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You need to give him a fucking file full of examples like that.","canonical_outcome":{"verified":"dedicated training corpus and held-out evaluation architecture implemented"},"interpreted_intent":{"need":"correction","failure_class":"one_off_overfitting"},"promoted_lesson_id":"2d866b6e-4624-4b4c-9e61-b90553225132","verification_status":"promoted"},{"id":"4a3f19b7-0129-49a2-97f9-32c535e75907","created_at":"2026-10-03T12:32:10.890607+00:00","dedupe_key":"paul-correction-request-path-proof-v1","provenance":{"date":"2026-10-03","source":"explicit_owner_correction","verified_by":"subsequent_source_and_runtime_repair"},"source_ref":"conversation:2026-10-03:request-path","updated_at":"2026-10-03T12:32:10.890607+00:00","promoted_at":"2026-10-03T12:32:10.890607+00:00","source_kind":"owner_correction","tenant_org_id":"a3ffa31f-0c88-4fdd-b872-051db013ca3e","correction_text":"Verify the exact owner-facing request path before claiming a behavior fix is live.","owner_utterance":"We're gonna stop bullshitting me or what?","canonical_outcome":{"verified":"frontend classifier bypass was identified and semantic routing was repaired"},"interpreted_intent":{"need":"correction","failure_class":"claimed_fix_without_governing_path_proof"},"promoted_lesson_id":"ba6d157b-efcb-4b45-a5be-7bae847ecafd","verification_status":"promoted"},{"id":"4adc1fb9-d55b-41e2-8433-871b691348b3","created_at":"2026-10-11T21:23:16.043272+00:00","dedupe_key":"observer:v1:canonical_mission_recovery","provenance":{"source":"canonical_activity_ledger_aggregates","raw_tenant_data_retained":false,"independent_validation_pending":true},"source_ref":"academy-operational-observer-v1","updated_at":"2026-10-11T21:23:16.043272+00:00","promoted_at":null,"source_kind":"operational_pattern_scan","tenant_org_id":"a3ffa31f-0c88-4fdd-b872-051db013ca3e","correction_text":"Inspect the failing canonical mission lane and its receipts. Use existing resume/reconcile machinery only when authorized; never invent another runner.","owner_utterance":null,"canonical_outcome":{},"interpreted_intent":{"recommendation_key":"canonical_mission_recovery","verification_required":true,"tenant_source_data_copied":false},"promoted_lesson_id":null,"verification_status":"candidate"},{"id":"8b5d0cbf-2e65-406f-81cf-facd4e6e0536","created_at":"2026-10-11T21:23:16.043272+00:00","dedupe_key":"observer:v1:original_media_metadata_precheck","provenance":{"source":"canonical_activity_ledger_aggregates","raw_tenant_data_retained":false,"independent_validation_pending":true},"source_ref":"academy-operational-observer-v1","updated_at":"2026-10-11T21:23:16.043272+00:00","promoted_at":null,"source_kind":"operational_pattern_scan","tenant_org_id":"a3ffa31f-0c88-4fdd-b872-051db013ca3e","correction_text":"Compare repeated corrections to original retained card images and acceptance records. Propose a deterministic metadata validation step; never automatically change official certificates.","owner_utterance":null,"canonical_outcome":{},"interpreted_intent":{"recommendation_key":"original_media_metadata_precheck","verification_required":true,"tenant_source_data_copied":false},"promoted_lesson_id":null,"verification_status":"candidate"},{"id":"99ff021a-da94-4482-a45b-b73e76a0d442","created_at":"2026-10-15T12:45:32.855716+00:00","dedupe_key":"pcg-grade-accept-v1:9e201ed6-cdf2-4b05-879e-d21c075981f9:07056","provenance":{"contract":"pcg-academy-grade-feedback-v1","tenant_id":"9602e177-0cbb-496c-bdf5-2fbc93f1b859","canonical_table":"card_grading_cards","automatic_promotion":false,"grader_notes_copied":false,"customer_data_copied":false,"grade_approver_user_id":"336c5f20-a441-4f03-a800-2f2a15dfb261","original_images_copied":false,"heldout_evaluation_required":true,"training_rights_check_required":true,"independent_evidence_review_required":true},"source_ref":"9e201ed6-cdf2-4b05-879e-d21c075981f9","updated_at":"2026-10-15T12:45:32.855716+00:00","promoted_at":null,"source_kind":"pcg_human_grade_acceptance","tenant_org_id":"9602e177-0cbb-496c-bdf5-2fbc93f1b859","correction_text":"PCG staff accepted this provisional designation. Compare the original evidence and verify the decision before using it as a positive grading example.","owner_utterance":null,"canonical_outcome":{"acceptance_source":"pcg_grading_workbench","recorded_official_grade":9.5,"recorded_official_designation":"9.5 MT +","photo_verified_physical_certificate":true},"interpreted_intent":{"task":"pcg_condition_grading","previous_preliminary_grade":"9.5","previous_preliminary_designation":"9.5 MT +"},"promoted_lesson_id":null,"verification_status":"candidate"},{"id":"9c68a59e-36f1-4acd-bb36-04602be2b08a","created_at":"2026-10-11T21:23:16.043272+00:00","dedupe_key":"observer:v1:shared_route_regression_repair","provenance":{"source":"canonical_activity_ledger_aggregates","raw_tenant_data_retained":false,"independent_validation_pending":true},"source_ref":"academy-operational-observer-v1","updated_at":"2026-10-11T21:23:16.043272+00:00","promoted_at":null,"source_kind":"operational_pattern_scan","tenant_org_id":"a3ffa31f-0c88-4fdd-b872-051db013ca3e","correction_text":"Group crashing routes by shared component. Repair the governing boundary, test relevant tenant and viewport, pass Gate and verify the live page.","owner_utterance":null,"canonical_outcome":{},"interpreted_intent":{"recommendation_key":"shared_route_regression_repair","verification_required":true,"tenant_source_data_copied":false},"promoted_lesson_id":null,"verification_status":"candidate"},{"id":"a0ba1d1c-0692-4bbe-9f2b-48059225e0b8","created_at":"2026-10-12T03:01:48.667525+00:00","dedupe_key":"pcg-ebay-auto-ocr:117317335553:05142","provenance":{"photos":2,"source":"pcg_ebay_reconciliation","worker_version":"forgejo_tesseract_cli_v2"},"source_ref":"ebay:117317335553","updated_at":"2026-10-12T03:01:48.667525+00:00","promoted_at":null,"source_kind":"pcg_physical_slab_local_ocr","tenant_org_id":"9602e177-0cbb-496c-bdf5-2fbc93f1b859","correction_text":"Do not train automatically. PAUL must verify this photographed slab reading against independent held-out physical labels before promoting.","owner_utterance":null,"canonical_outcome":{"status":"machine_consensus_pending_owner_holdout","cert_number":"05142","canonical_card_id":"8ab14448-b862-49ce-8b1a-0062aba67594"},"interpreted_intent":{"cert":"05142","engine":"tesseract_cli","capability":"pcg_slab_certificate_transcription"},"promoted_lesson_id":null,"verification_status":"candidate"},{"id":"d282614f-914a-4de8-8222-c17460e77dbf","created_at":"2026-10-11T21:23:16.043272+00:00","dedupe_key":"observer:v1:deduplicate_mission_intent","provenance":{"source":"canonical_activity_ledger_aggregates","raw_tenant_data_retained":false,"independent_validation_pending":true},"source_ref":"academy-operational-observer-v1","updated_at":"2026-10-11T21:23:16.043272+00:00","promoted_at":null,"source_kind":"operational_pattern_scan","tenant_org_id":"a3ffa31f-0c88-4fdd-b872-051db013ca3e","correction_text":"Audit supersession and mission identity reuse. Consolidate duplicate requests before creating another PR or release; superseded does not itself mean failed.","owner_utterance":null,"canonical_outcome":{},"interpreted_intent":{"recommendation_key":"deduplicate_mission_intent","verification_required":true,"tenant_source_data_copied":false},"promoted_lesson_id":null,"verification_status":"candidate"},{"id":"d759b7c5-0f41-451f-a99a-085ee5548597","created_at":"2026-10-12T02:06:41.755962+00:00","dedupe_key":"pcg-ebay-auto-ocr:117438291272:06258","provenance":{"photos":2,"source":"pcg_ebay_reconciliation","worker_version":"forgejo_tesseract_cli_v2"},"source_ref":"ebay:117438291272","updated_at":"2026-10-12T02:06:41.755962+00:00","promoted_at":null,"source_kind":"pcg_physical_slab_local_ocr","tenant_org_id":"9602e177-0cbb-496c-bdf5-2fbc93f1b859","correction_text":"Do not train automatically. PAUL must verify this photographed slab reading against independent held-out physical labels before promoting.","owner_utterance":null,"canonical_outcome":{"status":"machine_consensus_pending_owner_holdout","cert_number":"06258","canonical_card_id":"39734932-3f8f-4904-ac18-a707ecffdad4"},"interpreted_intent":{"cert":"06258","engine":"tesseract_cli","capability":"pcg_slab_certificate_transcription"},"promoted_lesson_id":null,"verification_status":"candidate"}],"rows":10,"limit":400,"table":"academy_ai_learning_candidates","format":"knocklaunch-table-chunk-v1","offset":0,"schema":"public","order_key":"id"}