raw_hits": []
+    },
+    {
+      "name": "transition_detection: public_field_process_short_is_human_readable",
+      "status": "pass",
+      "value": "action changes -> boundary labels -> binary classifier",
       "raw_hits": []
     },
     {
@@ -328,21 +334,15 @@
       "raw_hits": []
     },
     {
-      "name": "transition_detection: public_field_output_short_is_human_readable",
-      "status": "pass",
-      "value": "boundary or steady",
-      "raw_hits": []
-    },
-    {
-      "name": "transition_detection: public_field_plain_goal_is_human_readable",
+      "name": "transition_detection: public_field_input_short_is_human_readable",
       "status": "pass",
-      "value": "Detect whether the current window is near a boundary between actions.",
+      "value": "current window with boundary target",
       "raw_hits": []
     },
     {
-      "name": "transition_detection: public_field_process_short_is_human_readable",
+      "name": "transition_detection: public_field_output_short_is_human_readable",
       "status": "pass",
-      "value": "action changes -> boundary labels -> binary classifier",
+      "value": "boundary or steady",
       "raw_hits": []
     },
     {
@@ -422,9 +422,15 @@
       "observed": "next_action"
     },
     {
-      "name": "next_action: public_field_input_short_is_human_readable",
+      "name": "next_action: public_field_plain_goal_is_human_readable",
       "status": "pass",
-      "value": "current window at time t",
+      "value": "Use the current window to guess the action that will happen shortly after it.",
+      "raw_hits": []
+    },
+    {
+      "name": "next_action: public_field_process_short_is_human_readable",
+      "status": "pass",
+      "value": "current features -> future label shift -> classifier",
       "raw_hits": []
     },
     {
@@ -446,21 +452,15 @@
       "raw_hits": []
     },
     {
-      "name": "next_action: public_field_output_short_is_human_readable",
-      "status": "pass",
-      "value": "action at t+20 frames",
-      "raw_hits": []
-    },
-    {
-      "name": "next_action: public_field_plain_goal_is_human_readable",
+      "name": "next_action: public_field_input_short_is_human_readable",
       "status": "pass",
-      "value": "Use the current window to guess the action that will happen shortly after it.",
+      "value": "current window at time t",
       "raw_hits": []
     },
     {
-      "name": "next_action: public_field_process_short_is_human_readable",
+      "name": "next_action: public_field_output_short_is_human_readable",
       "status": "pass",
-      "value": "current features -> future label shift -> classifier",
+      "value": "action at t+20 frames",
       "raw_hits": []
     },
     {
@@ -540,9 +540,15 @@
       "observed": "hand_trajectory_forecast"
     },
     {
-      "name": "hand_trajectory_forecast: public_field_input_short_is_human_readable",
+      "name": "hand_trajectory_forecast: public_field_plain_goal_is_human_readable",
       "status": "pass",
-      "value": "current multimodal window",
+      "value": "Predict where the hands will move over the next few frames.",
+      "raw_hits": []
+    },
+    {
+      "name": "hand_trajectory_forecast: public_field_process_short_is_human_readable",
+      "status": "pass",
+      "value": "current features -> future mocap target -> regression head",
       "raw_hits": []
     },
     {
@@ -564,21 +570,15 @@
       "raw_hits": []
     },
     {
-      "name": "hand_trajectory_forecast: public_field_output_short_is_human_readable",
-      "status": "pass",
-      "value": "future hand-joint trajectory",
-      "raw_hits": []
-    },
-    {
-      "name": "hand_trajectory_forecast: public_field_plain_goal_is_human_readable",
+      "name": "hand_trajectory_forecast: public_field_input_short_is_human_readable",
       "status": "pass",
-      "value": "Predict where the hands will move over the next few frames.",
+      "value": "current multimodal window",
       "raw_hits": []
     },
     {
-      "name": "hand_trajectory_forecast: public_field_process_short_is_human_readable",
+      "name": "hand_trajectory_forecast: public_field_output_short_is_human_readable",
       "status": "pass",
-      "value": "current features -> future mocap target -> regression head",
+      "value": "future hand-joint trajectory",
       "raw_hits": []
     },
     {
@@ -658,9 +658,15 @@
       "observed": "contact_prediction"
     },
     {
-      "name": "contact_prediction: public_field_input_short_is_human_readable",
+      "name": "contact_prediction: public_field_plain_goal_is_human_readable",
       "status": "pass",
-      "value": "non-contact, non-caption features",
+      "value": "Predict whether the body or hand is in contact with something.",
+      "raw_hits": []
+    },
+    {
+      "name": "contact_prediction: public_field_process_short_is_human_readable",
+      "status": "pass",
+      "value": "feature filter -> contact target -> binary classifier",
       "raw_hits": []
     },
     {
@@ -682,21 +688,15 @@
       "raw_hits": []
     },
     {
-      "name": "contact_prediction: public_field_output_short_is_human_readable",
-      "status": "pass",
-      "value": "contact or no contact",
-      "raw_hits": []
-    },
-    {
-      "name": "contact_prediction: public_field_plain_goal_is_human_readable",
+      "name": "contact_prediction: public_field_input_short_is_human_readable",
       "status": "pass",
-      "value": "Predict whether the body or hand is in contact with something.",
+      "value": "non-contact, non-caption features",
       "raw_hits": []
     },
     {
-      "name": "contact_prediction: public_field_process_short_is_human_readable",
+      "name": "contact_prediction: public_field_output_short_is_human_readable",
       "status": "pass",
-      "value": "feature filter -> contact target -> binary classifier",
+      "value": "contact or no contact",
       "raw_hits": []
     },
     {
@@ -774,9 +774,15 @@
       "observed": "object_relevance"
     },
     {
-      "name": "object_relevance: public_field_input_short_is_human_readable",
+      "name": "object_relevance: public_field_plain_goal_is_human_readable",
       "status": "pass",
-      "value": "non-caption multimodal features",
+      "value": "Predict which objects matter in the current window.",
+      "raw_hits": []
+    },
+    {
+      "name": "object_relevance: public_field_process_short_is_human_readable",
+      "status": "pass",
+      "value": "object vocabulary -> multi-hot labels -> sigmoid heads",
       "raw_hits": []
     },
     {
@@ -798,21 +804,15 @@
       "raw_hits": []
     },
     {
-      "name": "object_relevance: public_field_output_short_is_human_readable",
-      "status": "pass",
-      "value": "relevant object set",
-      "raw_hits": []
-    },
-    {
-      "name": "object_relevance: public_field_plain_goal_is_human_readable",
+      "name": "object_relevance: public_field_input_short_is_human_readable",
       "status": "pass",
-      "value": "Predict which objects matter in the current window.",
+      "value": "non-caption multimodal features",
       "raw_hits": []
     },
     {
-      "name": "object_relevance: public_field_process_short_is_human_readable",
+      "name": "object_relevance: public_field_output_short_is_human_readable",
       "status": "pass",
-      "value": "object vocabulary -> multi-hot labels -> sigmoid heads",
+      "value": "relevant object set",
       "raw_hits": []
     },
     {
@@ -892,9 +892,15 @@
       "observed": "caption_grounding"
     },
     {
-      "name": "caption_grounding: public_field_input_short_is_human_readable",
+      "name": "caption_grounding: public_field_plain_goal_is_human_readable",
       "status": "pass",
-      "value": "text-like query and candidate windows",
+      "value": "Given a text-like query from annotation, find the matching time window.",
+      "raw_hits": []
+    },
+    {
+      "name": "caption_grounding: public_field_process_short_is_human_readable",
+      "status": "pass",
+      "value": "query features -> candidate index -> cosine ranker",
       "raw_hits": []
     },
     {
@@ -916,21 +922,15 @@
       "raw_hits": []
     },
     {
-      "name": "caption_grounding: public_field_output_short_is_human_readable",
-      "status": "pass",
-      "value": "ranked matching moments",
-      "raw_hits": []
-    },
-    {
-      "name": "caption_grounding: public_field_plain_goal_is_human_readable",
+      "name": "caption_grounding: public_field_input_short_is_human_readable",
       "status": "pass",
-      "value": "Given a text-like query from annotation, find the matching time window.",
+      "value": "text-like query and candidate windows",
       "raw_hits": []
     },
     {
-      "name": "caption_grounding: public_field_process_short_is_human_readable",
+      "name": "caption_grounding: public_field_output_short_is_human_readable",
       "status": "pass",
-      "value": "query features -> candidate index -> cosine ranker",
+      "value": "ranked matching moments",
       "raw_hits": []
     },
     {
@@ -1008,9 +1008,15 @@
       "observed": "cross_modal_retrieval"
     },
     {
-      "name": "cross_modal_retrieval: public_field_input_short_is_human_readable",
+      "name": "cross_modal_retrieval: public_field_plain_goal_is_human_readable",
       "status": "pass",
-      "value": "motion/IMU/pose query; depth/video candidates",
+      "value": "Use one group of modalities to retrieve the matching window from another group.",
+      "raw_hits": []
+    },
+    {
+      "name": "cross_modal_retrieval: public_field_process_short_is_human_readable",
+      "status": "pass",
+      "value": "modality split -> projection -> nearest-neighbor ranker",
       "raw_hits": []
     },
     {
@@ -1032,21 +1038,15 @@
       "raw_hits": []
     },
     {
-      "name": "cross_modal_retrieval: public_field_output_short_is_human_readable",
-      "status": "pass",
-      "value": "ranked visual windows",
-      "raw_hits": []
-    },
-    {
-      "name": "cross_modal_retrieval: public_field_plain_goal_is_human_readable",
+      "name": "cross_modal_retrieval: public_field_input_short_is_human_readable",
       "status": "pass",
-      "value": "Use one group of modalities to retrieve the matching window from another group.",
+      "value": "motion/IMU/pose query; depth/video candidates",
       "raw_hits": []
     },
     {
-      "name": "cross_modal_retrieval: public_field_process_short_is_human_readable",
+      "name": "cross_modal_retrieval: public_field_output_short_is_human_readable",
       "status": "pass",
-      "value": "modality split -> projection -> nearest-neighbor ranker",
+      "value": "ranked visual windows",
       "raw_hits": []
     },
     {
@@ -1126,9 +1126,15 @@
       "observed": "modality_reconstruction"
     },
     {
-      "name": "modality_reconstruction: public_field_input_short_is_human_readable",
+      "name": "modality_reconstruction: public_field_plain_goal_is_human_readable",
       "status": "pass",
-      "value": "motion, IMU, and camera/pose features",
+      "value": "Predict one modality feature block from other modality blocks.",
+      "raw_hits": []
+    },
+    {
+      "name": "modality_reconstruction: public_field_process_short_is_human_readable",
+      "status": "pass",
+      "value": "source-target split -> scaler -> regression head",
       "raw_hits": []
     },
     {
@@ -1150,21 +1156,15 @@
       "raw_hits": []
     },
     {
-      "name": "modality_reconstruction: public_field_output_short_is_human_readable",
-      "status": "pass",
-      "value": "reconstructed depth/video vector",
-      "raw_hits": []
-    },
-    {
-      "name": "modality_reconstruction: public_field_plain_goal_is_human_readable",
+      "name": "modality_reconstruction: public_field_input_short_is_human_readable",
       "status": "pass",
-      "value": "Predict one modality feature block from other modality blocks.",
+      "value": "motion, IMU, and camera/pose features",
       "raw_hits": []
     },
     {
-      "name": "modality_reconstruction: public_field_process_short_is_human_readable",
+      "name": "modality_reconstruction: public_field_output_short_is_human_readable",
       "status": "pass",
-      "value": "source-target split -> scaler -> regression head",
+      "value": "reconstructed depth/video vector",
       "raw_hits": []
     },
     {
@@ -1244,9 +1244,15 @@
       "observed": "temporal_order"
     },
     {
-      "name": "temporal_order: public_field_input_short_is_human_readable",
+      "name": "temporal_order: public_field_plain_goal_is_human_readable",
       "status": "pass",
-      "value": "two adjacent windows plus difference vector",
+      "value": "Tell whether two nearby windows are in the correct time order.",
+      "raw_hits": []
+    },
+    {
+      "name": "temporal_order: public_field_process_short_is_human_readable",
+      "status": "pass",
+      "value": "pair builder -> feature combiner -> binary classifier",
       "raw_hits": []
     },
     {
@@ -1268,21 +1274,15 @@
       "raw_hits": []
     },
     {
-      "name": "temporal_order: public_field_output_short_is_human_readable",
-      "status": "pass",
-      "value": "correct or reversed",
-      "raw_hits": []
-    },
-    {
-      "name": "temporal_order: public_field_plain_goal_is_human_readable",
+      "name": "temporal_order: public_field_input_short_is_human_readable",
       "status": "pass",
-      "value": "Tell whether two nearby windows are in the correct time order.",
+      "value": "two adjacent windows plus difference vector",
       "raw_hits": []
     },
     {
-      "name": "temporal_order: public_field_process_short_is_human_readable",
+      "name": "temporal_order: public_field_output_short_is_human_readable",
       "status": "pass",
-      "value": "pair builder -> feature combiner -> binary classifier",
+      "value": "correct or reversed",
       "raw_hits": []
     },
     {
@@ -1360,9 +1360,15 @@
       "observed": "misalignment_detection"
     },
     {
-      "name": "misalignment_detection: public_field_input_short_is_human_readable",
+      "name": "misalignment_detection: public_field_plain_goal_is_human_readable",
       "status": "pass",
-      "value": "motion-side and visual/depth-side feature groups",
+      "value": "Detect when modalities that should match are shifted out of sync.",
+      "raw_hits": []
+    },
+    {
+      "name": "misalignment_detection: public_field_process_short_is_human_readable",
+      "status": "pass",
+      "value": "aligned/shifted pairs -> feature combiner -> binary classifier",
       "raw_hits": []
     },
     {
@@ -1384,21 +1390,15 @@
       "raw_hits": []
     },
     {
-      "name": "misalignment_detection: public_field_output_short_is_human_readable",
-      "status": "pass",
-      "value": "aligned or shifted",
-      "raw_hits": []
-    },
-    {
-      "name": "misalignment_detection: public_field_plain_goal_is_human_readable",
+      "name": "misalignment_detection: public_field_input_short_is_human_readable",
       "status": "pass",
-      "value": "Detect when modalities that should match are shifted out of sync.",
+      "value": "motion-side and visual/depth-side feature groups",
       "raw_hits": []
     },
     {
-      "name": "misalignment_detection: public_field_process_short_is_human_readable",
+      "name": "misalignment_detection: public_field_output_short_is_human_readable",
       "status": "pass",
-      "value": "aligned/shifted pairs -> feature combiner -> binary classifier",
+      "value": "aligned or shifted",
       "raw_hits": []
     },
     {

docs/data/website_integrity.json

@@ -1,6 +1,6 @@
 {
   "status": "pass",
-  "generated_at_utc": "2026-06-11T03:23:13+00:00",
+  "generated_at_utc": "2026-06-11T03:40:10+00:00",
   "docs_root": "docs",
   "site_base": "/ropedia-xperience-10m-task-suite/",
   "summary": {
@@ -293,7 +293,7 @@
     },
     {
       "path": "data/mirror_parity.json",
-      "bytes": 456430,
+      "bytes": 495491,
       "top_level_type": "dict"
     },
     {
@@ -423,7 +423,7 @@
     },
     {
       "path": "data/website_integrity.json",
-      "bytes": 15653,
+      "bytes": 15654,
       "top_level_type": "dict"
     },
     {