event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8 values | source stringclasses 20 values | severity stringclasses 6 values | raw_log stringlengths 91 282 | advanced_metadata dict | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
db4a8903-1d10-432c-99f3-23e6fc623fa0 | 2025-02-21T05:45:21 | ai | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by kevinsloan No additional info | {
"geo_location": "Mongolia",
"device_hash": "0706cae4681fc3581f17a88b19dfd5bb3816bc46",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_5; rv:1.9.5.20) Gecko/4745-06-22 15:01:10 Firefox/15.0",
"session_id": "f1c8b709-8ba9-413d-9a4a-1af90468e881",
"risk_score": 72,
"confidence": 0.28
} | null | null | null | null | null | No additional info | AI system fine_tuning by kevinsloan No additional info | fine_tuning | null | null | kevinsloan | null | null | null | null | null | null | null | null | null | null | null | null | model-d6de5165 | 240efcd72cdcfd2fc3ac0dfc5b0b6df33692ff6c | 9610bf77eddb88a09df7ef1b7d9b7c5c | null | null |
904d193e-2fcd-4c80-ad68-8c0645fba1d1 | 2025-04-30T20:42:19 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by warnerjennifer MITRE Technique: T1547.001 | {
"geo_location": "Palestinian Territory",
"device_hash": "d951767f9f0b1ca54084d2190fa763f5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/3.0)",
"session_id": "3eb93e59-1085-4750-9426-e1bb65756121",
"risk_score": 53.46,
"confidence": 0.32
} | null | null | null | null | null | MITRE Technique: T1547.001 | AI system api_abuse by warnerjennifer MITRE Technique: T1547.001 | api_abuse | null | null | warnerjennifer | null | null | null | null | null | null | null | null | null | null | null | null | model-761de772 | f65544ed87d936eee93b7c59769df402 | 75d6f85e9787a7855267affc383ec8ae68ac5f19 | null | null |
1d39a0a7-17a6-473d-a10c-5a3162c70817 | 2027-10-14T07:15:18 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop room by yrichards No additional info | {
"geo_location": "Germany",
"device_hash": "3e7b10cc9e36ed6102c3752668583a8ad90f8581",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_5) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/27.0.858.0 Safari/532.1",
"session_id": "d1d3c3cc-1dcf-4763-82f2-5fdd2d442269",
"risk_score": 33.44,
"confidence": 0.47
} | null | null | null | null | null | No additional info | Endpoint process_stop room by yrichards No additional info | process_stop | null | null | yrichards | room | 1,055 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
483d2a16-ba97-4e16-85d9-7ef3bae6a933 | 2025-05-03T09:10:46 | iot | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|info| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "04217e2848a818aa25032ad20a7a454d4d328914",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/534.38.6 (KHTML, like Gecko) Version/5.0.3 Safari/534.38.6",
"session_id": "6967eaab-4d90-42a7-9cff-d1ecde9a6b6c",
"risk_score": 65.4,
"confidence": 0.57
} | null | null | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | {
"baseline_deviation": 0.61,
"entropy": 2.84,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Camera | iot-4b3e7c38 | 1.8 | null | null | null | null | null | null | null | null | null | null |
9b7438e9-5735-4ebf-9499-b0be39de1e63 | 2025-06-15T00:20:41 | firewall | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect DNS traffic from 164.136.80.144:9365 to 132.20.34.102:712 No additional info | {
"geo_location": "Cape Verde",
"device_hash": "eb9035ca768bdff8c93a1b1c6791774704475ee2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.1)",
"session_id": "26352f90-bd5a-4899-b8cc-c0e3e44d532f",
"risk_score": 93.97,
"confidence": 0.41
} | 164.136.80.144 | 132.20.34.102 | null | null | null | No additional info | Firewall inspect DNS traffic from 164.136.80.144:9365 to 132.20.34.102:712 No additional info | inspect | 491,795 | DNS | null | null | null | null | null | null | null | null | 9,365 | 712 | 2,347 | null | null | null | null | null | null | null |
0f588e06-c57b-44b5-b9be-ae92a6f0db3f | 2025-06-03T01:06:13 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth challenge for brentmanning via OAuth from 62.10.157.127 Associated Threat Actor: Conti | {
"geo_location": "Western Sahara",
"device_hash": "e4416129f06dff3a823bdf2260af2c1e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; hi-IN) AppleWebKit/533.24.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6533.24.7",
"session_id": "0e49f65f-27ad-41d1-95e4-101976d5aeab",
"risk_score": 71.88,
"confidence": 0.42
} | 62.10.157.127 | null | null | null | null | Associated Threat Actor: Conti | Auth challenge for brentmanning via OAuth from 62.10.157.127 Associated Threat Actor: Conti | challenge | null | null | brentmanning | null | null | null | null | null | null | null | null | null | null | OAuth | f8:6e:b8:76:99:cd | null | null | null | null | null |
3d78dc69-39b9-4da0-8023-d6ec23e62abe | 2025-06-18T13:28:08 | endpoint | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec /animal/mention.xls by torresmegan MITRE Technique: T1486 | {
"geo_location": "Niue",
"device_hash": "192978b2e9482f8e6d89d94cbf6179a1",
"user_agent": "Opera/9.12.(Windows CE; ht-HT) Presto/2.9.178 Version/11.00",
"session_id": "ea0fd147-a864-459d-aaec-884f9f4663ce",
"risk_score": 26.77,
"confidence": 0.93
} | null | null | null | null | null | MITRE Technique: T1486 | Endpoint powershell_exec /animal/mention.xls by torresmegan MITRE Technique: T1486 | powershell_exec | null | null | torresmegan | /animal/mention.xls | 3,851 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7dfc95ae-a33e-4235-8382-c600d7c6fd4c | 2025-03-04T11:20:21 | cloud | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in Azure by lisa77 No additional info | {
"geo_location": "Rwanda",
"device_hash": "75836967d60637b53f0d435591059b9f24f15299",
"user_agent": "Opera/8.40.(X11; Linux i686; yo-NG) Presto/2.9.182 Version/12.00",
"session_id": "142a0780-8ba1-4631-9817-54b1f749eeef",
"risk_score": 48.29,
"confidence": 0.39
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Azure by lisa77 No additional info | crypto_mining | null | null | lisa77 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-a8b7a059 |
93df2bca-9f15-4959-af0a-0b8a47dc72ef | 2022-12-15T08:02:06 | cloud | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in OCI by carlysimmons No additional info | {
"geo_location": "China",
"device_hash": "ed5c38f76208d24dbaf59f5c08825851bf1195c9",
"user_agent": "Opera/8.18.(Windows NT 5.1; am-ET) Presto/2.9.167 Version/12.00",
"session_id": "5a393548-8804-4536-a8e3-fa46aa381e66",
"risk_score": 38.09,
"confidence": 0.35
} | null | null | null | null | null | No additional info | Cloud instance_creation in OCI by carlysimmons No additional info | instance_creation | null | null | carlysimmons | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-7a807262 |
ae2d492c-0f13-4bb5-9418-b3bdac04fa6e | 2025-02-14T15:57:16 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: ICS Attack detected from 179.190.216.39 targeting 189.205.95.69 No additional info | {
"geo_location": "Germany",
"device_hash": "56f388bdb4927901e6ec164d23997af5",
"user_agent": "Opera/8.91.(X11; Linux x86_64; kl-GL) Presto/2.9.189 Version/12.00",
"session_id": "a29d8f33-aaa4-4ada-8395-28cbff23f78b",
"risk_score": 55.56,
"confidence": 0.54
} | 179.190.216.39 | 189.205.95.69 | ICS Attack | SIG-1856 | Malware | No additional info | LogRhythm Alert: ICS Attack detected from 179.190.216.39 targeting 189.205.95.69 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3fed0a62-5118-41fc-8dfb-098c63cd4558 | 2024-03-22T00:44:21 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in OCI by bryan06 MITRE Technique: T1204.002 | {
"geo_location": "Korea",
"device_hash": "17e4e7925ae449ee5c86beccd4029100e6d8f45d5553c3b89f720d62e99baae7",
"user_agent": "Mozilla/5.0 (Android 4.1.2; Mobile; rv:28.0) Gecko/28.0 Firefox/28.0",
"session_id": "19afe0bf-6f1d-47b2-a3f9-993dbd5b84ca",
"risk_score": 48.67,
"confidence": 0.38
} | null | null | null | null | null | MITRE Technique: T1204.002 | Cloud crypto_mining in OCI by bryan06 MITRE Technique: T1204.002 | crypto_mining | null | null | bryan06 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-61723e15 |
7ec56633-7bb5-45e8-91ce-1a041243253a | 2025-07-01T07:26:49 | iot | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC protocol_violation MITRE Technique: T1053.005 | Associated Threat Actor: FIN7 | {
"geo_location": "Maldives",
"device_hash": "609e533a4952549320045783516c837081f0fba3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/4.0)",
"session_id": "b5a71dcd-170f-4c60-b75d-9dc90b50859e",
"risk_score": 21.08,
"confidence": 0.41
} | null | null | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: FIN7 | IoT device HVAC protocol_violation MITRE Technique: T1053.005 | Associated Threat Actor: FIN7 | protocol_violation | null | null | null | null | null | null | null | HVAC | iot-5dc58bc8 | 9.9 | null | null | null | null | null | null | null | null | null | null |
034ea370-dbbd-4e27-b379-cd73eaad1ad0 | 2025-06-30T02:30:42 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: ICS Attack detected from 184.189.138.22 targeting 195.9.249.141 MITRE Technique: T1204.002 | {
"geo_location": "Lesotho",
"device_hash": "971a20e5e909b4e4bf3e13ab3f1dcc93",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/4.1)",
"session_id": "6c9a127f-380d-46a7-b6bd-83e24b947a8f",
"risk_score": 65.64,
"confidence": 0.22
} | 184.189.138.22 | 195.9.249.141 | ICS Attack | SIG-3652 | Policy | MITRE Technique: T1204.002 | QRadar Alert: ICS Attack detected from 184.189.138.22 targeting 195.9.249.141 MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
012d89ca-c9d6-459b-8980-a2cdab694d49 | 2025-05-22T23:42:13 | firewall | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|critical| desc=Firewall drop DNS traffic from 174.146.228.17:991 to 148.238.5.64:983 MITRE Technique: T1134.001 | {
"geo_location": "Vanuatu",
"device_hash": "c23e445008290c2f76550b435a72e4be",
"user_agent": "Opera/8.53.(X11; Linux x86_64; ko-KR) Presto/2.9.190 Version/12.00",
"session_id": "298a88f9-140c-4e14-9d75-190ddc5298dc",
"risk_score": 62.95,
"confidence": 0.99
} | 174.146.228.17 | 148.238.5.64 | null | null | null | MITRE Technique: T1134.001 | Firewall drop DNS traffic from 174.146.228.17:991 to 148.238.5.64:983 MITRE Technique: T1134.001 | drop | 929,714 | DNS | null | null | null | null | null | null | null | null | 991 | 983 | 2,285 | null | null | null | null | null | null | null |
e361634e-3202-4a01-bfac-f1b4ff297be8 | 2025-03-22T22:01:39 | ids_alert | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|high| desc=Tanium Alert: AI Model Poisoning detected from 94.177.205.8 targeting N/A No additional info | {
"geo_location": "Egypt",
"device_hash": "68bc65882ae8d85c6d01b89cc0baa9b2217c38c6",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/38.0.843.0 Safari/534.2",
"session_id": "ba8d4b44-55bf-4aca-9046-25ee859fba4b",
"risk_score": 46.51,
"confidence": 0.65
} | 94.177.205.8 | N/A | AI Model Poisoning | SIG-7090 | Exploit | No additional info | Tanium Alert: AI Model Poisoning detected from 94.177.205.8 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bed5c584-97f6-4ffa-8998-8176de699f93 | 2025-05-03T21:22:19 | iot | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Malaysia",
"device_hash": "6feecc9bc866034ced7cdecbfdccd1e769f6b52d62b967ebb056026483eb76db",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_8_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/17.0.845.0 Mobile/34Y605 Safari/531.2",
"session_id": "b05ef6f4-eece-4ecb-aae4-e36d240012b3",
"risk_score": 44.17,
"confidence": 0.83
} | null | null | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Thermostat | iot-4441df70 | 5.2 | null | null | null | null | null | null | null | null | null | null |
229deaad-a422-4c63-917b-6249cbdc64ae | 2025-06-09T16:07:46 | ids_alert | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=FireEye HX Alert: ICS Attack detected from 10.149.72.112 targeting N/A MITRE Technique: T1059.005 | {
"geo_location": "Gabon",
"device_hash": "74ba01280d4f37e604c1e6b6e3c6d097",
"user_agent": "Opera/9.71.(Windows NT 5.2; mni-IN) Presto/2.9.161 Version/10.00",
"session_id": "a2e4da4c-493a-4973-8eec-5e0cd6cd15c5",
"risk_score": 29.27,
"confidence": 0.81
} | 10.149.72.112 | N/A | ICS Attack | SIG-1850 | Malware | MITRE Technique: T1059.005 | FireEye HX Alert: ICS Attack detected from 10.149.72.112 targeting N/A MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0311c69c-082f-449e-806a-1e7df61594da | 2025-04-21T15:47:33 | network | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|high| desc=Network disconnection from 168.246.24.68 to 10.82.103.52 No additional info | {
"geo_location": "New Caledonia",
"device_hash": "0be57e61cf9a299c0fc71efec80b9b48",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_2 rv:3.0; brx-IN) AppleWebKit/535.14.5 (KHTML, like Gecko) Version/5.0.1 Safari/535.14.5",
"session_id": "667b43e2-a31a-4454-9e3b-f277533825c3",
"risk_score": 48.23,
"confidence": 0.76
} | 168.246.24.68 | 10.82.103.52 | null | null | null | No additional info | Network disconnection from 168.246.24.68 to 10.82.103.52 No additional info | disconnection | 974,257 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
613c9cbd-6197-4eb6-a4ed-668b52057b89 | 2025-03-25T04:12:21 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 74.20.128.132 to 68.156.63.4 No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "e9173fb0cef9af288fc2716aefd4af95",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; fr-CH) AppleWebKit/533.27.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6533.27.2",
"session_id": "091491c4-9803-429d-90c5-5e35f95e9c79",
"risk_score": 43.84,
"confidence": 0.44
} | 74.20.128.132 | 68.156.63.4 | null | null | null | No additional info | Network data_exfiltration from 74.20.128.132 to 68.156.63.4 No additional info | data_exfiltration | 202,968 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1cfec682-54e5-4480-b9ca-d37b13d45d98 | 2025-06-19T11:59:50 | network | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 35.61.137.230 to 6.138.28.219 MITRE Technique: T1547.001 noise=trip|mean|tonight | {
"geo_location": "Bahrain",
"device_hash": "b460a9d97bdb1a8af3cfab904a2ff189a231c34e38e05e5bf0090f8773689f28",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.1)",
"session_id": "35ec21db-26db-4cd7-b65b-a841d64989b9",
"risk_score": 69.12,
"confidence": 0.38
} | 35.61.137.230 | 6.138.28.219 | null | null | null | MITRE Technique: T1547.001 | Network protocol_anomaly from 35.61.137.230 to 6.138.28.219 MITRE Technique: T1547.001 | protocol_anomaly | 851,053 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a9f8d704-0f80-4f8f-8b50-c453939d0ab4 | 2025-03-28T09:00:56 | firewall | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|info| desc=Firewall deny SSH traffic from 156.22.245.23:494 to 39.16.44.12:28226 MITRE Technique: T1547.001 | {
"geo_location": "Jamaica",
"device_hash": "72887c1043b9bed0cb4252db3ac1fb3a",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; or-IN; rv:1.9.2.20) Gecko/8559-11-04 14:47:02 Firefox/6.0",
"session_id": "3ac3c3f4-6a9d-4a82-ad2a-197b56ae59ae",
"risk_score": 11.9,
"confidence": 0
} | 156.22.245.23 | 39.16.44.12 | null | null | null | MITRE Technique: T1547.001 | Firewall deny SSH traffic from 156.22.245.23:494 to 39.16.44.12:28226 MITRE Technique: T1547.001 | deny | 113,997 | SSH | null | null | null | null | null | null | null | null | 494 | 28,226 | 697 | null | null | null | null | null | null | null |
49651903-4ef7-4571-8f2d-044a551ff451 | 2025-02-03T11:09:29 | ai | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by terryhayes MITRE Technique: T1110.003 | {
"geo_location": "Russia",
"device_hash": "017c2fca5be714c81d7e7f9ca24e2bd4dc484093",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/3.0)",
"session_id": "94545a73-06c5-42c5-ad3d-dab435e2d4b2",
"risk_score": 62.83,
"confidence": 0.95
} | null | null | null | null | null | MITRE Technique: T1110.003 | AI system model_access by terryhayes MITRE Technique: T1110.003 | model_access | null | null | terryhayes | null | null | null | null | null | null | null | null | null | null | null | null | model-7db5a0d1 | fd0cd7fd742fa66fba6c8cdd0412acf4 | 1cb3ea00d083c2d0a97afd678af906ca4499d57c | null | null |
0ed45277-d789-4468-b8d0-e135c790fb34 | 2025-07-10T03:50:37 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth locked for browndavid via biometric from 48.147.140.176 No additional info | {
"geo_location": "Belarus",
"device_hash": "68dc65ad4a78d242e29fe24d9791e727",
"user_agent": "Opera/9.28.(X11; Linux i686; shs-CA) Presto/2.9.178 Version/11.00",
"session_id": "0bae291e-076a-4dc5-af28-0465e2e9dcf3",
"risk_score": 80.49,
"confidence": 0.26
} | 48.147.140.176 | null | null | null | null | No additional info | Auth locked for browndavid via biometric from 48.147.140.176 No additional info | locked | null | null | browndavid | null | null | null | null | null | null | null | null | null | null | biometric | 25:d6:6f:97:a5:1a | null | null | null | null | null |
9f334422-e24b-4736-bf90-178880a2c148 | 2027-08-29T20:33:03 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth timeout for valencialisa via biometric from 10.157.217.254 No additional info | {
"geo_location": "Egypt",
"device_hash": "4351c5e3d5dc79540bf34fdb913f0372e697c171",
"user_agent": "Opera/9.77.(X11; Linux i686; mt-MT) Presto/2.9.179 Version/10.00",
"session_id": "5e565d82-a544-4899-950b-a62afb66ee2f",
"risk_score": 31.56,
"confidence": 0.85
} | 10.157.217.254 | null | null | null | null | No additional info | Auth timeout for valencialisa via biometric from 10.157.217.254 No additional info | timeout | null | null | valencialisa | null | null | null | null | null | null | null | null | null | null | biometric | a8:e8:38:50:bf:2c | null | null | null | null | null |
3ede8ae6-ddab-48a7-8fb4-9bb7d5261476 | 2025-03-27T22:57:37 | iot | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical protocol_violation No additional info noise=UHJhY3RpY2Uu | {
"geo_location": "Azerbaijan",
"device_hash": "33839a3a0b55c7a750ff1e98ca13b73a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/4.0)",
"session_id": "5c9a4ae0-b357-430f-931d-e94ecaec5bde",
"risk_score": 47.82,
"confidence": 0.2
} | null | null | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Medical | iot-62cd5ecc | 3.6 | null | null | null | null | null | null | null | null | null | null |
45119d68-046b-4593-83b7-2d6f036f8710 | 2025-05-05T18:43:20 | endpoint | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start /man/little.mp3 by joshua51 No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "caab119919eadcfe908ad71ddf5d06f3c1666b2d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/531.39.1 (KHTML, like Gecko) Version/4.1 Safari/531.39.1",
"session_id": "7934c566-352d-4403-823f-f366698ce603",
"risk_score": 45.84,
"confidence": 0.35
} | null | null | null | null | null | No additional info | Endpoint process_start /man/little.mp3 by joshua51 No additional info | process_start | null | null | joshua51 | /man/little.mp3 | 7,850 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d64d1d57-9589-42ae-8a84-ee9c20f86ac6 | 2025-03-05T14:27:41 | ids_alert | ArcSight v7.4.0 | emergency | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=ArcSight Alert: ICS Attack detected from 52.169.253.49 targeting 10.54.72.50 Associated Threat Actor: Equation Group | {
"geo_location": "North Korea",
"device_hash": "8da6f154aec0b81c11e1a6c7de92348d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_4 rv:2.0; lij-IT) AppleWebKit/533.16.2 (KHTML, like Gecko) Version/5.0 Safari/533.16.2",
"session_id": "3741b1ed-b379-470c-b302-5f70e5f1cf83",
"risk_score": 58.83,
"confidence": 0.39
} | 52.169.253.49 | 10.54.72.50 | ICS Attack | SIG-3721 | Exploit | Associated Threat Actor: Equation Group | ArcSight Alert: ICS Attack detected from 52.169.253.49 targeting 10.54.72.50 Associated Threat Actor: Equation Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4d9c4b00-f4e9-4f80-803f-18778c6bf343 | 2025-04-10T13:46:22 | firewall | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|low| desc=Firewall drop SMB traffic from 102.3.13.160:621 to 62.43.252.222:377 MITRE Technique: T1486 | {
"geo_location": "China",
"device_hash": "6457828a38099cb423f2791178cfad5cb12c937f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/3.0)",
"session_id": "3ec589fa-3d3d-4232-8eb2-f940cd6a913a",
"risk_score": 60.08,
"confidence": 0.57
} | 102.3.13.160 | 62.43.252.222 | null | null | null | MITRE Technique: T1486 | Firewall drop SMB traffic from 102.3.13.160:621 to 62.43.252.222:377 MITRE Technique: T1486 | drop | 795,641 | SMB | null | null | null | null | null | null | null | null | 621 | 377 | 2,839 | null | null | null | null | null | null | null |
d9f604e1-3230-4526-93a6-cd365e36f1da | 2025-06-14T15:23:19 | firewall | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|info| desc=Firewall drop UDP traffic from 69.89.188.33:997 to 165.229.72.119:900 No additional info | {
"geo_location": "Christmas Island",
"device_hash": "146aa459db4ad830625738cc391e2e66",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ss-ZA) AppleWebKit/532.26.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6532.26.1",
"session_id": "b2072512-da8c-4a2c-a6e7-faef6992054b",
"risk_score": 54.72,
"confidence": 0.24
} | 69.89.188.33 | 165.229.72.119 | null | null | null | No additional info | Firewall drop UDP traffic from 69.89.188.33:997 to 165.229.72.119:900 No additional info | drop | 587,997 | UDP | null | null | null | null | null | null | null | null | 997 | 900 | 2,317 | null | null | null | null | null | null | null |
9ab23390-bb1e-40db-9e9e-b1546f8ade62 | 2025-02-17T09:14:30 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by dlivingston No additional info | {
"geo_location": "Israel",
"device_hash": "44def9b122b535081a0f2fb9f63bc5cd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/5.0)",
"session_id": "1cf7fa3d-cd73-4bbb-9fed-626aedeedbf9",
"risk_score": 43.42,
"confidence": 0.81
} | null | null | null | null | null | No additional info | AI system fine_tuning by dlivingston No additional info | fine_tuning | null | null | dlivingston | null | null | null | null | null | null | null | null | null | null | null | null | model-fd22eba0 | 3dfffd0ea9e346419a5043df369f7495 | 22d3cfefdc4811a8c89227e39f3855cf8efe87c7edec23d8f13f8f75379ccd7f | null | null |
082d21f3-2d6c-49af-b1df-f49dabbb4c81 | 2025-07-08T19:52:06 | ids_alert | Darktrace v6.0.0 | emergency | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Darktrace Alert: Supply Chain Compromise detected from 121.252.115.190 targeting 170.143.102.244 MITRE Technique: T1134.001 | {
"geo_location": "Guam",
"device_hash": "a524cc0b18925c93b685b70f295c807a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/13.6v0586.0 Mobile/92W744 Safari/536.0",
"session_id": "9c557d4e-f397-45d1-be29-d766ac755e6a",
"risk_score": 34.74,
"confidence": 0.05
} | 121.252.115.190 | 170.143.102.244 | Supply Chain Compromise | SIG-7905 | Exploit | MITRE Technique: T1134.001 | Darktrace Alert: Supply Chain Compromise detected from 121.252.115.190 targeting 170.143.102.244 MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3eb72dda-9f1b-4b56-90c2-2f05d03c37e2 | 2025-04-02T07:30:34 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth success for kdonaldson via OAuth from 165.10.65.102 MITRE Technique: T1190 | {
"geo_location": "El Salvador",
"device_hash": "aa6faea638ef74ca9b945b9e1faa22f6",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/16.0.863.0 Safari/534.2",
"session_id": "faf2e1bb-8ed2-4e71-8c74-7b8eda3a929b",
"risk_score": 6.73,
"confidence": 0.34
} | 165.10.65.102 | null | null | null | null | MITRE Technique: T1190 | Auth success for kdonaldson via OAuth from 165.10.65.102 MITRE Technique: T1190 | success | null | null | kdonaldson | null | null | null | null | null | null | null | null | null | null | OAuth | de:23:a8:6d:fb:62 | null | null | null | null | null |
4cdd9d1d-d671-499f-990c-2802a26180f7 | 2025-05-03T02:18:16 | endpoint | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load /one/remember.mov by beth00 No additional info noise=UnVsZS4= | {
"geo_location": "Trinidad and Tobago",
"device_hash": "c28e6840f8b371aec8ed772680a69e88",
"user_agent": "Opera/9.51.(X11; Linux x86_64; ur-PK) Presto/2.9.178 Version/11.00",
"session_id": "ca018a5d-934d-424b-831f-28477a46868e",
"risk_score": 31.55,
"confidence": 0.02
} | null | null | null | null | null | No additional info | Endpoint driver_load /one/remember.mov by beth00 No additional info | driver_load | null | null | beth00 | /one/remember.mov | 1,733 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a1969723-d4fd-45fd-9b54-cd07824ccaf0 | 2025-05-25T10:14:05 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 10.211.123.226 to 194.86.244.240 Unconventional IOC: UEFI variable tampering | {
"geo_location": "Sudan",
"device_hash": "841202eba33dccfaf7dbc02991e434209cd37312fc7e77b500d72b3688cff2d7",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/16.9x9771.0 Mobile/09D742 Safari/533.1",
"session_id": "b6eb4636-cbc2-4dd8-987a-1baa5faace08",
"risk_score": 42.08,
"confidence": 0.93
} | 10.211.123.226 | 194.86.244.240 | null | null | null | Unconventional IOC: UEFI variable tampering | Network bandwidth_usage from 10.211.123.226 to 194.86.244.240 Unconventional IOC: UEFI variable tampering | bandwidth_usage | 405,968 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3b35ad69-9eea-442f-80c2-4bd63ed39a8e | 2025-02-23T11:15:38 | ai | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|low| desc=AI system model_access by michaeljohnson No additional info | {
"geo_location": "China",
"device_hash": "403c78d4cb8d32468ebf619af15e4a71",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 2_2_1 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/21.0.807.0 Mobile/42R658 Safari/534.1",
"session_id": "0014fca9-2ad6-4bb9-b20a-f5fe32a696ef",
"risk_score": 40.45,
"confidence": 0.88
} | null | null | null | null | null | No additional info | AI system model_access by michaeljohnson No additional info | model_access | null | null | michaeljohnson | null | null | null | null | null | null | null | null | null | null | null | null | model-c1319b78 | 287bc5231a53d2734e57be6a13b422db82cce6db | 50ca95503f5ad2aae4b96d1009bdc0b5d3c7bef6 | null | null |
2feab176-3f81-46c3-9e25-522f20eca89b | 2025-05-30T06:39:11 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: AI Model Poisoning detected from 132.49.134.140 targeting 99.195.105.28 No additional info | {
"geo_location": "Tokelau",
"device_hash": "cc013aff1a0afe09a2b663fcc44d45224233209d",
"user_agent": "Opera/9.23.(Windows 98; Win 9x 4.90; az-IN) Presto/2.9.164 Version/11.00",
"session_id": "95560262-4c64-46e4-a465-5eaf0287b4de",
"risk_score": 41.5,
"confidence": 0.86
} | 132.49.134.140 | 99.195.105.28 | AI Model Poisoning | SIG-7061 | Recon | No additional info | LogRhythm Alert: AI Model Poisoning detected from 132.49.134.140 targeting 99.195.105.28 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eeec6a19-ed97-4a56-9a83-9d42c323d599 | 2025-03-11T17:59:01 | endpoint | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec great by walkerjeff MITRE Technique: T1190 | {
"geo_location": "Jordan",
"device_hash": "e38ef63d76f1e610b3bf36d43b619a03e485bb58",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_7 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/15.0c8060.0 Mobile/24H192 Safari/535.1",
"session_id": "5e844fa6-98a6-41fe-9933-23949f8565f8",
"risk_score": 66.74,
"confidence": 0.74
} | null | null | null | null | null | MITRE Technique: T1190 | Endpoint powershell_exec great by walkerjeff MITRE Technique: T1190 | powershell_exec | null | null | walkerjeff | great | 8,404 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9d40994e-0a37-4019-a9ba-b0927ae72376 | 2025-03-10T11:09:28 | firewall | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only DNS traffic from 157.0.108.73:610 to 96.163.227.146:14320 Geo anomaly: Impossible travel detected | {
"geo_location": "Gibraltar",
"device_hash": "9b5d04c21f50a182562ef40cd66d8849b3710c527adff527d0c8c87e70f24e9e",
"user_agent": "Mozilla/5.0 (Linux; Android 1.1) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/41.0.817.0 Safari/534.1",
"session_id": "8e91f2fc-9eb7-4c89-852b-f1b1558c8a7c",
"risk_score": 42.75,
"confidence": 0.62
} | 157.0.108.73 | 96.163.227.146 | null | null | null | Geo anomaly: Impossible travel detected | Firewall log-only DNS traffic from 157.0.108.73:610 to 96.163.227.146:14320 Geo anomaly: Impossible travel detected | log-only | 595,455 | DNS | null | null | null | null | null | null | null | null | 610 | 14,320 | 2,426 | null | null | null | null | null | null | null |
26f0519d-8395-49d6-bf22-fe04f2dde09c | 2025-05-07T14:38:58 | firewall | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect ICMP traffic from 154.152.170.24:591 to 188.176.223.198:948 MITRE Technique: T1204.002 | {
"geo_location": "Namibia",
"device_hash": "0605a80ea53449de785af7f410e2ae00306f2a6d",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/9.8l5126.0 Mobile/05H273 Safari/532.2",
"session_id": "d7718046-e9f6-4270-9c97-276166af0297",
"risk_score": 41.79,
"confidence": 0.94
} | 154.152.170.24 | 188.176.223.198 | null | null | null | MITRE Technique: T1204.002 | Firewall inspect ICMP traffic from 154.152.170.24:591 to 188.176.223.198:948 MITRE Technique: T1204.002 | inspect | 15,773 | ICMP | null | null | null | null | null | null | null | null | 591 | 948 | 703 | null | null | null | null | null | null | null |
bb4a01a4-27b7-4a86-8cf5-7156e7d7e00e | 2025-06-17T12:19:14 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install research by tony76 No additional info | {
"geo_location": "Mexico",
"device_hash": "c9924b46083cdb435a6d509939e9b218",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; da-DK) AppleWebKit/531.40.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6531.40.5",
"session_id": "5981ee74-9f5c-4347-8b33-2cb16e3e72f5",
"risk_score": 72.31,
"confidence": 0.01
} | null | null | null | null | null | No additional info | Endpoint service_install research by tony76 No additional info | service_install | null | null | tony76 | research | 2,101 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
35f85cde-6371-411a-9a51-40890b4dfd49 | 2025-04-28T12:56:53 | iot | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|info| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Senegal",
"device_hash": "ef88a9d235aae601627a2697d2ecc86611e7bbc586c467df22f4313beb0a5abb",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_0 rv:3.0; te-IN) AppleWebKit/535.8.7 (KHTML, like Gecko) Version/4.0.3 Safari/535.8.7",
"session_id": "6d693258-f079-4215-bed5-31ac2582827a",
"risk_score": 46.84,
"confidence": 0.48
} | null | null | null | null | null | No additional info | IoT device Camera firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Camera | iot-818290c6 | 5.1 | null | null | null | null | null | null | null | null | null | null |
9cd328a4-55ad-406c-ba73-27d17c12c4a2 | 2025-06-15T08:51:28 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec owner by powellrobert Fileless execution detected | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "735849d3c83c3c975d8ea43619efa71e",
"user_agent": "Opera/8.13.(Windows 98; niu-NZ) Presto/2.9.175 Version/10.00",
"session_id": "f7dc5901-c6a5-49ba-9908-203384bc264d",
"risk_score": 83.15,
"confidence": 0.14
} | null | null | null | null | null | Fileless execution detected | Endpoint powershell_exec owner by powellrobert Fileless execution detected | powershell_exec | null | null | powellrobert | owner | 5,394 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6fb94e22-d742-45c9-8cfc-20877f3c1ef0 | 2025-01-24T10:35:22 | auth | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|medium| desc=Auth locked for herringaaron via MFA from 152.67.39.55 No additional info | {
"geo_location": "Chile",
"device_hash": "4e61b17682f7cc8e534b13442a62a7e8b6016395d5a54128dde0beb3c88f9630",
"user_agent": "Opera/8.75.(Windows NT 6.2; fr-CA) Presto/2.9.182 Version/11.00",
"session_id": "0c7ed1cb-5a00-462a-99a3-4b76ee65749b",
"risk_score": 18.66,
"confidence": 0.73
} | 152.67.39.55 | null | null | null | null | No additional info | Auth locked for herringaaron via MFA from 152.67.39.55 No additional info | locked | null | null | herringaaron | null | null | null | null | null | null | null | null | null | null | MFA | b9:94:26:86:fb:a3 | null | null | null | null | null |
21d52591-ac4a-476b-b1c2-2a4361a7291c | 2025-02-11T14:01:35 | cloud | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in OCI by whitelaura Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "a2e5e7de049d33eac29d177913eb6a50",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_3 rv:3.0; om-ET) AppleWebKit/531.50.6 (KHTML, like Gecko) Version/4.0.2 Safari/531.50.6",
"session_id": "e4cd509b-bc77-4def-b415-da36ade7ced8",
"risk_score": 22.35,
"confidence": 0.89
} | null | null | null | null | null | Unconventional IOC: Unusual DNS TXT records | Cloud lambda_execution in OCI by whitelaura Unconventional IOC: Unusual DNS TXT records | lambda_execution | null | null | whitelaura | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-9692ca94 |
5ec0f2ec-fb6d-48c5-9a8b-60ba536cbadd | 2025-05-27T18:28:45 | endpoint | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec /entire/able.wav by amanda66 No additional info noise=explore | {
"geo_location": "Iran",
"device_hash": "816e9cf3bffd80095b62d56ed9d3ecb634e5ccca",
"user_agent": "Opera/9.20.(X11; Linux i686; dz-BT) Presto/2.9.173 Version/11.00",
"session_id": "9e8d84d1-9a02-4504-8d7b-092f1c3d83de",
"risk_score": 50.15,
"confidence": 0.97
} | null | null | null | null | null | No additional info | Endpoint powershell_exec /entire/able.wav by amanda66 No additional info | powershell_exec | null | null | amanda66 | /entire/able.wav | 1,121 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d020a48c-fdfd-4cf4-bb63-3c98edfb6647 | 2025-06-18T22:51:08 | ids_alert | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|high| desc=LogRhythm Alert: Brute Force detected from 45.27.226.117 targeting 171.45.28.141 No additional info | {
"geo_location": "New Zealand",
"device_hash": "d3bb9611bb9c053dd2eea7f29ce30e9fce032d24fb51b5103dc15c34317e7d3c",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_9 rv:5.0; the-NP) AppleWebKit/535.17.5 (KHTML, like Gecko) Version/4.1 Safari/535.17.5",
"session_id": "fdc4b43a-4fdd-41c8-905a-506ba7b77594",
"risk_score": 36.38,
"confidence": 0.45
} | 45.27.226.117 | 171.45.28.141 | Brute Force | SIG-9958 | Exploit | No additional info | LogRhythm Alert: Brute Force detected from 45.27.226.117 targeting 171.45.28.141 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a644aeea-9889-40f6-8a48-83413cd04504 | 2025-03-22T19:55:59 | firewall | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only HTTP traffic from 23.182.97.194:965 to 83.176.245.60:787 MITRE Technique: T1547.001 | Geo anomaly: Impossible travel detected noise=TGFzdCBiaWcu | {
"geo_location": "New Zealand",
"device_hash": "9e97275487b63cc752e2aad78b9ade280a7afe1f639b6f40d9844a2e58a4417a",
"user_agent": "Opera/8.51.(X11; Linux i686; gez-ET) Presto/2.9.184 Version/12.00",
"session_id": "6d86632a-7a80-4112-8d30-a4bc2a3501b2",
"risk_score": 35.69,
"confidence": 0.62
} | 23.182.97.194 | 83.176.245.60 | null | null | null | MITRE Technique: T1547.001 | Geo anomaly: Impossible travel detected | Firewall log-only HTTP traffic from 23.182.97.194:965 to 83.176.245.60:787 MITRE Technique: T1547.001 | Geo anomaly: Impossible travel detected | log-only | 619,532 | HTTP | null | null | null | null | {
"baseline_deviation": 0.72,
"entropy": 5.08,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 965 | 787 | 363 | null | null | null | null | null | null | null |
8753273b-f8f6-465e-b5f2-cf4cde1749ed | 2025-04-24T16:39:03 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start sound by nancybenson No additional info noise=app | {
"geo_location": "Denmark",
"device_hash": "33956e16d23c67ab98170b93013de5b8",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 2_2_1 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/59.0.838.0 Mobile/78K001 Safari/532.0",
"session_id": "bd557a45-2246-4b6e-85a8-5fa0d568479c",
"risk_score": 50.69,
"confidence": 0.53
} | null | null | null | null | null | No additional info | Endpoint process_start sound by nancybenson No additional info | process_start | null | null | nancybenson | sound | 3,556 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
da6b87f4-777f-4c0d-a031-83d770c9b064 | 2025-01-17T00:31:45 | network | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 129.154.247.38 to 41.162.17.91 Associated Threat Actor: BlueNoroff | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "535959b9fab9e6a3b0348e7e21fb451f92f3adfe",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/5.0)",
"session_id": "57848f7b-dca7-4064-9df9-b10edab509d0",
"risk_score": 72.77,
"confidence": 0.41
} | 129.154.247.38 | 41.162.17.91 | null | null | null | Associated Threat Actor: BlueNoroff | Network protocol_anomaly from 129.154.247.38 to 41.162.17.91 Associated Threat Actor: BlueNoroff | protocol_anomaly | 285,232 | UDP | null | null | null | null | {
"baseline_deviation": 2.44,
"entropy": 2.26,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
90c4e17f-9022-46b4-a0ae-d156e50af21b | 2025-01-19T09:42:27 | iot | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera sensor_spoofing Unconventional IOC: Thermal sensor anomalies noise=reveal|thousand|safe | {
"geo_location": "Luxembourg",
"device_hash": "ea410a148e85bd1b1f1ce1f985763472fff38a9a620d967ce849ad6b80936f3b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/4.0)",
"session_id": "5d95c144-1152-4df4-bbf4-7fba63111ee3",
"risk_score": 76.37,
"confidence": 0.56
} | null | null | null | null | null | Unconventional IOC: Thermal sensor anomalies | IoT device Camera sensor_spoofing Unconventional IOC: Thermal sensor anomalies | sensor_spoofing | null | null | null | null | null | null | null | Camera | iot-a6951031 | 6.1 | null | null | null | null | null | null | null | null | null | null |
e6f853fc-7e95-429c-8698-edcd027a9282 | 2025-05-31T23:29:51 | ids_alert | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|high| desc=Carbon Black Alert: Zero-Day Exploit detected from 186.233.108.153 targeting N/A No additional info | {
"geo_location": "Colombia",
"device_hash": "7662e906dca8fca601204a85d9ddb1031c5f801c",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_5; rv:1.9.4.20) Gecko/5531-07-05 22:48:26 Firefox/3.8",
"session_id": "7fd8a74a-de2c-48b1-bbef-02ccd0989c50",
"risk_score": 57.28,
"confidence": 0.65
} | 186.233.108.153 | N/A | Zero-Day Exploit | SIG-6130 | Recon | No additional info | Carbon Black Alert: Zero-Day Exploit detected from 186.233.108.153 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3948a409-2c2e-4d95-8770-a9cb2aa2b250 | 2025-04-18T18:36:37 | ids_alert | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|critical| desc=OSSEC Alert: Supply Chain Compromise detected from 10.214.67.201 targeting N/A No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "a6aa5c2df69c307942a17cc4fc810c05e945f74f",
"user_agent": "Opera/8.59.(Windows 98; Win 9x 4.90; apn-IN) Presto/2.9.189 Version/12.00",
"session_id": "3138df7e-610b-4afc-a31f-8e6699546248",
"risk_score": 8.06,
"confidence": 0.23
} | 10.214.67.201 | N/A | Supply Chain Compromise | SIG-8246 | Policy | No additional info | OSSEC Alert: Supply Chain Compromise detected from 10.214.67.201 targeting N/A No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 1.6,
"entropy": 6.88,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
f38cec45-3ef3-46e5-a0be-51d1b385e1fd | 2025-04-03T19:50:06 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by joseph37 MITRE Technique: T1078.004 noise=DEF970B4 | {
"geo_location": "Azerbaijan",
"device_hash": "c8015b06ac9838bafc5fcd5e8199ec78",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_2; rv:1.9.6.20) Gecko/5699-09-12 00:03:28 Firefox/11.0",
"session_id": "b0907f64-2b47-4824-8644-fa0e017388a3",
"risk_score": 35.75,
"confidence": 0.97
} | null | null | null | null | null | MITRE Technique: T1078.004 | AI system api_abuse by joseph37 MITRE Technique: T1078.004 | api_abuse | null | null | joseph37 | null | null | null | null | null | null | null | null | null | null | null | null | model-304eda64 | 27886c49f16ff1dd2051282a8d8746784b50ada49922c153b94a803ecc7ff888 | d5d311d24a1288506b5febbf9039f0e7a369f37e | null | null |
f9abf6a5-8bae-4bd8-9e36-8f3d741b1f70 | 2025-02-24T04:05:18 | endpoint | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load /kitchen/along.mp4 by heathersoto Associated Threat Actor: APT41 noise=report|firm|than | {
"geo_location": "Serbia",
"device_hash": "f4d3412e1fc019ae66bf751751ba51aae25e0fb5",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/59.0.890.0 Safari/534.2",
"session_id": "e572fe68-bba6-4d42-b827-1527660c23f9",
"risk_score": 68.25,
"confidence": 0.75
} | null | null | null | null | null | Associated Threat Actor: APT41 | Endpoint driver_load /kitchen/along.mp4 by heathersoto Associated Threat Actor: APT41 | driver_load | null | null | heathersoto | /kitchen/along.mp4 | 171 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2d1e22f4-8ae1-43ae-b827-31b6aa1aca93 | 2029-06-09T21:32:11 | endpoint | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task per by thoward MITRE Technique: T1543.003 | {
"geo_location": "Jamaica",
"device_hash": "ed69945f2ed67d19a7dbc4018e46a50e0497d301",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/4.1)",
"session_id": "44f76cc0-fd0c-47d5-8200-ce8e46e699ad",
"risk_score": 54.34,
"confidence": 0.55
} | null | null | null | null | null | MITRE Technique: T1543.003 | Endpoint scheduled_task per by thoward MITRE Technique: T1543.003 | scheduled_task | null | null | thoward | per | 9,566 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
85019f3e-f45d-470c-abc7-894ece10918b | 2025-04-11T08:34:35 | ids_alert | ArcSight v7.4.0 | emergency | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=ArcSight Alert: AI Model Poisoning detected from 138.231.99.241 targeting N/A MITRE Technique: T1078.004 | {
"geo_location": "American Samoa",
"device_hash": "e5b03100b7b16e4e27951f9275145a3080f43c1ef56c90493aa6596bac38dfbe",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/3.0)",
"session_id": "03087d9b-3d11-45f1-8b1d-8b65662f5b32",
"risk_score": 46.43,
"confidence": 0.71
} | 138.231.99.241 | N/A | AI Model Poisoning | SIG-9386 | Policy | MITRE Technique: T1078.004 | ArcSight Alert: AI Model Poisoning detected from 138.231.99.241 targeting N/A MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c231c8f5-09d7-40d5-bb13-5e5d8a2199c1 | 2025-04-20T03:59:57 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: DDoS detected from 1.105.107.42 targeting 26.30.200.116 No additional info | {
"geo_location": "Macao",
"device_hash": "80d4540306b926870f65cc5658fb830f20f9c66f",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/16.7q4040.0 Mobile/36G506 Safari/535.0",
"session_id": "e9bbd593-3a10-4e73-8e16-1630f9cf5207",
"risk_score": 43.34,
"confidence": 0.27
} | 1.105.107.42 | 26.30.200.116 | DDoS | SIG-1933 | Evasion | No additional info | CrowdStrike Alert: DDoS detected from 1.105.107.42 targeting 26.30.200.116 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6941beb4-c4b2-425c-ad25-c2233f59601f | 2025-02-01T17:36:55 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by fbrown No additional info noise=E2890FF5 | {
"geo_location": "Anguilla",
"device_hash": "08a18347470d122e7b907a4713c0f514",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_1) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/18.0.874.0 Safari/534.1",
"session_id": "cd682e83-5791-493f-94a3-f81e2ce1cc25",
"risk_score": 23.33,
"confidence": 0.47
} | null | null | null | null | null | No additional info | AI system prompt_injection by fbrown No additional info | prompt_injection | null | null | fbrown | null | null | null | {
"baseline_deviation": 2.18,
"entropy": 5.19,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-27408872 | 47459fe14140055b893e7462088a9d86 | 00d9cb1386f90b727a223de91456dfb792bd95954b6d8b9bfe5117db434ca2f9 | null | null |
b4e9a0f0-006c-4c95-b7bb-326a81753fb0 | 2025-06-26T09:56:21 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth challenge for ybradshaw via biometric from 187.36.54.51 No additional info | {
"geo_location": "San Marino",
"device_hash": "a6fe245fae9e0c2a03093e81b6beea94",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "6a455694-1b2f-4837-8c89-db1e638d4823",
"risk_score": 55.41,
"confidence": 0.82
} | 187.36.54.51 | null | null | null | null | No additional info | Auth challenge for ybradshaw via biometric from 187.36.54.51 No additional info | challenge | null | null | ybradshaw | null | null | null | null | null | null | null | null | null | null | biometric | 62:05:0b:5a:3e:a0 | null | null | null | null | null |
6c1846c7-11a9-4399-b58e-1cde8fd3bbd5 | 2025-02-09T23:22:03 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in AWS by rmoyer No additional info | {
"geo_location": "Ghana",
"device_hash": "e9c273df7557f33266591f84ebd4a4db068212f623b36bc45b82164c6381b707",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/4.1)",
"session_id": "f8d2c379-e74a-468b-88d1-65052beb3f3a",
"risk_score": 62.43,
"confidence": 0.17
} | null | null | null | null | null | No additional info | Cloud storage_access in AWS by rmoyer No additional info | storage_access | null | null | rmoyer | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-e7c07682 |
6bd16b41-f321-4466-9eab-dbdad2c9ccbd | 2022-06-01T05:08:23 | network | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 93.139.199.153 to 200.192.86.133 No additional info | {
"geo_location": "Comoros",
"device_hash": "6f3fa8b599d4c87138a42d57689a2e62",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_7 rv:3.0; fi-FI) AppleWebKit/532.11.7 (KHTML, like Gecko) Version/5.0.2 Safari/532.11.7",
"session_id": "5048b2cf-195d-491e-a543-507ceb253692",
"risk_score": 35.36,
"confidence": 0.42
} | 93.139.199.153 | 200.192.86.133 | null | null | null | No additional info | Network disconnection from 93.139.199.153 to 200.192.86.133 No additional info | disconnection | 729,601 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
caf04fbb-7933-4147-9648-6fcdac05a300 | 2025-05-13T13:12:39 | firewall | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect NTP traffic from 72.155.108.117:872 to 60.88.18.134:944 No additional info | {
"geo_location": "Yemen",
"device_hash": "df13077337b9778635b1f5ea5a6ce86a15f9e001",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_8) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/22.0.861.0 Safari/536.1",
"session_id": "2701359c-3d11-4411-a7a8-ef51a3c7bec5",
"risk_score": 30.03,
"confidence": 0.02
} | 72.155.108.117 | 60.88.18.134 | null | null | null | No additional info | Firewall inspect NTP traffic from 72.155.108.117:872 to 60.88.18.134:944 No additional info | inspect | 862,807 | NTP | null | null | null | null | null | null | null | null | 872 | 944 | 685 | null | null | null | null | null | null | null |
1ba32d6f-0b43-406d-abaf-68565b0891fe | 2025-07-07T21:48:01 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Alibaba by pgonzalez No additional info | {
"geo_location": "Lithuania",
"device_hash": "d9b4ce55e031008f2ef709607e49406e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; lt-LT) AppleWebKit/534.12.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6534.12.6",
"session_id": "cd001a77-6236-4a33-8681-54adab03c33f",
"risk_score": 0,
"confidence": 0.75
} | null | null | null | null | null | No additional info | Cloud storage_access in Alibaba by pgonzalez No additional info | storage_access | null | null | pgonzalez | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-fe48b299 |
69419e40-4872-414c-88d4-c9280574dd77 | 2025-01-28T22:02:15 | firewall | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only ICMP traffic from 38.78.100.10:652 to 53.55.27.67:430 Associated Threat Actor: Lazarus Group | {
"geo_location": "Lithuania",
"device_hash": "aaeadad7af71f0dd38a4ebcf5a90986c348f006f57d64aa97136c63057b30aac",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.0)",
"session_id": "a0e4a3fe-3cde-4464-9f12-95addde4852e",
"risk_score": 55.65,
"confidence": 0.89
} | 38.78.100.10 | 53.55.27.67 | null | null | null | Associated Threat Actor: Lazarus Group | Firewall log-only ICMP traffic from 38.78.100.10:652 to 53.55.27.67:430 Associated Threat Actor: Lazarus Group | log-only | 408,004 | ICMP | null | null | null | null | null | null | null | null | 652 | 430 | 823 | null | null | null | null | null | null | null |
2ba6321d-c8d7-4fe0-8f2e-6567a0042f7e | 2025-05-22T22:26:52 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by dgordon MITRE Technique: T1134.001 | {
"geo_location": "Congo",
"device_hash": "5f1582765b4e7078a9b1b5f2f6537fb4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/531.1.7 (KHTML, like Gecko) Version/4.1 Safari/531.1.7",
"session_id": "9f0639cd-7d53-428e-9d2e-195ba925f67c",
"risk_score": 63.63,
"confidence": 0.02
} | null | null | null | null | null | MITRE Technique: T1134.001 | AI system fine_tuning by dgordon MITRE Technique: T1134.001 | fine_tuning | null | null | dgordon | null | null | null | null | null | null | null | null | null | null | null | null | model-ede02f0b | e3af16f7e6172ec3a284d86817310e38f771cd90 | 045eee8e956f2d9932156ab9ccb211ea4b70dd9c | null | null |
9806a28e-954d-4d1e-ae6e-150972b3b2bf | 2025-02-24T22:23:13 | ai | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by michaelscott No additional info noise=wide|such|alone | {
"geo_location": "Faroe Islands",
"device_hash": "5c89827ff3738c1f7e2e108c41c14847",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; ja-JP; rv:1.9.0.20) Gecko/2211-10-25 15:40:43 Firefox/3.6.14",
"session_id": "6a1f91a3-4ed4-4665-952f-0642baabbda5",
"risk_score": 65.51,
"confidence": 0.36
} | null | null | null | null | null | No additional info | AI system fine_tuning by michaelscott No additional info | fine_tuning | null | null | michaelscott | null | null | null | null | null | null | null | null | null | null | null | null | model-fc58482b | b4fd5912589a00b15ce4471dd1d23919 | cbf6cf6991fb3862c9e12dc756990247 | null | null |
50a88f9d-232a-4b03-93ba-df0eb38e5c24 | 2025-05-09T19:59:06 | firewall | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny NTP traffic from 28.171.1.230:59976 to 143.146.170.218:292 No additional info | {
"geo_location": "Isle of Man",
"device_hash": "bf9a6afe9299cb6a9ce4f71a439ae9a3",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/48.0.866.0 Safari/535.1",
"session_id": "7ff0bece-8063-4434-998f-aa954da08885",
"risk_score": 31.22,
"confidence": 0.13
} | 28.171.1.230 | 143.146.170.218 | null | null | null | No additional info | Firewall deny NTP traffic from 28.171.1.230:59976 to 143.146.170.218:292 No additional info | deny | 757,156 | NTP | null | null | null | null | null | null | null | null | 59,976 | 292 | 2,765 | null | null | null | null | null | null | null |
34a09bd9-6a05-484c-ab2e-c20f2a518854 | 2025-02-02T12:15:09 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Congo",
"device_hash": "c9dfcec6912cb87711916a98cb776fd021dff75e",
"user_agent": "Opera/9.66.(Windows NT 6.2; an-ES) Presto/2.9.165 Version/12.00",
"session_id": "818c0be9-518b-4bef-8c33-28b3c4c4ab76",
"risk_score": 32.27,
"confidence": 0.35
} | null | null | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Camera | iot-309f0189 | 9.5 | null | null | null | null | null | null | null | null | null | null |
28e752b6-7218-483c-aca2-b13dfa782ff9 | 2025-06-01T12:30:05 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth bypass for xgonzalez via MFA from 76.229.129.109 No additional info | {
"geo_location": "Gabon",
"device_hash": "3def163334c5622aa2a1e8cbcfc5d83cf14258ce5f6cb1aec7264426bbe62560",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.2) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/22.0.880.0 Safari/531.0",
"session_id": "60fefd18-6903-4fc0-90bd-cabc920f37fc",
"risk_score": 28.09,
"confidence": 0.27
} | 76.229.129.109 | null | null | null | null | No additional info | Auth bypass for xgonzalez via MFA from 76.229.129.109 No additional info | bypass | null | null | xgonzalez | null | null | null | null | null | null | null | null | null | null | MFA | e1:6d:60:85:58:2c | null | null | null | null | null |
c46aca61-ad1f-4b9d-96cf-b7a09200fe95 | 2025-05-28T03:40:29 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect HTTPS traffic from 125.212.109.68:991 to 34.53.99.251:537 No additional info noise=CA38E8E3 | {
"geo_location": "Guinea-Bissau",
"device_hash": "c02a94b97ce216d504a6f00cff09af2b8e12ba9a",
"user_agent": "Opera/9.88.(X11; Linux x86_64; hak-TW) Presto/2.9.186 Version/12.00",
"session_id": "bbd70d25-4596-4d25-a114-424d85a0faf6",
"risk_score": 33.08,
"confidence": 0.92
} | 125.212.109.68 | 34.53.99.251 | null | null | null | No additional info | Firewall inspect HTTPS traffic from 125.212.109.68:991 to 34.53.99.251:537 No additional info | inspect | 839,167 | HTTPS | null | null | null | null | null | null | null | null | 991 | 537 | 1,929 | null | null | null | null | null | null | null |
374a89a9-bd4e-4ad8-a55c-b14be998ce85 | 2025-03-23T16:32:29 | ids_alert | Microsoft Sentinel v1.0.0 | emergency | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Microsoft Sentinel Alert: SQL Injection detected from 123.29.145.112 targeting 99.225.133.160 MITRE Technique: T1486 noise=compare|water|compare | {
"geo_location": "Albania",
"device_hash": "a630b0bca0a39d65c96f68fb9d223f73",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; as-IN) AppleWebKit/533.6.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6533.6.6",
"session_id": "b749b231-6e57-4070-9af3-8c0fad52a877",
"risk_score": 28.44,
"confidence": 0.58
} | 123.29.145.112 | 99.225.133.160 | SQL Injection | SIG-6121 | Malware | MITRE Technique: T1486 | Microsoft Sentinel Alert: SQL Injection detected from 123.29.145.112 targeting 99.225.133.160 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
557506d9-f380-4ad9-9254-53d7671b2ab5 | 2025-06-03T05:47:49 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: Domain Fronting detected from 10.136.62.117 targeting 2.43.239.14 No additional info noise=26F98201 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "882897d5cf57d4470df0d2e5d1343b7c",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_2_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/40.0.842.0 Mobile/81Z167 Safari/531.2",
"session_id": "8f502d13-cf9b-4645-b8a4-b2a55c3a2514",
"risk_score": 74.03,
"confidence": 0.81
} | 10.136.62.117 | 2.43.239.14 | Domain Fronting | SIG-3125 | Evasion | No additional info | Trellix Alert: Domain Fronting detected from 10.136.62.117 targeting 2.43.239.14 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
568518a1-ccde-4f29-82da-3f05a1b8c7d2 | 2025-03-22T00:01:53 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by travis48 MITRE Technique: T1574.002 | {
"geo_location": "Kenya",
"device_hash": "0c9446abd29b37fd2aaac1a756fefed8",
"user_agent": "Opera/9.13.(Windows NT 6.1; gez-ET) Presto/2.9.186 Version/11.00",
"session_id": "f83245ab-5525-4fc3-85b8-80a3969a4206",
"risk_score": 87.02,
"confidence": 0.73
} | null | null | null | null | null | MITRE Technique: T1574.002 | AI system training_data_poisoning by travis48 MITRE Technique: T1574.002 | training_data_poisoning | null | null | travis48 | null | null | null | null | null | null | null | null | null | null | null | null | model-feb63820 | ffc0283e301f6e1e6dd442ee7367e6d8 | 73b2807867812e08abe47fa98574cb9a | null | null |
44e51f82-38e4-4f6f-be38-f518bd1c5f37 | 2025-03-07T15:01:38 | cloud | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in GCP by evansjoseph No additional info noise=V2hlbiBraW5kLg== | {
"geo_location": "Jersey",
"device_hash": "5c95ec00bebb097bf8088aa5b002d31a43546f4f3b138e4239e937e9e84ef76b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; nds-DE) AppleWebKit/534.29.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6534.29.3",
"session_id": "1ebac056-eb57-4c27-b940-319939897ac5",
"risk_score": 67.46,
"confidence": 0.57
} | null | null | null | null | null | No additional info | Cloud container_escape in GCP by evansjoseph No additional info | container_escape | null | null | evansjoseph | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-143af2b5 |
1af5a244-e32a-4770-9fda-3bc7d66ef4b3 | 2025-03-26T19:23:44 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device Camera battery_drain No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "d81964754c7cb9a67b7d1a6c701789474d2aceeeb1266e65816e6475f5064a37",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/533.38.6 (KHTML, like Gecko) Version/5.0 Safari/533.38.6",
"session_id": "39a0db16-a77b-4676-9d1c-322439948aa6",
"risk_score": 61.72,
"confidence": 0.04
} | null | null | null | null | null | No additional info | IoT device Camera battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Camera | iot-a9ff6c3f | 9.4 | null | null | null | null | null | null | null | null | null | null |
7e4261a5-9e53-473b-870c-169e84dcfdeb | 2025-02-18T20:17:09 | ids_alert | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Zeek Alert: Credential Stuffing detected from 145.108.238.205 targeting 66.72.196.237 No additional info | {
"geo_location": "Poland",
"device_hash": "dd12b5a60e60c6950b331a8e1dd05a24a733ddee",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/18.2e9732.0 Mobile/07H809 Safari/532.2",
"session_id": "fe81f6ed-54fc-4fe9-a1a7-8cf47b915f5f",
"risk_score": 49.46,
"confidence": 0
} | 145.108.238.205 | 66.72.196.237 | Credential Stuffing | SIG-8585 | Recon | No additional info | Zeek Alert: Credential Stuffing detected from 145.108.238.205 targeting 66.72.196.237 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
316cb17f-c275-4c9d-bce1-070a05f144f1 | 2025-06-06T14:42:29 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth success for williamduarte via SAML from 155.149.100.19 No additional info noise=explore | {
"geo_location": "Solomon Islands",
"device_hash": "aed99c40365c7bfb151c0ba88aa0ffa3",
"user_agent": "Opera/8.58.(Windows 98; Win 9x 4.90; bg-BG) Presto/2.9.174 Version/11.00",
"session_id": "c5c6cafa-9955-4a08-850b-8133813c26c3",
"risk_score": 45.09,
"confidence": 0.53
} | 155.149.100.19 | null | null | null | null | No additional info | Auth success for williamduarte via SAML from 155.149.100.19 No additional info | success | null | null | williamduarte | null | null | null | null | null | null | null | null | null | null | SAML | 2a:3f:d5:b9:8e:19 | null | null | null | null | null |
26bdd3a3-a7d2-4938-a39a-e86d3f0f10b5 | 2025-06-23T06:38:50 | firewall | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall drop RDP traffic from 116.66.230.142:17 to 181.132.242.223:936 No additional info | {
"geo_location": "Iran",
"device_hash": "221f90ea985c4dc7c4b248ef161683f83089f85a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; or-IN) AppleWebKit/532.31.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6532.31.3",
"session_id": "b74aeb15-9787-45b3-b8d4-ff191580ce7a",
"risk_score": 47.33,
"confidence": 0.18
} | 116.66.230.142 | 181.132.242.223 | null | null | null | No additional info | Firewall drop RDP traffic from 116.66.230.142:17 to 181.132.242.223:936 No additional info | drop | 220,999 | RDP | null | null | null | null | null | null | null | null | 17 | 936 | 2,759 | null | null | null | null | null | null | null |
3a25964f-8cfa-4392-a24b-7e5cf3c2e00a | 2025-02-20T04:57:12 | network | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 103.101.226.31 to 91.81.127.216 MITRE Technique: T1190 | {
"geo_location": "Nauru",
"device_hash": "1105502347721832db5a37d898af5587",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_4; rv:1.9.2.20) Gecko/4421-04-06 16:57:06 Firefox/5.0",
"session_id": "a83236a2-37de-42a2-a276-25a5432ca6db",
"risk_score": 31.62,
"confidence": 0.6
} | 103.101.226.31 | 91.81.127.216 | null | null | null | MITRE Technique: T1190 | Network disconnection from 103.101.226.31 to 91.81.127.216 MITRE Technique: T1190 | disconnection | 929,567 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dd885950-249e-4d19-aec3-c45119655243 | 2025-04-12T04:07:57 | firewall | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|high| desc=Firewall drop NTP traffic from 199.223.39.44:61038 to 10.130.251.202:14232 MITRE Technique: T1204.002 | Geo anomaly: Impossible travel detected | {
"geo_location": "Greenland",
"device_hash": "b6c7ca972c9ec884356f9ef4c3052612",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/4.0)",
"session_id": "b487d080-bac3-48e9-9fa0-258114fbf46c",
"risk_score": 45.64,
"confidence": 0.81
} | 199.223.39.44 | 10.130.251.202 | null | null | null | MITRE Technique: T1204.002 | Geo anomaly: Impossible travel detected | Firewall drop NTP traffic from 199.223.39.44:61038 to 10.130.251.202:14232 MITRE Technique: T1204.002 | Geo anomaly: Impossible travel detected | drop | 929,021 | NTP | null | null | null | null | null | null | null | null | 61,038 | 14,232 | 3,058 | null | null | null | null | null | null | null |
3dadaa2a-8c4f-4a12-bf1d-5b49aecc5ed0 | 2025-02-14T02:15:01 | cloud | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in Azure by mlewis No additional info noise=main/main/main | {
"geo_location": "Wallis and Futuna",
"device_hash": "b4f4a9d6d155cbcbd1c74abc5f8db200",
"user_agent": "Opera/8.21.(Windows NT 5.1; tk-TM) Presto/2.9.167 Version/12.00",
"session_id": "9557b2be-225d-4502-b60f-94f69df7319b",
"risk_score": 31.18,
"confidence": 0.27
} | null | null | null | null | null | No additional info | Cloud container_escape in Azure by mlewis No additional info | container_escape | null | null | mlewis | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-600feaa3 |
219ff91c-0a2b-45ae-a506-c29d8499a198 | 2025-06-03T22:18:59 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by myerssteven No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "d98074d7172e8fe8bd4fb70f0598e3f2ef93df85882586c4b1b9ccbf192e512f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/3.1)",
"session_id": "8ed729b2-5285-444d-84cf-418522cc0ef4",
"risk_score": 50.41,
"confidence": 0.94
} | null | null | null | null | null | No additional info | AI system api_abuse by myerssteven No additional info | api_abuse | null | null | myerssteven | null | null | null | null | null | null | null | null | null | null | null | null | model-f29f8d33 | 04f889e04be9553ee1d9e6dddc4885dcadb680eb | 982d8fce7d6d189bcec49ec3de003d80 | null | null |
b7768aca-fe46-4258-b768-183fcf6343b7 | 2025-07-03T09:07:14 | network | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 25.198.253.1 to 157.124.38.64 MITRE Technique: T1547.001 | {
"geo_location": "Armenia",
"device_hash": "fc83e1a0fdcd027233bd9ae3356d3aadb18869d32596076287b8dd798c8d2e77",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/531.19.2 (KHTML, like Gecko) Version/4.0.1 Safari/531.19.2",
"session_id": "1d988ae4-3a8b-40b0-9301-d9e4a49122de",
"risk_score": 41.01,
"confidence": 0.01
} | 25.198.253.1 | 157.124.38.64 | null | null | null | MITRE Technique: T1547.001 | Network data_exfiltration from 25.198.253.1 to 157.124.38.64 MITRE Technique: T1547.001 | data_exfiltration | 659,763 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4afb7df5-ba2f-4b63-99bd-ba133803413c | 2025-07-05T07:05:46 | cloud | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in AWS by autumnperry No additional info noise=2CFBEFB9 | {
"geo_location": "Pitcairn Islands",
"device_hash": "72d8c95b984dc4c5a84dbc6b52805190",
"user_agent": "Opera/8.75.(X11; Linux i686; nhn-MX) Presto/2.9.169 Version/10.00",
"session_id": "3143d609-11b1-4282-98a0-74bcf588053d",
"risk_score": 39.76,
"confidence": 0.68
} | null | null | null | null | null | No additional info | Cloud permission_escalation in AWS by autumnperry No additional info | permission_escalation | null | null | autumnperry | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-06dc6fcd |
1edd218f-cb61-4ea9-976d-330d9ec7370d | 2025-03-31T08:54:27 | cloud | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in Azure by bgarrett No additional info | {
"geo_location": "Tonga",
"device_hash": "af1b380589631e836a31a5a7abaa46df0d82ea017d986f304e5064f488d78f02",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3347-12-27 15:35:04 Firefox/12.0",
"session_id": "fa1043d4-97d4-46d8-996e-40c1c432b89c",
"risk_score": 28.48,
"confidence": 0.27
} | null | null | null | null | null | No additional info | Cloud container_escape in Azure by bgarrett No additional info | container_escape | null | null | bgarrett | null | null | null | {
"baseline_deviation": 1.78,
"entropy": 3.59,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | Azure | res-0a9df04e |
974621d3-5219-4cc3-beff-c6d2eb1dd813 | 2025-02-15T16:23:17 | cloud | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in GCP by dbarrett No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "58575c36ce5b675910e28661f2fd086c",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/61.0.897.0 Safari/531.1",
"session_id": "c3fe84eb-b818-4d50-8cd6-a24719f0ff5b",
"risk_score": 63.95,
"confidence": 0.72
} | null | null | null | null | null | No additional info | Cloud container_escape in GCP by dbarrett No additional info | container_escape | null | null | dbarrett | null | null | null | {
"baseline_deviation": 2.12,
"entropy": 6.88,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | GCP | res-9461d953 |
ca9dc606-6874-468c-bdfb-7e1fa1748895 | 2028-04-02T22:20:35 | firewall | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall allow UDP traffic from 3.35.26.56:480 to 213.22.57.32:808 Beaconing behavior detected | {
"geo_location": "Comoros",
"device_hash": "7c076a36d70a27d5ebae6168b13daf47601cd9ed3c1149488bef721829f97a21",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.1)",
"session_id": "8045bdc1-773e-411f-a414-5354d3e0fca4",
"risk_score": 45.01,
"confidence": 0.27
} | 3.35.26.56 | 213.22.57.32 | null | null | null | Beaconing behavior detected | Firewall allow UDP traffic from 3.35.26.56:480 to 213.22.57.32:808 Beaconing behavior detected | allow | 561,356 | UDP | null | null | null | null | null | null | null | null | 480 | 808 | 246 | null | null | null | null | null | null | null |
1017d307-226c-430d-9068-e0fa688e419d | 2025-03-21T21:32:05 | iot | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat side_channel No additional info | {
"geo_location": "Mongolia",
"device_hash": "cf9291404639ad25a38fa290ed7fd2b1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/5.0)",
"session_id": "eec0b4d0-2d48-439c-875b-33fb865b233f",
"risk_score": 57.4,
"confidence": 0.71
} | null | null | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | side_channel | null | null | null | null | null | null | null | Thermostat | iot-3265a75c | 3.3 | null | null | null | null | null | null | null | null | null | null |
ae81a291-d1c4-491b-ab91-c2f81c5983cd | 2025-04-18T12:56:21 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network connection from 136.195.60.189 to 76.220.83.30 No additional info | {
"geo_location": "Malta",
"device_hash": "ab13d46a705f73f1456097636e31121b",
"user_agent": "Opera/9.53.(Windows NT 6.0; ml-IN) Presto/2.9.167 Version/10.00",
"session_id": "0bdb36ed-f5e5-4f2f-a295-cebeed666fa2",
"risk_score": 62.31,
"confidence": 0.38
} | 136.195.60.189 | 76.220.83.30 | null | null | null | No additional info | Network connection from 136.195.60.189 to 76.220.83.30 No additional info | connection | 531,645 | ICMP | null | null | null | null | {
"baseline_deviation": 2.23,
"entropy": 4,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
82a06052-225b-406a-812c-3fc72f71014e | 2025-05-24T18:48:43 | endpoint | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec ever by pamelalarson MITRE Technique: T1543.003 | {
"geo_location": "Estonia",
"device_hash": "962fe63f6cb1d13ae0c28ab55835a911",
"user_agent": "Mozilla/5.0 (Android 10; Mobile; rv:62.0) Gecko/62.0 Firefox/62.0",
"session_id": "a279b703-a273-41e2-9f16-6174f764e91b",
"risk_score": 74.58,
"confidence": 0.53
} | null | null | null | null | null | MITRE Technique: T1543.003 | Endpoint powershell_exec ever by pamelalarson MITRE Technique: T1543.003 | powershell_exec | null | null | pamelalarson | ever | 2,997 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
65cb2c50-d50c-4197-977c-dd003444647a | 2025-06-06T12:05:42 | endpoint | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec many by pmercer No additional info | {
"geo_location": "Cayman Islands",
"device_hash": "c9ca630a90a0e818218c61ba6d4595c1",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; ts-ZA; rv:1.9.0.20) Gecko/5000-03-27 01:28:47 Firefox/11.0",
"session_id": "a473869b-15c4-4acc-921a-fc5c64531fe2",
"risk_score": 36.36,
"confidence": 0.86
} | null | null | null | null | null | No additional info | Endpoint wmi_exec many by pmercer No additional info | wmi_exec | null | null | pmercer | many | 3,599 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bcdbe835-bda3-48e3-ae74-d7395a547422 | 2025-06-10T23:19:53 | firewall | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect NTP traffic from 10.124.52.100:92 to 11.175.219.12:693 No additional info | {
"geo_location": "Eritrea",
"device_hash": "d606d6cab93b662469d14b5586240a9e4404bbfa601da84c13675d9997002f23",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/47.0.885.0 Safari/532.0",
"session_id": "a127fd46-4482-40ad-a921-141f4eba6cd2",
"risk_score": 53.81,
"confidence": 0.94
} | 10.124.52.100 | 11.175.219.12 | null | null | null | No additional info | Firewall inspect NTP traffic from 10.124.52.100:92 to 11.175.219.12:693 No additional info | inspect | 398,250 | NTP | null | null | null | null | null | null | null | null | 92 | 693 | 2,864 | null | null | null | null | null | null | null |
44102cdc-0986-430d-913e-849db6d593db | 2025-02-23T08:54:41 | firewall | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop TCP traffic from 80.65.189.239:31250 to 85.85.90.45:424 No additional info | {
"geo_location": "Norway",
"device_hash": "b3c451ed06e2e634895ca998cc2b5024b28eb30c",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.6) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/34.0.804.0 Safari/532.0",
"session_id": "2aadb888-2aeb-4892-8509-c3d472a7e608",
"risk_score": 0,
"confidence": 0.16
} | 80.65.189.239 | 85.85.90.45 | null | null | null | No additional info | Firewall drop TCP traffic from 80.65.189.239:31250 to 85.85.90.45:424 No additional info | drop | 5,585 | TCP | null | null | null | null | {
"baseline_deviation": 0.69,
"entropy": 7.47,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 31,250 | 424 | 713 | null | null | null | null | null | null | null |
5fbdf6b1-27d3-479e-8a15-55338dcfb089 | 2025-02-08T07:02:20 | endpoint | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start /kitchen/specific.mp3 by rodneyrogers No additional info | {
"geo_location": "Korea",
"device_hash": "d3823ba33d0543e9ee4a730d036a459f80afe2d2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/3.0)",
"session_id": "45c68468-9f45-4449-99d0-0128411a4f07",
"risk_score": 83.06,
"confidence": 0.37
} | null | null | null | null | null | No additional info | Endpoint process_start /kitchen/specific.mp3 by rodneyrogers No additional info | process_start | null | null | rodneyrogers | /kitchen/specific.mp3 | 1,593 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
227be9ef-d3a1-49e3-b6bf-5c458e777f77 | 2025-04-22T15:28:48 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by pattersoncarla MITRE Technique: T1218.011 | {
"geo_location": "Liberia",
"device_hash": "15ea40743935f356c47be42fafd83fae080141e7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/5.0)",
"session_id": "e4204a0b-d701-4710-8a59-8b62b0d44294",
"risk_score": 46.98,
"confidence": 0.47
} | null | null | null | null | null | MITRE Technique: T1218.011 | AI system api_abuse by pattersoncarla MITRE Technique: T1218.011 | api_abuse | null | null | pattersoncarla | null | null | null | null | null | null | null | null | null | null | null | null | model-a54f8c3a | aa8efa7d85cdfa54114fac76175c46db99af8663 | 1c55586180f1af97c811e94c4ec3232e | null | null |
6de5b40e-6340-4b63-89e0-5a3074c00f5a | 2025-02-19T22:03:54 | auth | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for todd98 via passwordless from 189.58.88.86 MITRE Technique: T1134.001 | {
"geo_location": "Cambodia",
"device_hash": "3be4289ebee9a3a04e6630e0dc68d0444852e5eb",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_7 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/35.0.892.0 Mobile/93H502 Safari/535.2",
"session_id": "ed42035b-b12c-4dab-b2da-738ba1240e8b",
"risk_score": 95.64,
"confidence": 0.94
} | 189.58.88.86 | null | null | null | null | MITRE Technique: T1134.001 | Auth challenge for todd98 via passwordless from 189.58.88.86 MITRE Technique: T1134.001 | challenge | null | null | todd98 | null | null | null | null | null | null | null | null | null | null | passwordless | da:8c:76:d1:ac:e1 | null | null | null | null | null |
d2b7e88f-8150-4d1c-b1cd-a09a82f8f4a4 | 2025-02-18T05:12:30 | ai | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by jstewart MITRE Technique: T1071.001 | Unconventional IOC: UEFI variable tampering | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "a32e0e51137ebb0c0d0b65bedf2632945dfd087ce0f87a783ff6254e741de47f",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_1 rv:2.0; gu-IN) AppleWebKit/533.28.4 (KHTML, like Gecko) Version/4.0.1 Safari/533.28.4",
"session_id": "807f7931-a823-42f0-a90a-607905ab43a8",
"risk_score": 23.98,
"confidence": 0.63
} | null | null | null | null | null | MITRE Technique: T1071.001 | Unconventional IOC: UEFI variable tampering | AI system model_access by jstewart MITRE Technique: T1071.001 | Unconventional IOC: UEFI variable tampering | model_access | null | null | jstewart | null | null | null | null | null | null | null | null | null | null | null | null | model-f09f917b | b88da2f80e1eef8493df2ded50ad835f | 4ac41ee606e9a08312e67b69ce873204ffb720892476b0598d06a3ff156e6d18 | null | null |
de543927-886b-4683-8ace-5724a851488d | 2023-02-22T00:46:38 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: Supply Chain Compromise detected from 24.116.93.204 targeting 102.10.98.52 No additional info | {
"geo_location": "Canada",
"device_hash": "93ffd67e34337953fa6e0678f1ae32743886899ad2dfc96f0f3df3150ac98aee",
"user_agent": "Opera/8.54.(X11; Linux x86_64; nr-ZA) Presto/2.9.183 Version/11.00",
"session_id": "45aba2bc-af2f-4e57-b63d-76a71315921d",
"risk_score": 42.56,
"confidence": 0.83
} | 24.116.93.204 | 102.10.98.52 | Supply Chain Compromise | SIG-3509 | Malware | No additional info | Wazuh Alert: Supply Chain Compromise detected from 24.116.93.204 targeting 102.10.98.52 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c4c2db3c-92fc-453f-b239-d1a2578c47d5 | 2025-03-02T07:43:23 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in OCI by braunjesse Unconventional IOC: TPM attestation failures | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "1983145a598c3da4cc8c3cf7b89625f8d62b10990358f2a3acb821ee0c1a5e91",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/4.1)",
"session_id": "c0ee1a1d-eda9-4c48-8bab-a5cc332c9c7f",
"risk_score": 36.15,
"confidence": 0.52
} | null | null | null | null | null | Unconventional IOC: TPM attestation failures | Cloud container_escape in OCI by braunjesse Unconventional IOC: TPM attestation failures | container_escape | null | null | braunjesse | null | null | null | {
"baseline_deviation": 2.79,
"entropy": 6.3,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | OCI | res-4689211c |
bacbd095-b8be-425c-b6be-009940c957dc | 2025-05-30T11:33:33 | firewall | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|low| desc=Firewall quarantine HTTPS traffic from 114.144.23.6:494 to 210.116.59.198:192 MITRE Technique: T1218.011 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Comoros",
"device_hash": "3b5af2293fed94081c5945532b33593a51e32500",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 8_4_1 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/12.6a2968.0 Mobile/15P062 Safari/534.2",
"session_id": "21445a7d-e21b-4216-8d03-4d0c992e3107",
"risk_score": 48,
"confidence": 0.03
} | 114.144.23.6 | 210.116.59.198 | null | null | null | MITRE Technique: T1218.011 | Unconventional IOC: Quantum random number deviations | Firewall quarantine HTTPS traffic from 114.144.23.6:494 to 210.116.59.198:192 MITRE Technique: T1218.011 | Unconventional IOC: Quantum random number deviations | quarantine | 905,775 | HTTPS | null | null | null | null | null | null | null | null | 494 | 192 | 1,044 | null | null | null | null | null | null | null |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.