sankalpsthakur commited on
Commit
260433d
·
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1 Parent(s): f01648d

Retain anonymous replay, live browser and failed harness receipts

Browse files
.gitattributes CHANGED
@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ tcn-stream-evidence/evidence/live-desktop.png filter=lfs diff=lfs merge=lfs -text
37
+ tcn-stream-evidence/evidence/local-desktop.png filter=lfs diff=lfs merge=lfs -text
tcn-stream-evidence/CONTENT-AND-LIVE-RECEIPTS.json ADDED
@@ -0,0 +1,101 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "schema": "industrial.well.tcn.stream.content.and.live.receipts.v1",
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+ "recorded_at_utc": "2026-10-05T05:17:31.611442+00:00",
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+ "state": "VERIFIED_SCIENTIFIC_CONTENT_ANONYMOUS_REPLAY_AND_LIVE_PRESENTATION",
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+ "model_content_revision": "d1571dbacd2d6ba499c5652253f84d7c095acfc0",
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+ "space_content_revision": "f01648d7ccfc05a031c56e046d94aedbe1595836",
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+ "model_payloads_verified": 38,
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+ "space_payloads_verified": 5,
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+ "public_saved_array_replay": {
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+ "schema": "industrial.well.tcn.stream.public.kit.replay.v1",
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+ "at_utc": "2026-10-05T04:59:53.072788+00:00",
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+ "state": "VERIFIED_ACTUAL_ANONYMOUS_KIT_AND_SAVED_ARRAY_EXECUTION",
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+ "scientific_revision": "d1571dbacd2d6ba499c5652253f84d7c095acfc0",
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+ "kit_members_verified": 41,
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+ "kit_payload_hashes_verified": 40,
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+ "kit_sha256": "9595ee4f09a21ec48dd4a365f55cf8ecb7dab8ff5e08663f6dab6d98415d2155",
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+ "original_output_members": 14,
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+ "saved_profile_identities": 6,
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+ "eligible_scores_verified": 727950,
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+ "alarm_values_verified": 844248,
21
+ "raw_call_times_verified": 486400,
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+ "fits": 0,
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+ "retuning": false,
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+ "model_predictions": 0,
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+ "raw_parquet_numeric_decoding": false,
26
+ "reserved_predictions": false,
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+ "model_promoted": false,
28
+ "field_qualified": false,
29
+ "original_mac_audit": "FAILED_PRESERVED"
30
+ },
31
+ "browser_checks": {
32
+ "local_profile_cases": 6,
33
+ "local_group_cases": 48,
34
+ "local_legacy_cases": 3,
35
+ "local_layout": {
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+ "desktop": {
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+ "archive": "https://huggingface.co/sankalpsthakur/well-production-event-causal/resolve/d1571dbacd2d6ba499c5652253f84d7c095acfc0/tcn-stream-replay/ORIGINAL-STREAM-OUTPUT.zip",
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+ "artifact": "d1571dbacd2d6ba499c5652253f84d7c095acfc0",
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+ "globalOverflow": false,
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+ "rebuild": "https://huggingface.co/sankalpsthakur/well-production-event-causal/blob/d1571dbacd2d6ba499c5652253f84d7c095acfc0/tcn-stream-replay/REBUILD.md",
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+ "report": "https://huggingface.co/sankalpsthakur/well-production-event-causal/blob/d1571dbacd2d6ba499c5652253f84d7c095acfc0/tcn-stream-replay/REPORT.md"
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+ },
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+ "phone": {
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+ "bodyScrollWidth": 390,
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+ "height": 844,
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+ "scrollWidth": 390,
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+ "selectedFailed": "22,294",
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+ "width": 390
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+ }
50
+ },
51
+ "local_navigation": {
52
+ "passed": true,
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+ "actualCases": 2,
54
+ "comparisonToStream": true,
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+ "streamToComparison": true,
56
+ "returnedURL": "http://127.0.0.1:8818/tcn-stream-validation.html"
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+ },
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+ "live_profile_cases": 6,
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+ "live_group_cases": 48,
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+ "live_legacy_cases": 3,
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+ "live_layout": {
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+ "desktop": {
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+ "passed": true,
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+ "scrollWidth": 1280,
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+ "width": 1280
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+ },
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+ "phone": {
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+ "passed": true,
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+ "scrollWidth": 390,
70
+ "width": 390
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+ }
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+ },
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+ "live_navigation": {
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+ "backlink": "https://sankalpsthakur-well-event-transfer-audit.static.hf.space/foundation-validation.html",
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+ "backlinkPassed": true,
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+ "noticeLink": "https://sankalpsthakur-well-event-transfer-audit.static.hf.space/tcn-stream-validation.html",
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+ "noticeLinkPassed": true,
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+ "actualCases": 2
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+ }
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+ },
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+ "live_static_sdk": "static",
82
+ "live_static_runtime": "RUNNING",
83
+ "live_current_hardware": null,
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+ "live_requested_hardware": null,
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+ "live_source_objects_verified": 4,
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+ "captured_warning_error_count": 0,
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+ "original_failures_preserved": [
88
+ "LOCAL-BROWSER-CHECK-FAILURE-1.json",
89
+ "evidence/LIVE-LEGACY-HARNESS-FAILURE-1.json",
90
+ "RECEIPT-PREPARATION-FAILURE-1.json"
91
+ ],
92
+ "original_mac_audit": "FAILED_PRESERVED",
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+ "fits": 0,
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+ "retuning": false,
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+ "reserved_predictions": false,
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+ "model_promoted": false,
97
+ "physical_deployment_qualified": false,
98
+ "qualified_expert_growth_verified": false,
99
+ "goal": "ACTIVE",
100
+ "daily_scheduler": "PAUSED_PRESERVED"
101
+ }
tcn-stream-evidence/LIVE-SOURCE-VERIFICATION.json ADDED
@@ -0,0 +1,86 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "schema": "industrial.well.tcn.stream.live.source.v1",
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+ "started_at_utc": "2026-10-05T05:11:33.208515+00:00",
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+ "state": "VERIFIED_LIVE_SOURCE_AND_STATIC_RUNTIME",
5
+ "repo": "sankalpsthakur/well-event-transfer-audit",
6
+ "source_revision": "f01648d7ccfc05a031c56e046d94aedbe1595836",
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+ "anonymous": true,
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+ "model_predictions": 0,
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+ "fits": 0,
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+ "reserved_predictions": false,
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+ "field_qualified": false,
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+ "runtime": {
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+ "stage": "RUNNING",
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+ "hardware": {
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+ "current": null,
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+ "requested": null
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+ },
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+ "replicas": {
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+ "requested": 1,
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+ "current": 1
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+ }
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+ },
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+ "sdk": "static",
24
+ "live_objects": [
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+ {
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+ "path": "tcn-stream-validation.html",
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+ "status_code": 200,
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+ "source_bytes": 8965,
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+ "served_bytes": 9066,
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+ "source_sha256": "bf245480a79a0eb679a4e53a6a3606fe68606a7287729b8c12be237021c7cfe4",
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+ "served_sha256": "7c0a36dc7d978ecf48b1100942fb02db2e0bef16b38953125b20583bacd78607",
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+ "exact_declared_creator_injections": 1,
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+ "matched_reviewed_source": true,
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+ "response_headers": {
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+ "Content-Type": "text/html",
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+ "Date": "Mon, 05 Oct 2026 05:11:34 GMT"
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+ }
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+ },
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+ {
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+ "path": "tcn-stream-validation.js",
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+ "status_code": 200,
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+ "source_bytes": 5809,
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+ "served_bytes": 5809,
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+ "source_sha256": "ac68a7fb7dcadccfcdec27982a804cbf2bad093c94f5161515b0eed27515b552",
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+ "served_sha256": "ac68a7fb7dcadccfcdec27982a804cbf2bad093c94f5161515b0eed27515b552",
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+ "exact_declared_creator_injections": 0,
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+ "matched_reviewed_source": true,
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+ "response_headers": {
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+ "Content-Type": "application/javascript; charset=utf-8",
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+ "Date": "Mon, 05 Oct 2026 05:11:34 GMT",
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+ "ETag": "\"1aa729fcba15489a5ec84b5dbfd8219bf64cc5f2\""
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+ }
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+ },
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+ {
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+ "path": "tcn-stream-validation.json",
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+ "status_code": 200,
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+ "source_bytes": 268939,
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+ "served_bytes": 268939,
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+ "source_sha256": "cdb5035a36ef79df440074f35327e36d0ad74baed8299f42e80039c1f3de63e9",
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+ "served_sha256": "cdb5035a36ef79df440074f35327e36d0ad74baed8299f42e80039c1f3de63e9",
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+ "exact_declared_creator_injections": 0,
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+ "matched_reviewed_source": true,
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+ "response_headers": {
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+ "Content-Type": "application/json; charset=utf-8",
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+ "Date": "Mon, 05 Oct 2026 05:11:34 GMT",
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+ "ETag": "\"cd6f0505e11783103655fdfd450719e18b09e1a0\""
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+ }
68
+ },
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+ {
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+ "path": "foundation-validation.html",
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+ "status_code": 200,
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+ "source_bytes": 12946,
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+ "served_bytes": 13047,
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+ "source_sha256": "c9444967317f033c8aeafc4d799933dc5231cdb3b4c012ba02d08270d3d4b9fa",
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+ "served_sha256": "4b404508d58c6e7135871c9401fba6b4088302caeaffefd42ce7dee0296585a1",
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+ "exact_declared_creator_injections": 1,
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+ "matched_reviewed_source": true,
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+ "response_headers": {
79
+ "Content-Type": "text/html",
80
+ "Date": "Mon, 05 Oct 2026 05:11:35 GMT"
81
+ }
82
+ }
83
+ ],
84
+ "allowed_html_injection": "<script>window.huggingface={variables:{\"SPACE_CREATOR_USER_ID\":\"645888e3ead43697df2d4a3f\"}};</script>",
85
+ "finished_at_utc": "2026-10-05T05:11:35.135627+00:00"
86
+ }
tcn-stream-evidence/LOCAL-BROWSER-CHECK-FAILURE-1.json ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "schema": "industrial.well.tcn.stream.browser.check.failure.v1",
3
+ "at_utc": "2026-10-05T04:53:22.933746+00:00",
4
+ "state": "FAILED_BEFORE_BROWSER_ACTION_HARNESS_SYNTAX",
5
+ "tool_error": "[1:1279-1:1280]: Unexpected token: ')'",
6
+ "operation": "Initial six-profile DOM comparison harness",
7
+ "cause": "Extra closing parenthesis in authored evaluate expression; controller rejected the harness before actions",
8
+ "scientific_or_site_source_changed": false,
9
+ "new_model_predictions": 0,
10
+ "new_compute": false,
11
+ "followup": "Correct only the harness delimiter, then execute actual browser cases; retain this original failure"
12
+ }
tcn-stream-evidence/PUBLICATION.md ADDED
@@ -0,0 +1,93 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Verified complete validation replay
2
+
3
+ Reviewed 2026-10-05. Research publication and numerical conformance do not admit
4
+ a physical well detector. The original Mac audit stays FAILED; no model is
5
+ promoted and all eight reserved groups remain unopened.
6
+
7
+ ## Immutable scientific and presentation content
8
+
9
+ - Model/source content: `sankalpsthakur/well-production-event-causal` at
10
+ **d1571dbacd2d6ba499c5652253f84d7c095acfc0**, prefix `tcn-stream-replay/`.
11
+ All **38** payloads match anonymous fixed-revision downloads. All **284** prior
12
+ objects were checked; only the reviewed card append and the exact declared
13
+ input-kit storage rule changed.
14
+ - Static presentation content: `sankalpsthakur/well-event-transfer-audit` at
15
+ **f01648d7ccfc05a031c56e046d94aedbe1595836**. All **five** payloads match
16
+ anonymous fixed-revision downloads. All **16** prior objects were checked;
17
+ only the card append and declared foundation-page notice changed.
18
+ - Original output ZIP: **5,231,114 bytes**, **14** members, SHA256
19
+ `d072139ba7d95e9358890a1df9de3283ed393fa00e9c29d15bd58f5cac2726d2`.
20
+ - Validation/source kit: **83,159,543 bytes**, **41** members / **40** payload
21
+ hashes, SHA256
22
+ `9595ee4f09a21ec48dd4a365f55cf8ecb7dab8ff5e08663f6dab6d98415d2155`.
23
+
24
+ An actual execution of the anonymously downloaded saved-array reviewer checks
25
+ all **727,950** eligible score values, **844,248** full-grid alarm values and
26
+ **486,400** recorded call times. It reproduces four exact profiles and two
27
+ original-tolerance failures without model inference, fitting, tuning or raw
28
+ Parquet numeric decoding. The opaque validation payload hashes are verified;
29
+ anonymous replay does not rerun the cloud model study.
30
+
31
+ ## Actual cloud result
32
+
33
+ The separately frozen, sole private included CPU job
34
+ `sankalpsthakur/well-tcn-validation-stream-cpu` version 1 is provider **COMPLETE**.
35
+ Protocol `2716130`, implementation/package `b47ea1a` and accepted-source/review
36
+ commit `10a133d` precede its results. GPU, TPU and network were disabled. The
37
+ original submission-time RUNNING receipt survives beside the terminal receipt.
38
+
39
+ Both unchanged TCNs reproduce **all 121,325 eligible scores** exactly using
40
+ native full-grid batches and eight copies of only the current input. Ordinary
41
+ single-reading inference fails **46,577 / 22,294** scores at unchanged
42
+ `atol=1e-10`, `rtol=1e-9`. Every frozen alarm vector is unchanged. The current-only
43
+ adaptation contains no future/neighbor reading, waiting or cached substitute;
44
+ its added compute is retained and it is not automatically adopted.
45
+
46
+ Eight-copy median calls are **2.467738 / 2.437668 ms** on the observed Linux AVX2
47
+ cloud host. Acquisition and rolling feature work are excluded. All first calls
48
+ and outliers survive. Full-stream process-lifetime peak RSS is **3,502,860 KiB**;
49
+ this is not incremental edge memory, a target-device deadline or a WCET claim.
50
+ Seed 7's alarm is disabled. Seed 29 covers 9/24 validation episodes and finds
51
+ zero new known onsets within 300 seconds. No fresh detection improvement follows
52
+ from exact score reproduction.
53
+
54
+ ## Actual browser and live-source checks
55
+
56
+ The new explorer passes **six local and six actual live profile selections**,
57
+ with **48 exact group-row assertions per environment**. Three existing foundation
58
+ result views and two actual navigation cases pass locally and live. Desktop
59
+ 1280×900 and phone 390×844 layouts have no document overflow. The saved live
60
+ screenshots were visually inspected; no captured browser warnings/errors were
61
+ observed. These are saved-result views, not live telemetry or browser inference.
62
+
63
+ Four direct live HTML/JS/JSON reads match the pinned static source. HTML differs
64
+ only by the exact declared 101-byte Hugging Face creator-ID injection. The
65
+ observed SDK is **static**, runtime **RUNNING**, with null current/requested
66
+ hardware. No new Space, CPU Space or paid hosting resource was created. Later
67
+ receipt additions preserve these scientific and UI objects; their commit
68
+ identities and exact downloads are retained separately from the content pins.
69
+
70
+ Four original preparation/harness failures survive: a local syntax error before
71
+ browser actions, a live legacy-fixture field error rejected before its first
72
+ selection, a receipt aggregator that assumed the wrong local-layout schema, and
73
+ a preliminary privacy matcher that matched its own pattern literal. The partial
74
+ model receipt stage, original preparation source and unuploaded first Space
75
+ review survive. Separate version-2 receipt preparation uses a complete PEM
76
+ header matcher. Corrected checks leave the scientific, site and fixture source
77
+ unchanged; failed attempts are not relabelled successful.
78
+
79
+ ## Remaining qualification
80
+
81
+ The finite validation-stream inference boundary is measured on one frozen host.
82
+ Incremental acquisition/feature recovery, target-device resources, authenticated
83
+ physical identities and clocks, independent calibration and site acceptance are
84
+ unqualified. Filename groups are not authenticated independent physical wells;
85
+ public-pretraining overlap remains unresolved. Fresh reserved prediction needs a
86
+ separate reviewed no-fitting protocol and admitted inference boundary. Field
87
+ adoption and 100 qualified unique industry experts remain unverified. The app
88
+ goal is ACTIVE; the existing daily scheduler remains separately PAUSED.
89
+
90
+ Authored source is MIT; redistributed Petrobras validation payloads retain
91
+ CC BY 4.0 attribution and their source license. Root MIT does not relicense
92
+ third-party data, models or dependencies. See `SOURCE-NOTICE.md`, `REPORT.md`,
93
+ `REBUILD.md`, the exact verification receipts and captured browser evidence.
tcn-stream-evidence/RECEIPT-PREPARATION-FAILURE-1.json ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "state": "FAILED",
3
+ "recorded_at_utc": "2026-10-05T05:17:31.607153+00:00",
4
+ "error": "KeyError: passed",
5
+ "failed_expression": "all(v['passed'] for v in layout.values())",
6
+ "cause": "Receipt aggregation assumed both local layout fields had a passed key. Existing local desktop uses globalOverflow and phone uses width/scrollWidth.",
7
+ "point": "Manifest preparation rejected before any manifest write or receipt upload.",
8
+ "scientific_source_changed": false,
9
+ "site_source_changed": false,
10
+ "remedy": "Validate the original recorded layout schemas explicitly without changing fixtures."
11
+ }
tcn-stream-evidence/RECEIPT-PRIVACY-PREPARATION-FAILURE-1.json ADDED
@@ -0,0 +1,14 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "state": "FAILED",
3
+ "recorded_at_utc": "2026-10-05T05:19:40.172269+00:00",
4
+ "error": "AssertionError: receipt_followup.py",
5
+ "cause": "The preliminary private-key matcher matched its own pattern literal in the authored receipt script. No token or private key was found.",
6
+ "original_source_sha256": "cc88587b4abf405dc876cfa027a21ad4180ea643969e9988f697ce2da068e8ef",
7
+ "original_source": "receipt_preparation_v1.py",
8
+ "original_partial_model_stage_preserved": true,
9
+ "space_v1_review_prepared_but_not_uploaded": true,
10
+ "scientific_source_changed": false,
11
+ "site_source_changed": false,
12
+ "remote_mutations": 0,
13
+ "remedy": "Use a complete PEM-header matcher and a separately named version-2 receipt preparation/review. Preserve every prior reviewed/scientific object."
14
+ }
tcn-stream-evidence/evidence/LIVE-LEGACY-HARNESS-FAILURE-1.json ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "state": "FAILED",
3
+ "recorded_at_utc": "2026-10-05T05:09:35.393Z",
4
+ "error": "locator.selectOption requires a string or { value?, label?, index? }",
5
+ "cause": "Authored harness used expected.candidate rather than expected.expected.candidate for the saved local legacy fixture.",
6
+ "point": "First selectOption rejected undefined before any selection.",
7
+ "scientific_source_changed": false,
8
+ "site_source_changed": false,
9
+ "remedy": "Use the recorded fixture expected and actual fields; retain the original failed attempt."
10
+ }
tcn-stream-evidence/evidence/VISUAL-REVIEW.json ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "at_utc": "2026-10-05T05:17:31.611598+00:00",
3
+ "state": "VISUALLY_INSPECTED",
4
+ "desktop": "evidence/live-desktop.png",
5
+ "phone": "evidence/live-phone.png",
6
+ "desktop_size": [
7
+ 1280,
8
+ 900
9
+ ],
10
+ "phone_size": [
11
+ 390,
12
+ 844
13
+ ],
14
+ "findings": "Readable saved results and boundaries, displayed controls, no document overflow; phone page continues vertically. No live inference or device qualification inferred."
15
+ }
tcn-stream-evidence/evidence/live-browser-logs.json ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ {
2
+ "observed_at_utc": "2026-10-05T05:10:11.435Z",
3
+ "url": "https://sankalpsthakur-well-event-transfer-audit.static.hf.space/tcn-stream-validation.html",
4
+ "warningErrorLogs": [],
5
+ "scope": "Captured tab logs across local and live QA; not all network failures"
6
+ }
tcn-stream-evidence/evidence/live-desktop.png ADDED

Git LFS Details

  • SHA256: c86a6c9ea43242228ff885fb4fab7579e138f2aa15e637d964679ca4ab638e87
  • Pointer size: 131 Bytes
  • Size of remote file: 117 kB
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997
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998
+ "profile": "original_all_grid_batch256"
999
+ },
1000
+ {
1001
+ "candidate": "causal_tcn_seed7",
1002
+ "cells": [
1003
+ "Seed 7",
1004
+ "One available reading",
1005
+ "46,577",
1006
+ "0",
1007
+ "1.064 ms",
1008
+ "1.140 ms",
1009
+ "4.396 ms"
1010
+ ],
1011
+ "profile": "eligible_naive_batch1"
1012
+ },
1013
+ {
1014
+ "candidate": "causal_tcn_seed7",
1015
+ "cells": [
1016
+ "Seed 7",
1017
+ "Eight copies of one available reading",
1018
+ "0",
1019
+ "0",
1020
+ "2.468 ms",
1021
+ "2.665 ms",
1022
+ "9.981 ms"
1023
+ ],
1024
+ "profile": "eligible_current_only_eight_copy"
1025
+ },
1026
+ {
1027
+ "candidate": "causal_tcn_seed29",
1028
+ "cells": [
1029
+ "Seed 29",
1030
+ "Original offline batches",
1031
+ "0",
1032
+ "0",
1033
+ "10.005 ms",
1034
+ "11.836 ms",
1035
+ "17.426 ms"
1036
+ ],
1037
+ "profile": "original_all_grid_batch256"
1038
+ },
1039
+ {
1040
+ "candidate": "causal_tcn_seed29",
1041
+ "cells": [
1042
+ "Seed 29",
1043
+ "One available reading",
1044
+ "22,294",
1045
+ "0",
1046
+ "1.060 ms",
1047
+ "1.136 ms",
1048
+ "4.821 ms"
1049
+ ],
1050
+ "profile": "eligible_naive_batch1"
1051
+ },
1052
+ {
1053
+ "candidate": "causal_tcn_seed29",
1054
+ "cells": [
1055
+ "Seed 29",
1056
+ "Eight copies of one available reading",
1057
+ "0",
1058
+ "0",
1059
+ "2.438 ms",
1060
+ "2.635 ms",
1061
+ "7.193 ms"
1062
+ ],
1063
+ "profile": "eligible_current_only_eight_copy"
1064
+ }
1065
+ ],
1066
+ "selection": "Seed 29 · Eight copies of one available reading · Every eligible score matches exactly.",
1067
+ "timingBoundary": "Current-input call cost includes checking, copying, model and sigmoid. Acquisition and rolling raw-feature work are excluded; these cloud timings are not target-device deadlines."
1068
+ }
1069
+ }
1070
+ ]