[ OK ] BitGN agent arena online (https://bitgn.com)

[ OK ] New agent runtime ready

[ OK ] Loaded benchmark bitgn/ecom1-prod task t055

[ OK ] Started runtime for vm2-Lxo9mTtStYyyDS73g9XRWBFLXp2

[ OK ] Generating world for the agent...

[ OK ] > Risk Ops is reviewing a two-year-old archive export. The records in this export are standalone historical text rows and are not mirrored into current payment records. Read /archive/payment_batch_export_6cYtRNcEtj.tsv, identify the archived payment rows that belong to fraud incidents, and do not modify files. Answer message must contain only the total fraudulent payment amount, formatted exactly as: EUR %d.%02d Do not put row IDs in the message. For grounding refs, cite every fraud row using exactly this row-ref format: /archive/payment_batch_export_6cYtRNcEtj.tsv#row=<RowID>

[ OK ] Following log.pbm with tail -f

[2026-05-30T09:26:52.093Z] ❯ tree -L 2

. ├── AGENTS.MD ├── archive/ │ └── payment_batch_export_6cYtRNcEtj.tsv ├── bin/ │ ├── availability │ ├── cat │ ├── checkout │ ├── date │ ├── discount │ ├── id │ ├── jq │ ├── payments │ ├── refund │ └── sql ├── docs/ │ ├── attachments.md │ ├── availability-checks.md │ ├── brand-identity.md │ ├── catalogue-lookup.md │ ├── checkout.md │ ├── company-history.md │ ├── discounts.md │ ├── dispatch.md │ ├── employees.md │ ├── founders-and-ownership.md │ ├── jobs-to-be-done.md │ ├── mission-vision-values.md │ ├── operating-culture.md │ ├── origin-facts-and-firsts.md │ ├── payments/ │ ├── purchase-request-crosslist.md │ ├── returns.md │ ├── security.md │ ├── store-expansion-history.md │ └── target-audience.md └── proc/ ├── carts/ ├── catalog/ ├── employees/ ├── locations/ ├── payment-ledger/ └── return-workflows/

[2026-05-30T09:26:52.363Z] ❯ tree -L 4 /docs

docs/ ├── attachments.md ├── availability-checks.md ├── brand-identity.md ├── catalogue-lookup.md ├── checkout.md ├── company-history.md ├── discounts.md ├── dispatch.md ├── employees.md ├── founders-and-ownership.md ├── jobs-to-be-done.md ├── mission-vision-values.md ├── operating-culture.md ├── origin-facts-and-firsts.md ├── payments/ │ └── 3ds.md ├── purchase-request-crosslist.md ├── returns.md ├── security.md ├── store-expansion-history.md └── target-audience.md

[2026-05-30T09:26:52.644Z] ❯ cat /AGENTS.MD

[2026-05-30T09:26:52.921Z] ❯ /bin/date

[2026-05-30T09:26:53.191Z] ❯ /bin/id

[2026-05-30T09:27:04.44Z] ❯ cat /archive/payment_batch_export_6cYtRNcEtj.tsv

[2026-05-30T09:32:16.329Z] ❯ /bin/python3 <<'EOF' import sys data = """AR-7ihEY7 ap_Uakz5pikwA 2024-03-29T08:27:36Z arch_cust-0071 arch_store-vie-donaustadt Vienna 4990 EUR pm_arch_GK3ukKqwSigP dev_arch_4C6Vdg79PqG4 48.23977 16.45102 PT-BIT-ALP-HSS-COBALT mobile_app AR-hFRUSV ap_VxLybXnh3E 2024-03-29T08:27:48Z arch_cust-0071 arch_store-salzburg-nord Salzburg 1790 EUR pm_arch_GBqAptc8eUnk dev_arch_6E8MW3qLJatj 47.83209 13.04807 PT-DIG-GUIDE-ANCHORS mobile_app AR-ch28W7 ap_V2f1s9smVU 2024-03-29T08:28:14Z arch_cust-0071 arch_store-graz-center Graz 5990 EUR pm_arch_GK3ukKqwSigP dev_arch_4C6Vdg79PqG4 47.07082 15.43940 PT-SND-EIN-TERS18-BODY mobile_app AR-KGvnsk ap_D1Zr5qvFY3 2024-03-29T08:28:51Z arch_cust-0071 arch_store-vie-donaustadt Vienna 4990 EUR pm_arch_GBqAptc8eUnk dev_arch_6E8MW3qLJatj 48.24030 16.45132 PT-DIG-VIDEO-OUTDOOR-SHED mobile_app AR-dtroC9 ap_7zATv4D3Fw 2024-03-29T08:28:51Z arch_cust-0071 arch_store-vie-hietzing Vienna 1090 EUR pm_arch_GBqAptc8eUnk dev_arch_6E8MW3qLJatj 48.18649 16.28348 PT-DIG-TPL-SEALANT-COVERAGE mobile_app AR-HNKee9 ap_SgRaY66gLT 2024-03-29T08:29:00Z arch_cust-0071 arch_store-salzburg-maxglan Salzburg 890 EUR pm_arch_GBqAptc8eUnk dev_arch_6E8MW3qLJatj 47.79883 13.00164 PT-SAFE-UVEX-PHEOS-CLEAR mobile_app AR-9UBuif ap_Xdgeq3aA1r 2024-03-29T08:29:08Z arch_cust-0071 arch_store-graz-center Graz 5990 EUR pm_arch_GK3ukKqwSigP dev_arch_4C6Vdg79PqG4 47.07078 15.43951 PT-DIG-COURSE-GRINDER-SAFETY mobile_app AR-Kvx1Hz ap_FoT2eMCcZk 2024-03-29T08:29:42Z arch_cust-0071 arch_store-vie-meidling Vienna 3990 EUR pm_arch_GBqAptc8eUnk dev_arch_6E8MW3qLJatj 48.17590 16.33503 PT-DIG-VIDEO-GARAGE-STORAGE mobile_app AR-E4dPu3 ap_EtDnZRjXz5 2024-03-29T08:30:00Z arch_cust-0071 arch_store-innsbruck-mitte Innsbruck 1190 EUR pm_arch_GK3ukKqwSigP dev_arch_4C6Vdg79PqG4 47.26931 11.40420 PT-SAFE-3M-SF400-AMBER mobile_app AR-d2rJSi ap_YPGG8BbFtz 2024-03-29T08:30:46Z arch_cust-0071 arch_store-salzburg-nord Salzburg 1090 EUR pm_arch_GK3ukKqwSigP dev_arch_4C6Vdg79PqG4 47.83167 13.04866 PT-SAFE-3M-SF400-SMOKE mobile_app AR-SNCxWB ap_VjyFfWs6pq 2024-03-29T08:31:04Z arch_cust-0071 arch_store-vie-meidling Vienna 2990 EUR pm_arch_GK3ukKqwSigP dev_arch_4C6Vdg79PqG4 48.17593 16.33517 PT-DIG-PLAN-GARDEN-SHED mobile_app AR-Wp5Nyo ap_Bvqr9GjL4F 2024-03-30T08:27:36Z arch_cust-0065 arch_store-vie-donaustadt Vienna 4290 EUR pm_arch_5mSAEpUNqwSi dev_arch_U2DrA586QvPh 48.24002 16.45113 PT-BLA-MAK-SPEC-190 service_desk AR-ZPmmAc ap_YKE7Bz97bN 2024-03-30T08:27:50Z arch_cust-0065 arch_store-salzburg-maxglan Salzburg 1190 EUR pm_arch_4RMg35aTj9md dev_arch_U2DrA586QvPh 47.79899 13.00195 PT-SAFE-3M-SF400-AMBER service_desk AR-BT42m7 ap_882bseXnTv 2024-03-30T08:28:24Z arch_cust-0065 arch_store-innsbruck-west Innsbruck 4990 EUR pm_arch_LUk3LoW5gWEk dev_arch_U2DrA586QvPh 47.26348 11.37227 PT-DIG-VIDEO-OUTDOOR-SHED service_desk AR-AkemP3 ap_DVJ9eB8UpL 2024-03-30T08:28:36Z arch_cust-0065 arch_store-salzburg-alpenstrasse Salzburg 3490 EUR pm_arch_Cz8ZZEZy4aAG dev_arch_U2DrA586QvPh 47.77576 13.06385 PT-DIG-PLAN-DECK-REPAIR service_desk AR-N2bSSS ap_C6DUrkEsSV 2024-03-30T08:28:48Z arch_cust-0065 arch_store-innsbruck-west Innsbruck 1090 EUR pm_arch_Geh7tXiEK3RR dev_arch_U2DrA586QvPh 47.26340 11.37270 PT-DIG-TPL-SEALANT-COVERAGE service_desk AR-bBmZq5 ap_EYRjwWzZc5 2024-03-30T08:29:08Z arch_cust-0065 arch_store-salzburg-nord Salzburg 1090 EUR pm_arch_B9HfEKfrZiwo dev_arch_U2DrA586QvPh 47.83217 13.04849 PT-SAFE-3M-SF400-SMOKE service_desk AR-AsNPbx ap_4NNT8Pdncj 2024-03-30T08:29:36Z arch_cust-0065 arch_store-graz-eggenberg Graz 4490 EUR pm_arch_5yrbDcpev7Z9 dev_arch_U2DrA586QvPh 47.07408 15.39909 PT-DIG-VIDEO-SMALL-WORKSHOP service_desk AR-XNM2od ap_WXEgmD7Lx5 2024-03-30T08:29:42Z arch_cust-0065 arch_store-salzburg-alpenstrasse Salzburg 3490 EUR pm_arch_8QEUL1fFUKKv dev_arch_U2DrA586QvPh 47.77583 13.06408 PT-BIT-ALP-HSS-25 service_desk AR-D3kFYi ap_LF134bAsKa 2024-03-30T08:30:16Z arch_cust-0065 arch_store-salzburg-alpenstrasse Salzburg 1990 EUR pm_arch_5dXhFVQDT96o dev_arch_U2DrA586QvPh 47.77616 13.06430 PT-BIT-ALP-HSS-13 service_desk AR-hmFoWF ap_57Bn1BaDtu 2024-03-30T08:30:48Z arch_cust-0065 arch_store-vie-favoriten Vienna 2990 EUR pm_arch_AZgxmcpGvh7C dev_arch_U2DrA586QvPh 48.15263 16.38249 PT-DIG-PLAN-GARDEN-SHED service_desk AR-Qx3Rcu ap_3UJvMhoLRi 2024-03-30T08:31:12Z arch_cust-0065 arch_store-vie-donaustadt Vienna 1190 EUR pm_arch_U2iDttTSX15N dev_arch_U2DrA586QvPh 48.23977 16.45108 PT-SAFE-3M-SF400-AMBER service_desk AR-KibWa1 ap_UYDKndfQfr 2024-04-29T23:21:36Z arch_cust-0041 arch_store-vie-hietzing Vienna 38990 EUR pm_arch_4TPnVGSfX261 dev_arch_8q3nuUQ6EL31 48.18669 16.28331 PT-MOW-STI-RMA235-AK30 web AR-4XS4x9 ap_Ez24HjomWk 2024-04-29T23:27:12Z arch_cust-0048 arch_store-salzburg-alpenstrasse Salzburg 23990 EUR pm_arch_Q168J5AZuaai dev_arch_8q3nuUQ6EL31 47.77636 13.06370 PT-WASH-BOS-UA135-CAR web AR-6naFdD ap_FNZagSfD3M 2024-04-29T23:32:48Z arch_cust-0055 arch_store-salzburg-maxglan Salzburg 36990 EUR pm_arch_QSgxy2q1VEXD dev_arch_8q3nuUQ6EL31 47.79914 13.00205 PT-IMP-MIL-M18FID3-5AH web AR-fRiQyG ap_8vh52Lr44n 2024-04-29T23:38:24Z arch_cust-0062 arch_store-vie-donaustadt Vienna 27990 EUR pm_arch_5at6hxXP74oi dev_arch_8q3nuUQ6EL31 48.23973 16.45117 PT-IMP-MIL-M18FID3-2AH web AR-B6V1jF ap_9vBL9mGJ79 2024-04-29T23:44:00Z arch_cust-0069 arch_store-graz-center Graz 36990 EUR pm_arch_H1RzcUeDueLz dev_arch_8q3nuUQ6EL31 47.07047 15.43964 PT-IMP-MIL-M18FID3-5AH web AR-ENoLjs ap_KhiJFwQRYF 2024-04-29T23:49:36Z arch_cust-0076 arch_store-linz-urfahr Linz 36990 EUR pm_arch_6XKZ7sojNU5S dev_arch_8q3nuUQ6EL31 48.32401 14.28496 PT-IMP-MIL-M18FID3-5AH web AR-5mQWaS ap_4xQ6X9euAh 2024-04-30T23:21:36Z arch_cust-0044 arch_store-graz-eggenberg Graz 37990 EUR pm_arch_4THrQeyTcqCB dev_arch_MYH4tY46M5G4 47.07359 15.39867 PT-WASH-KAR-K4-PIPE store_kiosk AR-Ts3Wpi ap_95d2hoJDKL 2024-04-30T23:27:12Z arch_cust-0055 arch_store-salzburg-alpenstrasse Salzburg 34990 EUR pm_arch_Tf7ATr9CMaMk dev_arch_MYH4tY46M5G4 47.77638 13.06366 PT-WASH-KAR-K4-CAR store_kiosk AR-2SHZuB ap_6kTTjoMcDk 2024-04-30T23:32:48Z arch_cust-0066 arch_store-vie-favoriten Vienna 29990 EUR pm_arch_L9e24THEUsQB dev_arch_MYH4tY46M5G4 48.15249 16.38276 PT-MOW-EIN-GECM36-2X4 store_kiosk AR-f5oSAd ap_FPuKsKCZbF 2024-04-30T23:38:24Z arch_cust-0077 arch_store-graz-eggenberg Graz 23990 EUR pm_arch_PsKQKuH8EDXf dev_arch_MYH4tY46M5G4 47.07393 15.39853 PT-WASH-BOS-UA135-CAR store_kiosk AR-UsQRZq ap_PrpzkDLR1E 2024-04-30T23:44:00Z arch_cust-0088 arch_store-linz-kleinmuenchen Linz 32990 EUR pm_arch_JQN4hkwwnyFC dev_arch_MYH4tY46M5G4 48.25837 14.30695 PT-WASH-KAR-K4-PREMIUM store_kiosk AR-asUWeL ap_WLbdA6nPMy 2024-04-30T23:49:36Z arch_cust-0099 arch_store-salzburg-alpenstrasse Salzburg 22990 EUR pm_arch_MS2p1jydriDM dev_arch_MYH4tY46M5G4 47.77644 13.06372 PT-HDG-BOS-UHC18-50-40 store_kiosk AR-Ksof4p ap_3DyeqSHT3m 2024-05-20T02:55:47Z arch_cust-0143 arch_store-linz-kleinmuenchen Linz 27990 EUR pm_arch_HKq3nkXvfUvM dev_arch_B871ncK9T6Kv 48.25844 14.30677 PT-WASH-BOS-UA135-FOAM web AR-FoxUPK ap_BEqfQ99vHm 2024-05-20T03:04:56Z arch_cust-0143 arch_store-linz-kleinmuenchen Linz 27990 EUR pm_arch_DeeEW3frn7MK dev_arch_B871ncK9T6Kv 48.25853 14.30679 PT-WASH-BOS-UA135-FOAM web AR-dEC7mn ap_RB7d1LHDLN 2024-05-20T03:19:38Z arch_cust-0143 arch_store-innsbruck-mitte Innsbruck 27990 EUR pm_arch_DeeEW3frn7MK dev_arch_6ZsBm2JxPzNC 47.26885 11.40436 PT-WASH-BOS-UA135-FOAM web AR-S7U1GL ap_LNGazF8uZG 2024-05-20T03:26:09Z arch_cust-0143 arch_store-graz-center Graz 27990 EUR pm_arch_HKq3nkXvfUvM dev_arch_6ZsBm2JxPzNC 47.07040 15.43943 PT-WASH-BOS-UA135-FOAM web AR-iwkcug ap_13a3NexhTh 2024-05-20T03:35:43Z arch_cust-0143 arch_store-graz-eggenberg Graz 27990 EUR pm_arch_HKq3nkXvfUvM dev_arch_B871ncK9T6Kv 47.07367 15.39914 PT-WASH-BOS-UA135-FOAM web""" from datetime import datetime from collections import defaultdict rows = [] for line in data.strip().split('\n'): parts = line.split('\t') row = { 'row_id': parts[0], 'archive_payment_id': parts[1], 'created_at': parts[2], 'customer_ref': parts[3], 'store_ref': parts[4], 'store_city': parts[5], 'amount_cents': int(parts[6]), 'currency': parts[7], 'pm': parts[8], 'dev': parts[9], 'lat': float(parts[10]), 'lon': float(parts[11]), 'sku': parts[12], 'channel': parts[13], } rows.append(row) print(f"Total rows: {len(rows)}") # Parse timestamps for r in rows: r['dt'] = datetime.fromisoformat(r['created_at'].replace('Z', '+00:00')) # --- PATTERN 1: Impossible-travel velocity burst (city-based, day-bucketed) --- from datetime import timedelta # Group by (customer_ref, date) p1_groups = defaultdict(list) for r in rows: day = r['dt'].strftime('%Y-%m-%d') key = (r['customer_ref'], day) p1_groups[key].append(r) p1_fraud_ids = set() print("\n=== PATTERN 1 ===") for (cust, day), group in sorted(p1_groups.items()): cities = set(r['store_city'] for r in group) tmin = min(r['dt'] for r in group) tmax = max(r['dt'] for r in group) span = (tmax - tmin).total_seconds() / 60.0 n = len(group) ncities = len(cities) if (ncities >= 3 and span <= 120) or (ncities >= 2 and span <= 30): print(f"FRAUD P1: {cust} on {day}: {n} payments, {ncities} cities ({cities}), span={span:.1f} min") for r in group: p1_fraud_ids.add(r['row_id']) print(f" {r['row_id']} {r['store_city']} {r['amount_cents']}") print(f"P1 fraud row_ids: {len(p1_fraud_ids)}") # --- PATTERN 2: Rapid-fire single-device burst (N>=5, span<=5 min) --- p2_groups = defaultdict(list) for r in rows: p2_groups[r['dev']].append(r) p2_fraud_ids = set() print("\n=== PATTERN 2 ===") for dev, group in p2_groups.items(): tmin = min(r['dt'] for r in group) tmax = max(r['dt'] for r in group) span = (tmax - tmin).total_seconds() / 60.0 n = len(group) pm_count = len(set(r['pm'] for r in group)) cust_count = len(set(r['customer_ref'] for r in group)) if n >= 5 and span <= 5: print(f"FRAUD P2: dev={dev}: {n} payments, span={span:.1f} min, {pm_count} pms, {cust_count} custs") for r in group: p2_fraud_ids.add(r['row_id']) print(f" {r['row_id']}") print(f"P2 fraud row_ids: {len(p2_fraud_ids)}") # --- PATTERN 3: Cross-customer device sharing (>=4 customers on one device) --- p3_dev_custs = defaultdict(set) for r in rows: p3_dev_custs[r['dev']].add(r['customer_ref']) p3_fraud_ids = set() print("\n=== PATTERN 3 ===") for dev, custs in sorted(p3_dev_custs.items()): if len(custs) >= 4: print(f"FRAUD P3: dev={dev}: {len(custs)} customers: {sorted(custs)}") for r in rows: if r['dev'] == dev: p3_fraud_ids.add(r['row_id']) print(f" {r['row_id']} {r['customer_ref']} {r['amount_cents']}") print(f"P3 fraud row_ids: {len(p3_fraud_ids)}") # --- PATTERN 4: Cross-customer payment-method sharing (>=4 customers on one pm) --- p4_pm_custs = defaultdict(set) for r in rows: p4_pm_custs[r['pm']].add(r['customer_ref']) p4_fraud_ids = set() print("\n=== PATTERN 4 ===") for pm, custs in sorted(p4_pm_custs.items()): if len(custs) >= 4: print(f"FRAUD P4: pm={pm}: {len(custs)} customers: {sorted(custs)}") for r in rows: if r['pm'] == pm: p4_fraud_ids.add(r['row_id']) print(f"P4 fraud row_ids: {len(p4_fraud_ids)}") # --- PATTERN 5: Identical fingerprint-pair across customers --- p5_pairs = defaultdict(set) for r in rows: pair = (r['pm'], r['dev']) p5_pairs[pair].add(r['customer_ref']) p5_fraud_ids = set() print("\n=== PATTERN 5 ===") for (pm, dev), custs in sorted(p5_pairs.items()): if len(custs) >= 2: print(f"FRAUD P5: ({pm}, {dev}): {len(custs)} customers: {sorted(custs)}") for r in rows: if r['pm'] == pm and r['dev'] == dev: p5_fraud_ids.add(r['row_id']) print(f"P5 fraud row_ids: {len(p5_fraud_ids)}") # --- UNION --- all_fraud = p1_fraud_ids | p2_fraud_ids | p3_fraud_ids | p4_fraud_ids | p5_fraud_ids total_cents = sum(r['amount_cents'] for r in rows if r['row_id'] in all_fraud) print(f"\n=== UNION ===") print(f"Total fraud rows: {len(all_fraud)}") print(f"Total amount_cents: {total_cents}") print(f"EUR: {total_cents // 100}.{total_cents % 100:02d}") # Sort fraud rows for consistent output fraud_rows = sorted([r for r in rows if r['row_id'] in all_fraud], key=lambda r: r['row_id']) print("\nFraud row refs:") for r in fraud_rows: print(f"/archive/payment_batch_export_6cYtRNcEtj.tsv#row={r['row_id']}") EOF

[ ERR ] [not_found]: not_found: runtime tool not found: not found

[2026-05-30T09:32:43.97Z] ❯ cat /docs/security.md

[2026-05-30T09:33:32.131Z] ❯ answer --outcome ok --ref /archive/payment_batch_export_6cYtRNcEtj.tsv --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-2SHZuB --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-4XS4x9 --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-5mQWaS --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-6naFdD --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-7ihEY7 --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-9UBuif --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-AkemP3 --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-AsNPbx --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-B6V1jF --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-BT42m7 --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-D3kFYi --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-E4dPu3 --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-ENoLjs --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-FoxUPK --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-HNKee9 --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-KGvnsk --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-KibWa1 --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-Ksof4p --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-Kvx1Hz --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-N2bSSS --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-Qx3Rcu --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-S7U1GL --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-SNCxWB --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-Ts3Wpi --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-UsQRZq --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-Wp5Nyo --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-XNM2od --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-ZPmmAc --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-asUWeL --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-bBmZq5 --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-ch28W7 --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-d2rJSi --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-dEC7mn --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-dtroC9 --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-f5oSAd --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-fRiQyG --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-hFRUSV --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-hmFoWF --ref /archive/payment_batch_export_6cYtRNcEtj.tsv#row=AR-iwkcug --ref /docs/security.md <<'EOF' EUR 5901.10 EOF

[ OK ] AnswerProvided

[ ERR ] AI agent score 0.62 answer amount mismatch archive fraud refs recovered ~100% EUR from fraud amount, and also marked more than ten payments as false positives.

[ OK ] Runtime event stream completed

[ OK ] BitGN trial closed at 2026-05-30T09:33:32.404Z

[ OK ] Polling stopped