{"schema_version":"0.10.0","id":"LR-2026-0289","record_version":2,"title":"Alleged $6.3B Binance exploit funds laundered via automated, AI-assisted transaction patterns","verification":{"human_verified":false,"method":"automated_gate","auto_verified":true,"score":47.7,"score_breakdown":{"source_authority":12.1,"independent_corroboration":7.0,"implicated_party_confirmed":0.0,"citation_integrity":14.0,"specificity":3.0,"completeness":4.48,"unhedged_language":4.75},"checks":{"schema_valid":true,"every_field_cited":true,"quotes_verbatim":true,"source_fetched":true,"distinct_incident":true,"dates_plausible":true,"sources_agree":true,"source_describes_incident":true,"severe_backed_by_source":true,"record_integrity":true,"eligible":true,"about_this_case":true},"gate_version":"gate-2026-10-18.7","cross_check_model":null,"cross_check_agreement":null,"duplicate_of":null,"verified_by":null,"verified_at":"2026-10-31","extraction_run_id":null,"evidence_level":{"level":"preliminary","reason":"Only a republished copy: Yahoo Finance · subject to change","original_document":null,"reports_total":1,"reports_independent":0,"reports_derivative":1,"developing":true,"disputed":false,"rules_version":"evidence-2026-10-29.1","computed_at":"2026-10-31","history":[{"date":"2026-10-31","from_level":null,"to_level":"preliminary","reason":"Only a republished copy: Yahoo Finance · subject to change"}]},"sources_hash":"be683754f26107ec31f8b7301866dda219894b1dad5c20f445daa8960338a62a"},"system":{"model_name":null,"model_version":null,"developer":"unknown","harness":null,"tools_granted":[],"permissions_scope":null,"autonomy_level":"unknown","guardrails_present":[],"deployment_context":"unknown","tier":null,"lifecycle_stage":null,"integration_type":null,"intended_use":"obscuring and laundering stolen funds by circulating them among addresses","safeguard_state":null,"production_intended":null},"event":{"date_occurred":null,"date_disclosed":"2026-10-30","incident_class":"security_compromise","failure_class":null,"agent_involved":false,"secondary_failure_classes":[],"trigger":"unknown","duration":null,"detection_method":"unknown","summary":"Attackers allegedly stole $6.3 billion from Binance and used automation, possibly AI, to launder the funds through thousands of rapid transactions circulated among addresses, producing never-before-seen laundering patterns per Chainalysis.","tags":["crypto-exchange","north-korea-attribution","money-laundering","automation"],"date_detected":null,"near_miss":null,"root_cause":null,"root_cause_detail":null,"failure_class_detail":null,"responsible_party":"third_party","adversarial_actor":"external_attacker","input_provenance":null,"time_to_contain":null,"operations_paused":null,"remediation":null,"precursor_events":null},"impact":{"direct_loss_usd":6300000000.0,"remediation_hours":null,"records_exposed":null,"third_parties_affected_count":null,"severity":"severe","severity_because":"severe: The stated loss of $6.3 billion exceeds the severe band of over 10M USD.","harm_class":["financial"],"affected_description":"Binance and its customer funds; stolen funds laundered through thousands of transactions","protected_class_involved":null,"data_categories_exposed":[],"loss_range_usd":null,"reversibility":null,"downstream_exposure_count":null},"evidence":{"sources":[{"url":"https://finance.yahoo.com/video/how-hackers-allegedly-used-ai-to-hide-a-63b-binance-heist-162338122.html","publisher":"Yahoo Finance","date":"2026-10-30","type":"press","title":"How hackers allegedly used AI to hide a $6.3B Binance heist","archived_url":null,"attachment":"first_report","independence":"derivative"}],"per_field_confidence":{"system.intended_use":"D","system.developer":"D","system.autonomy_level":"D","system.deployment_context":"D","event.tags":"D","event.responsible_party":"D","event.adversarial_actor":"D","event.agent_involved":"D","event.summary":"D","event.incident_class":"D","event.date_disclosed":"A","event.trigger":"D","event.detection_method":"D","impact.direct_loss_usd":"C","impact.harm_class":"D","impact.affected_description":"D","impact.severity":"D","context.industry":"D","context.denominator_available":"D","context.country":"D","impact.severity_because":"D"},"field_citations":{"system.developer":[{"source_index":0,"quote":"But yeah, obviously AI has been used here to some degree."}],"system.intended_use":[{"source_index":0,"quote":"Thousands of transactions in a short period suggests that the attackers are using automation to obscure the trail of funds, rather than simply moving funds onward, which is what they've done in the past."}],"event.summary":[{"source_index":0,"quote":"This is from chain analysis. Our investigators are observing never seen before laundering patterns with the stolen funds from the Binance exploit."}],"event.tags":[{"source_index":0,"quote":"TRM labs, Arkham, others are attributing this to North Korea's Trader Traitor group."},{"source_index":0,"quote":"Thousands of transactions in a short period suggests that the attackers are using automation to obscure the trail of funds, rather than simply moving funds onward, which is what they've done in the past."}],"event.agent_involved":[{"source_index":0,"quote":"But yeah, obviously AI has been used here to some degree."}],"impact.direct_loss_usd":[{"source_index":0,"quote":"We know that North Korea's Lazarus group largely behind all of these massive hacks, but this is a very, very, very big one, $6.3 billion dollars."}],"impact.affected_description":[{"source_index":0,"quote":"Binance very quickly said, customer funds will be covered."}],"context.industry":[{"source_index":0,"quote":"So, listen, I think that crypto is the tip of the spear for hackers, especially when we see AI proliferating, although that's not necessarily the case here."}],"event.incident_class":[{"source_index":0,"quote":"TRM labs, Arkham, others are attributing this to North Korea's Trader Traitor group."}],"event.adversarial_actor":[{"source_index":0,"quote":"TRM labs, Arkham, others are attributing this to North Korea's Trader Traitor group."}],"event.responsible_party":[{"source_index":0,"quote":"TRM labs, Arkham, others are attributing this to North Korea's Trader Traitor group."}],"impact.harm_class":[{"source_index":0,"quote":"We know that North Korea's Lazarus group largely behind all of these massive hacks, but this is a very, very, very big one, $6.3 billion dollars."}],"impact.severity_because":[{"source_index":0,"quote":"We know that North Korea's Lazarus group largely behind all of these massive hacks, but this is a very, very, very big one, $6.3 billion dollars."}],"impact.severity":[{"source_index":0,"quote":"We know that North Korea's Lazarus group largely behind all of these massive hacks, but this is a very, very, very big one, $6.3 billion dollars."}],"event.date_disclosed":[{"source_index":0,"quote":"published: 2026-10-30"}]},"notes_on_gaps":"Only one source (a Yahoo Finance press segment) is available. No source names the AI model, developer, harness, tools, permissions, autonomy, guardrails, deployment context, or lifecycle stage; the AI involvement is speculative ('obviously AI has been used here to some degree'). event.trigger, event.root_cause, event.detection_method, event.failure_class, event.date_occurred, event.date_detected, event.time_to_contain, event.duration, event.remediation, event.operations_paused, event.near_miss, event.input_provenance, event.precursor_events, event.secondary_failure_classes, event.control_failure, impact.records_exposed, impact.third_parties_affected_count, impact.remediation_hours, impact.reversibility, impact.downstream_exposure_count, impact.protected_class_involved, impact.data_categories_exposed, impact.loss_range_usd, context.org_size_band, context.country, context.denominator, context.systemic_exposure, context.shared_model_id, context.upstream_incident_id, context.incident_evidence, context.regulatory and context.coverage are all unstated and left null/empty. event.agent_involved is set false because the only AI reference is speculative and no autonomous agent is described. incident_class security_compromise is chosen because the source attributes the breach to an external attacker (Trader Traitor); the AI's role in laundering is not established. responsible_party third_party reflects the attributed attacker, not a model provider. The $6.3B figure is the alleged breach loss, not an AI-attributable loss. system.tier: not set; no operator named and deployment_context is not a lab's. [aggregated by deepseek-chat, aggregate-2026-09-27.1, 2026-10-31] system.intended_use: classified from described behaviour. system.developer: no source names the developer. system.autonomy_level: no source states the arrangement. system.deployment_context: no source states where it ran. event.tags: classified from described behaviour. event.responsible_party: classified from described behaviour. event.adversarial_actor: classified from described behaviour. event.agent_involved: classified from described behaviour. event.summary: classified from described behaviour. event.incident_class: classified from described behaviour. event.trigger: no source states a cause. event.detection_method: no source says who first noticed. impact.harm_class: classified from described behaviour. impact.affected_description: classified from described behaviour. context.industry: classified from described behaviour. context.denominator_available: no denominator is available for this incident. context.country: no source states the operator's location."},"context":{"industry":"Finance and Insurance","org_size_band":null,"country":"unknown","denominator_available":false,"denominator":null,"related_incident_ids":[],"systemic_exposure":null,"shared_model_id":null,"upstream_incident_id":null,"incident_evidence":null,"regulatory":null,"coverage":null},"narrative":{"steps":[{"step":"doing","text":"Attackers allegedly used automation, possibly AI, to move and launder $6.3 billion stolen from Binance, circulating funds among thousands of addresses to obscure the trail.","quote":"Thousands of transactions in a short period suggests that the attackers are using automation to obscure the trail of funds, rather than simply moving funds onward, which is what they've done in the past.","source_index":0,"grade":"D"},{"step":"went_wrong","text":"The stolen funds were laundered through never-before-seen patterns, repeatedly circulated among addresses including ones used earlier, hiding the money's origin.","quote":"They repeatedly circulate them among addresses often sending funds back to addresses involved earlier in the sequence.","source_index":0,"grade":"D"},{"step":"reached","text":"The $6.3 billion in stolen Binance funds, spread across thousands of transactions and many wallets, with flows resembling earlier Bitget and Bybit hacks.","quote":"But if you look at the patterns of this hack, a lot of the wallets and flows are similar to what happened with the Bitget hack, the Bybit hack and what happened in the past.","source_index":0,"grade":"D"},{"step":"caught","text":"Chainalysis investigators observed the never-before-seen laundering patterns in the stolen funds; TRM Labs and Arkham attributed the breach to North Korea's Trader Traitor group.","quote":"This is from chain analysis. Our investigators are observing never seen before laundering patterns with the stolen funds from the Binance exploit.","source_index":0,"grade":"D"},{"step":"done","text":"Binance said customer funds are safe and would be covered, and that withdrawals would resume within 45 to 48 hours while deposits continued.","quote":"Binance said that funds are safe and that they will once again be allowing withdrawals within 45 to 48 hours, which should bring us to sometime on Sunday.","source_index":0,"grade":"D"}],"model":"deepseek-chat","prompt_version":"aggregate-2026-09-27.1","extracted_at":"2026-10-31","source_urls":["https://finance.yahoo.com/video/how-hackers-allegedly-used-ai-to-hide-a-63b-binance-heist-162338122.html"]}}