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 | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
9a26e091-b0b7-4b9e-87fa-9d97fab7a2f5 | 2025-05-14T10:11:15 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: ICS Attack detected from 190.233.171.141 targeting N/A Associated Threat Actor: APT35 | {
"geo_location": "Nicaragua",
"device_hash": "c81fe3ee5931c17a1859b44aec219af2e2158937afb8c434c3a50049b0efd50a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/5.1)",
"session_id": "fdae9f29-22ea-48bd-91f7-59d40124bf7d",
"risk_score": 29.2,
"confidence": 0.55
} | null | null | null | null | null | Associated Threat Actor: APT35 | Tanium Alert: ICS Attack detected from 190.233.171.141 targeting N/A Associated Threat Actor: APT35 | null | null | null | null | 190.233.171.141 | N/A | ICS Attack | SIG-2585 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
067c5ee7-edc6-48a8-879b-937ba6415480 | 2025-06-30T14:40:23 | ids_alert | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|high| desc=CrowdStrike Alert: Credential Stuffing detected from 107.118.234.144 targeting 171.57.153.105 No additional info | {
"geo_location": "Ecuador",
"device_hash": "d041d173516b7f94fdcc72115a3f0806",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_6 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/16.8q0492.0 Mobile/04W470 Safari/535.0",
"session_id": "ecc1673e-7fac-471f-a301-04e2260b9eb6",
"risk_score": 43.19... | null | null | null | null | null | No additional info | CrowdStrike Alert: Credential Stuffing detected from 107.118.234.144 targeting 171.57.153.105 No additional info | null | null | null | null | 107.118.234.144 | 171.57.153.105 | Credential Stuffing | SIG-6881 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
29dbc79f-c621-4c9f-b5c4-ebeced3a6459 | 2025-02-28T18:11:39 | firewall | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect TCP traffic from 162.80.233.46:88 to 77.52.86.145:997 MITRE Technique: T1134.001 | Associated Threat Actor: Mustang Panda noise=87D41B1C | {
"geo_location": "Iran",
"device_hash": "06ff040c9b3fe12cb4dcd37750d24521",
"user_agent": "Opera/8.85.(X11; Linux i686; sat-IN) Presto/2.9.189 Version/10.00",
"session_id": "e55f94f6-c5bf-4e35-a828-333c9a7eeb24",
"risk_score": 65.2,
"confidence": 0.79
} | null | inspect | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: Mustang Panda | Firewall inspect TCP traffic from 162.80.233.46:88 to 77.52.86.145:997 MITRE Technique: T1134.001 | Associated Threat Actor: Mustang Panda | null | null | null | null | 162.80.233.46 | 77.52.86.145 | null | null | null | null | null | null | null | null | 88 | 997 | TCP | 758,771 | 2,188 | null | null |
927d79c5-8eff-4e45-b709-2a993782c1f8 | 2025-06-25T08:09:29 | ai | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by okirk No additional info | {
"geo_location": "North Korea",
"device_hash": "2bef41781ae278bf91fd21e3c75d5c9e63b054d9",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_4 rv:6.0; st-ZA) AppleWebKit/534.43.3 (KHTML, like Gecko) Version/5.1 Safari/534.43.3",
"session_id": "904780b0-fb09-4417-a6a3-16a4a83db643",
"risk_score": 26,
... | okirk | membership_inference | null | null | null | No additional info | AI system membership_inference by okirk No additional info | null | null | null | null | null | null | null | null | null | null | null | model-506b38db | 8f35fdd9cf18c15789df43bf74cb60a33f6ab4552d7c0ddc8bfbde2b1440b420 | 6a36baaab59d08a225fcac9867b9c9c353af3ec6 | null | null | null | null | null | null | null |
0da9fcae-dadc-4dc0-9310-6f70a5e4a8e5 | 2025-07-09T20:57:50 | ai | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by kmcdonald No additional info noise=behind|service|child | {
"geo_location": "Bulgaria",
"device_hash": "fb9078f921eb29cab8054f41a31e89d02d57c58e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_4) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/23.0.870.0 Safari/532.1",
"session_id": "af310cb3-a96f-437f-b4bb-0c0de2000910",
"risk_score": 70.94,
"confidenc... | kmcdonald | model_access | null | null | null | No additional info | AI system model_access by kmcdonald No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1b8269c7 | ca51b21d157ca24596fdca9dee8461b92e2c23c1aa2e0066cd80c81abc2a5830 | 354e43f7021c3eb938b8b9d9fd432d4d9856c189 | null | null | null | null | null | null | null |
3d436a43-24c3-4a2e-8726-92595bea6d9d | 2025-07-11T10:06:07 | ids_alert | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|medium| desc=Microsoft Sentinel Alert: Credential Stuffing detected from 190.57.25.83 targeting 218.160.125.34 Obfuscated payload detected | {
"geo_location": "Russia",
"device_hash": "844a8f2967575df4c410ed5f5e486e1ebea9e311",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/4.0)",
"session_id": "3772de9c-d9f6-41c0-9b45-c1e7e82f6144",
"risk_score": 47.54,
"confidence": 0.39
} | null | null | null | null | null | Obfuscated payload detected | Microsoft Sentinel Alert: Credential Stuffing detected from 190.57.25.83 targeting 218.160.125.34 Obfuscated payload detected | null | null | null | null | 190.57.25.83 | 218.160.125.34 | Credential Stuffing | SIG-1136 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
26a03f87-f0de-431f-bf2f-53db6e51f891 | 2025-05-24T04:15:05 | ai | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by cgarcia MITRE Technique: T1110.003 | {
"geo_location": "Somalia",
"device_hash": "4b2f6aa931c919e75f05bbf3770e298c5a476c89",
"user_agent": "Mozilla/5.0 (Android 4.2.2; Mobile; rv:53.0) Gecko/53.0 Firefox/53.0",
"session_id": "e059254e-67ad-4553-8d0c-334887d35239",
"risk_score": 13.75,
"confidence": 0.03
} | cgarcia | prompt_injection | null | null | null | MITRE Technique: T1110.003 | AI system prompt_injection by cgarcia MITRE Technique: T1110.003 | {
"baseline_deviation": 1.36,
"entropy": 2.49,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-b1e83756 | bb708b2af4bc67dd78781a704cf88ee3b07a5d9b | 2753fc40d9bfbba9a64d7a4d0bf97c41 | null | null | null | null | null | null | null |
a1e3319f-4103-49b0-9b2c-7b0e5ab7988b | 2025-04-20T16:22:11 | cloud | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in Alibaba by elizabeth18 No additional info | {
"geo_location": "Russian Federation",
"device_hash": "9fd36e125e1467e5029d59ab78104eb0",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_8 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/13.9u6769.0 Mobile/16J639 Safari/532.2",
"session_id": "96aac04d-6cab-486b-816c-a7b745f6519e",
"risk_score"... | elizabeth18 | storage_access | null | null | null | No additional info | Cloud storage_access in Alibaba by elizabeth18 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-99e337ef | null | null | null | null | null | null | null | null | null | null |
64db7454-04fd-41e4-9f64-5db92b5a18da | 2025-05-19T12:23:23 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in OCI by gmiles No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "6ae1e2d02a23986954cd5073163b0b92c93054b35e2ad94e4bd21e4362014441",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/3.0)",
"session_id": "b81695a8-a491-4b89-9878-5a97a6604beb",
"risk_score": 47.03,
"confidence":... | gmiles | api_abuse | null | null | null | No additional info | Cloud api_abuse in OCI by gmiles No additional info | null | null | null | null | null | null | null | null | null | OCI | res-2d89b8f1 | null | null | null | null | null | null | null | null | null | null |
e8db181b-ef20-45d9-84c0-8e0ed95fba6d | 2025-05-11T04:17:53 | network | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|info| desc=Network disconnection from 32.238.105.136 to 115.199.255.94 No additional info | {
"geo_location": "Gambia",
"device_hash": "82e388f5645b29294d309011d826875a5841b591dbe6e8805507bc089a9a0b58",
"user_agent": "Opera/8.64.(X11; Linux i686; ast-ES) Presto/2.9.162 Version/11.00",
"session_id": "cd35dbf4-879e-43f2-ac4d-c5ef76eb306c",
"risk_score": 68.94,
"confidence": 0.95
} | null | disconnection | null | null | null | No additional info | Network disconnection from 32.238.105.136 to 115.199.255.94 No additional info | null | null | null | null | 32.238.105.136 | 115.199.255.94 | null | null | null | null | null | null | null | null | null | null | HTTP | 333,440 | null | null | null |
29a75d70-627d-4452-9764-7e69a374069d | 2025-07-01T18:49:17 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system model_access by douglas27 No additional info | {
"geo_location": "Botswana",
"device_hash": "80b0a5e7dc10b151f73ed0cfae5f2553",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/5.1)",
"session_id": "ed6d2012-19de-4110-9eda-e3297972c757",
"risk_score": 63.69,
"confidence": 0.45
} | douglas27 | model_access | null | null | null | No additional info | AI system model_access by douglas27 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-3245b94f | 03cea72bf7180078ba95612fd702f0942481dc1d | 16e777bb9bcf52d59ed02b01dd9644018934febfcc4168dc0e0416927c4dffeb | null | null | null | null | null | null | null |
9a7c002a-8e64-40cd-b4fe-4a79e2daf2c4 | 2025-04-20T19:55:49 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task /space/blood.jpg by mthomas No additional info | {
"geo_location": "Djibouti",
"device_hash": "0bceb7f7ff2ffa4ba84859fee82ab03589956ba3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/3.0)",
"session_id": "caf686b1-26c3-41f6-a941-25ecefc525e4",
"risk_score": 66.48,
"confidence": 0.24
} | mthomas | scheduled_task | /space/blood.jpg | 2,483 | cmd.exe | No additional info | Endpoint scheduled_task /space/blood.jpg by mthomas No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b6803e57-2ce6-4462-b3c2-6a893cae089b | 2025-04-05T22:37:02 | ai | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by david12 MITRE Technique: T1110.003 | Associated Threat Actor: APT38 noise=list | {
"geo_location": "Somalia",
"device_hash": "16d13cae0822ffc70bede11864165606",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 13_5_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/35.0.815.0 Mobile/28B728 Safari/535.0",
"session_id": "494e1e1f-e04c-40b2-b3d9-bc7e318e52ed",
"risk_score": 61.38,
"... | david12 | training_data_poisoning | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: APT38 | AI system training_data_poisoning by david12 MITRE Technique: T1110.003 | Associated Threat Actor: APT38 | null | null | null | null | null | null | null | null | null | null | null | model-717f6da3 | 90df195fcd0d9ef75bcf8eb81489e277954c8844 | ede82085e69a5331147039ebf8f0a829 | null | null | null | null | null | null | null |
ae691839-5238-4c2d-a7b0-80a3b21173eb | 2025-02-27T01:25:27 | firewall | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|info| desc=Firewall log-only SSH traffic from 4.18.91.149:286 to 203.20.120.133:751 Associated Threat Actor: Sandworm Team | {
"geo_location": "Liechtenstein",
"device_hash": "a9c15308d749f9fe39f8e5813caaae93",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/3.1)",
"session_id": "cc5bf179-f65a-4deb-8540-98f6884dadd2",
"risk_score": 72.13,
"confidence": 0.22
} | null | log-only | null | null | null | Associated Threat Actor: Sandworm Team | Firewall log-only SSH traffic from 4.18.91.149:286 to 203.20.120.133:751 Associated Threat Actor: Sandworm Team | null | null | null | null | 4.18.91.149 | 203.20.120.133 | null | null | null | null | null | null | null | null | 286 | 751 | SSH | 118,075 | 759 | null | null |
a45188fe-7529-434d-9d00-93eb5543fc4e | 2025-04-10T05:04:06 | iot | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|high| desc=IoT device Camera physical_tamper MITRE Technique: T1059.005 | Associated Threat Actor: Leafminer | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "e1cb14403351ecfd3e1da80c5c551b51bcbde22fc48b826011f9e25f2fcfb8c0",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/8425-06-19 20:10:27 Firefox/3.8",
"session_id": "9d23d9ed-3257-435b-afb3-2aea3e8ba952",
"risk_score": 73.71,
"confiden... | null | physical_tamper | null | null | null | MITRE Technique: T1059.005 | Associated Threat Actor: Leafminer | IoT device Camera physical_tamper MITRE Technique: T1059.005 | Associated Threat Actor: Leafminer | null | Camera | iot-1eee2fdc | 6.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a4776069-e924-475e-bd52-aa89dc935403 | 2025-05-24T20:56:55 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth timeout for michaelbrown via biometric from 18.102.235.81 No additional info | {
"geo_location": "Kuwait",
"device_hash": "7615f4b58caaf9fc58206c9efebfcb057dd6d476b2288f46722c159fc0e3e3cf",
"user_agent": "Opera/8.64.(Windows CE; crh-UA) Presto/2.9.176 Version/10.00",
"session_id": "be1e557a-04a1-4202-91ba-247a16c262b6",
"risk_score": 47.88,
"confidence": 0.88
} | michaelbrown | timeout | null | null | null | No additional info | Auth timeout for michaelbrown via biometric from 18.102.235.81 No additional info | null | null | null | null | 18.102.235.81 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 0f:f0:a5:40:62:99 |
9f403188-76e2-47bb-a377-a35e576a3418 | 2025-03-13T21:12:58 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 158.90.110.137 to 132.41.43.38 No additional info noise=7D5205CF | {
"geo_location": "Myanmar",
"device_hash": "74214a588195e119ca12143d299f3dee17d1800d0cf8ab866aeb4090bd86fcfb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/3.1)",
"session_id": "8e2e6fbe-1563-41aa-b636-d485e6b13ca1",
"risk_score": 41.41,
"confidence": 0.17
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 158.90.110.137 to 132.41.43.38 No additional info | null | null | null | null | 158.90.110.137 | 132.41.43.38 | null | null | null | null | null | null | null | null | null | null | TCP | 193,735 | null | null | null |
b3171e35-9bb8-4849-8181-6e21cd3bd310 | 2025-02-01T15:58:48 | auth | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for chelseaparker via key from 6.127.255.124 No additional info | {
"geo_location": "China",
"device_hash": "69f0769b7d892df292e88bce82e05d1b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; my-MM) AppleWebKit/531.12.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6531.12.2",
"session_id": "b46da432-caf9-48b9-b58a-5c6f169a585c",
"risk_score": ... | chelseaparker | bypass | null | null | null | No additional info | Auth bypass for chelseaparker via key from 6.127.255.124 No additional info | null | null | null | null | 6.127.255.124 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 50:d3:2a:98:3a:55 |
595d75d2-005d-47df-b087-46f0a2a16b21 | 2025-05-31T21:59:09 | iot | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC protocol_violation MITRE Technique: T1134.001 | {
"geo_location": "Vanuatu",
"device_hash": "46cd533e439f1198883b0b8cfe0e88337d706e7f747d04333f21f942aee7ba89",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/532.6.1 (KHTML, like Gecko) Version/5.0.4 Safari/532.6.1",
"session_id": "e344dc06-a5a3-498b-a0a5-f9f5d2636a60",
"risk_score": 37.41,
... | null | protocol_violation | null | null | null | MITRE Technique: T1134.001 | IoT device HVAC protocol_violation MITRE Technique: T1134.001 | null | HVAC | iot-6999fbe0 | 2.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
294494b2-1d59-4c64-a5f3-d00949b30e52 | 2025-02-19T19:49:09 | ids_alert | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|high| desc=Wazuh Alert: MFA Bypass detected from 5.47.6.95 targeting N/A No additional info | {
"geo_location": "Peru",
"device_hash": "54dc7e9cb7bb9c4a04a875e16cb076e8db412687b8db47c1bc4f55e20c739b97",
"user_agent": "Opera/9.49.(X11; Linux i686; ve-ZA) Presto/2.9.161 Version/12.00",
"session_id": "79cf7e69-a3ac-44a5-bb5b-aa3fe031840f",
"risk_score": 48.96,
"confidence": 0.81
} | null | null | null | null | null | No additional info | Wazuh Alert: MFA Bypass detected from 5.47.6.95 targeting N/A No additional info | null | null | null | null | 5.47.6.95 | N/A | MFA Bypass | SIG-4129 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
b3d39e77-9d80-4045-a0ab-906327bd24da | 2025-03-03T20:22:53 | cloud | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in OCI by johnsonbrian No additional info noise=286BE770 | {
"geo_location": "Austria",
"device_hash": "34e723089aa974c76cf74534e9d9be084000fd05",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/3.0)",
"session_id": "cea28d9a-f4ba-44e4-8e71-f698970f012f",
"risk_score": 37.95,
"confidence": 0.11
} | johnsonbrian | config_change | null | null | null | No additional info | Cloud config_change in OCI by johnsonbrian No additional info | null | null | null | null | null | null | null | null | null | OCI | res-50735fce | null | null | null | null | null | null | null | null | null | null |
31eade5a-fb1a-45bc-b436-5183f3f4ed83 | 2025-02-20T12:47:36 | ids_alert | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|critical| desc=Darktrace Alert: Port Scan detected from 207.202.132.89 targeting N/A No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "47ac2a9458e9826e7ff53f6629e2302bbfb11061",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/3.0)",
"session_id": "a16ac4bf-00f2-4559-a5ca-e6a1654a1583",
"risk_score": 53.48,
"confidence": 0.24
} | null | null | null | null | null | No additional info | Darktrace Alert: Port Scan detected from 207.202.132.89 targeting N/A No additional info | null | null | null | null | 207.202.132.89 | N/A | Port Scan | SIG-1487 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
b5b61b25-78a3-4fc8-859d-0a9304776822 | 2025-02-16T12:12:13 | cloud | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in OCI by qmorris No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "cc8c82966e58629ee5d70ceeeb4c594d2749927c",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/18.0.822.0 Safari/534.2",
"session_id": "6178b9ad-9393-4f2c-8cdb-178ecc4bcbbf",
"risk_score": 6.71,
"confidence": 0.2
} | qmorris | storage_access | null | null | null | No additional info | Cloud storage_access in OCI by qmorris No additional info | null | null | null | null | null | null | null | null | null | OCI | res-e902e664 | null | null | null | null | null | null | null | null | null | null |
ebaa0c81-d931-4d06-be7b-4a6003928f5f | 2026-08-31T17:29:14 | cloud | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in Alibaba by joshuawatts MITRE Technique: T1574.002 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "35213c8eab5066874ec2907b4953e1dfb6602d5eb8662581275696fa854cb790",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/4.1)",
"session_id": "bc2f0010-fc0a-48cb-baff-9187064097b4",
"risk_score": 72.44,
"confidence": 0.13
} | joshuawatts | permission_escalation | null | null | null | MITRE Technique: T1574.002 | Cloud permission_escalation in Alibaba by joshuawatts MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | Alibaba | res-75120d1a | null | null | null | null | null | null | null | null | null | null |
5475df3c-aff9-491b-b933-6430571bccd0 | 2025-02-01T19:49:33 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall allow HTTPS traffic from 207.29.114.26:88 to 20.79.21.146:297 No additional info | {
"geo_location": "Sri Lanka",
"device_hash": "662c2bdee51332ab835b328bac680c35",
"user_agent": "Opera/8.33.(Windows NT 5.1; mn-MN) Presto/2.9.185 Version/12.00",
"session_id": "c87a0359-6f4c-46f7-9813-53b4bda8f558",
"risk_score": 53.93,
"confidence": 0.72
} | null | allow | null | null | null | No additional info | Firewall allow HTTPS traffic from 207.29.114.26:88 to 20.79.21.146:297 No additional info | null | null | null | null | 207.29.114.26 | 20.79.21.146 | null | null | null | null | null | null | null | null | 88 | 297 | HTTPS | 86,462 | 2,012 | null | null |
d9077b7b-d8a7-43e2-b7f2-37b70f2cab5e | 2025-03-22T15:42:48 | iot | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|info| desc=IoT device Medical protocol_violation MITRE Technique: T1218.011 | {
"geo_location": "North Korea",
"device_hash": "c874c20f88e7fc566d9609d1d6a3ff2ff87011ce137545f7ebe31fca75b0d466",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_5 rv:6.0; byn-ER) AppleWebKit/535.16.4 (KHTML, like Gecko) Version/5.1 Safari/535.16.4",
"session_id": "17859f79-9a49-481a-9dbb-53c2f52f... | null | protocol_violation | null | null | null | MITRE Technique: T1218.011 | IoT device Medical protocol_violation MITRE Technique: T1218.011 | null | Medical | iot-a4d167cc | 4.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5cc6e059-4bb2-4253-9223-7f3e78c8537a | 2025-06-21T17:04:48 | network | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|critical| desc=Network disconnection from 1.151.104.43 to 10.184.104.68 MITRE Technique: T1486 | Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Bhutan",
"device_hash": "d6d02879909ed1f1df8f9e0878436d77d81c71cd",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/534.30.6 (KHTML, like Gecko) Version/5.0 Safari/534.30.6",
"session_id": "56ea194d-2020-40b2-a69a-b2360571a69d",
"risk_score": 0,
"confidence": 0.14
} | null | disconnection | null | null | null | MITRE Technique: T1486 | Unconventional IOC: Thermal sensor anomalies | Network disconnection from 1.151.104.43 to 10.184.104.68 MITRE Technique: T1486 | Unconventional IOC: Thermal sensor anomalies | null | null | null | null | 1.151.104.43 | 10.184.104.68 | null | null | null | null | null | null | null | null | null | null | ICMP | 192,811 | null | null | null |
c01dd0da-441c-416e-904c-6af6fee4afbf | 2025-06-03T01:19:08 | cloud | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in AWS by chavezheather No additional info | {
"geo_location": "Korea",
"device_hash": "e728abc8297ec2ff28da2f539f0b25fbb087209083fa9fc4f7f8b4e9bc7872e5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/3.1)",
"session_id": "8700bf04-4be4-4366-bbeb-548ef370b6c6",
"risk_score": 72.05,
"confidence": 0.17
} | chavezheather | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by chavezheather No additional info | null | null | null | null | null | null | null | null | null | AWS | res-ba3cccfc | null | null | null | null | null | null | null | null | null | null |
06c8a20d-6aee-424c-8664-8bacebcb7379 | 2025-05-21T02:08:32 | ai | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by wilkinsonheather No additional info noise=C19E36E9 | {
"geo_location": "Italy",
"device_hash": "1407ad3b453743cdab203f3c0de6953473b9bc9a0c3a735add4cce416cc49807",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_3 rv:6.0; iu-CA) AppleWebKit/531.10.4 (KHTML, like Gecko) Version/4.1 Safari/531.10.4",
"session_id": "8367120d-d5c2-4a0f-80d8-6e15c8b69494",
... | wilkinsonheather | api_abuse | null | null | null | No additional info | AI system api_abuse by wilkinsonheather No additional info | null | null | null | null | null | null | null | null | null | null | null | model-430848bc | 10b06206284e7eb031bb8d34b3a5daae | f221170b1ce53ed963d056e2fe75112b | null | null | null | null | null | null | null |
e28174f4-b5ab-4287-a6a1-4549d4c86251 | 2025-03-03T16:14:01 | endpoint | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /officer/black.json by lisa11 No additional info | {
"geo_location": "Congo",
"device_hash": "2e3e5962ec52990465ce38f4b7789ad1",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_3 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/18.0.800.0 Mobile/55L458 Safari/531.1",
"session_id": "ee8facf3-83aa-46d8-974e-249e35222714",
"risk_score": 11.75,
... | lisa11 | powershell_exec | /officer/black.json | 5,967 | cmd.exe | No additional info | Endpoint powershell_exec /officer/black.json by lisa11 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
064c2593-575b-4753-92a6-aee005afa372 | 2030-05-22T10:09:33 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by ckennedy No additional info | {
"geo_location": "Saint Lucia",
"device_hash": "7b51be699b7b5b40a4cc22ce6a7431cc",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/20.0.855.0 Safari/531.1",
"session_id": "37ff0c82-1653-4b11-b7fb-54b5cb88ead2",
"risk_score": 53.35,
"confidence": 0.03
} | ckennedy | api_abuse | null | null | null | No additional info | AI system api_abuse by ckennedy No additional info | null | null | null | null | null | null | null | null | null | null | null | model-cec10e67 | 1fa99be3b33838059e638edd8514134f9feef3fb | df1565d4fb4b5094a02fdcd502fa49f7 | null | null | null | null | null | null | null |
2ab1f102-b8ec-44ad-870b-03f6bcf7c0f7 | 2025-02-09T00:26:38 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by jonesjamie Associated Threat Actor: Kimsuky | {
"geo_location": "United States Virgin Islands",
"device_hash": "82ebba65e640de6a2ad3ca52425dd2d1722fc66fdc02739e69f994362d987848",
"user_agent": "Opera/9.45.(Windows CE; quz-PE) Presto/2.9.178 Version/12.00",
"session_id": "8037ab0a-2509-4efb-bafc-b3a663e4f17c",
"risk_score": 33.28,
"confidence": 0.49
} | jonesjamie | model_inversion | null | null | null | Associated Threat Actor: Kimsuky | AI system model_inversion by jonesjamie Associated Threat Actor: Kimsuky | null | null | null | null | null | null | null | null | null | null | null | model-9894bdcc | 918ef55d2dd17e7757b214db1ece546719bf683b | d75defc20a27f116306004e2180a12b6c4e5e9080336163a85d4bce4617bb367 | null | null | null | null | null | null | null |
97d4a0b4-3f8a-4f14-b3bb-baac180e7237 | 2025-04-18T14:35:52 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Azure by erinyoung Associated Threat Actor: Mustang Panda | {
"geo_location": "Saudi Arabia",
"device_hash": "4d6fb651d886f8a850bdee955fc84c6134ffb89f",
"user_agent": "Opera/8.71.(Windows NT 10.0; aa-DJ) Presto/2.9.179 Version/10.00",
"session_id": "4e9533e5-81fb-4226-afb5-38a8fa5d5c94",
"risk_score": 19.58,
"confidence": 0.22
} | erinyoung | storage_access | null | null | null | Associated Threat Actor: Mustang Panda | Cloud storage_access in Azure by erinyoung Associated Threat Actor: Mustang Panda | null | null | null | null | null | null | null | null | null | Azure | res-147efce8 | null | null | null | null | null | null | null | null | null | null |
7b0a3697-0311-4cc9-a8b0-d4ae1d97413b | 2025-01-15T09:46:49 | ai | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|high| desc=AI system model_inversion by richardbuck No additional info | {
"geo_location": "North Macedonia",
"device_hash": "9932df85e4cece20eb471a6a139864f810f4191523ee09bf0b31f81f7ad029e8",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_7 rv:3.0; mhr-RU) AppleWebKit/534.19.4 (KHTML, like Gecko) Version/5.0 Safari/534.19.4",
"session_id": "05a260b9-800f-4d80-b513-a2c0f... | richardbuck | model_inversion | null | null | null | No additional info | AI system model_inversion by richardbuck No additional info | null | null | null | null | null | null | null | null | null | null | null | model-4578d605 | aa578e09a58dee803376039f88968dbd | 840659dd7b137d1967a4c8bbbb01927c | null | null | null | null | null | null | null |
ff7d5d50-bbd0-4e72-8676-cabddf96e299 | 2025-05-31T23:47:06 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism best by john42 Unconventional IOC: TPM attestation failures | {
"geo_location": "Croatia",
"device_hash": "d8a696745be5f522ca869b0bddcfc2a6",
"user_agent": "Mozilla/5.0 (Windows 95; ha-NG; rv:1.9.0.20) Gecko/3546-05-14 16:42:36 Firefox/3.6.18",
"session_id": "2615154a-ea78-4f62-85a3-ddf2d792b741",
"risk_score": 81.99,
"confidence": 0.33
} | john42 | persistence_mechanism | best | 9,079 | explorer.exe | Unconventional IOC: TPM attestation failures | Endpoint persistence_mechanism best by john42 Unconventional IOC: TPM attestation failures | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d1fc30be-36c3-464f-a19d-fac9a92226ca | 2025-07-10T05:24:31 | cloud | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in OCI by uaustin MITRE Technique: T1134.001 | {
"geo_location": "Moldova",
"device_hash": "bf6446fe11a2974ea7ebfc14fb695fa0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/3.0)",
"session_id": "af91606c-05da-4e3f-9ecf-f810520c30d4",
"risk_score": 71.27,
"confidence": 0.36
} | uaustin | permission_escalation | null | null | null | MITRE Technique: T1134.001 | Cloud permission_escalation in OCI by uaustin MITRE Technique: T1134.001 | {
"baseline_deviation": 1.98,
"entropy": 4.76,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | OCI | res-1d4d5b49 | null | null | null | null | null | null | null | null | null | null |
d4a601df-288f-49fc-8299-c60c61a9ae72 | 2025-06-20T04:21:13 | endpoint | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change /morning/service.mov by brian04 No additional info | {
"geo_location": "Suriname",
"device_hash": "7bab7d009a7374dce3e3bda9eef7a22edd4baef8d6d8d92841aa6000851b3f58",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/5.1)",
"session_id": "dfade33d-4ba4-4412-8c2b-81fa47ef97bc",
"risk_score": 63.53,
"confidence": 0.93
} | brian04 | registry_change | /morning/service.mov | 9,889 | cmd.exe | No additional info | Endpoint registry_change /morning/service.mov by brian04 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ccd8b904-4bb9-40c1-ab1f-be029752c8d5 | 2025-04-07T19:59:48 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by charlesavery No additional info | {
"geo_location": "Somalia",
"device_hash": "f02d461639315273ddb3429cd53517613b1de02a",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_3; rv:1.9.2.20) Gecko/9842-11-15 00:06:03 Firefox/14.0",
"session_id": "4d4fe506-21ac-4619-b497-7c4beda2f478",
"risk_score": 53.3,
"confidence": 0.19
} | charlesavery | model_inversion | null | null | null | No additional info | AI system model_inversion by charlesavery No additional info | null | null | null | null | null | null | null | null | null | null | null | model-2eaa6aae | 509e246cb00c9a50c3ba13f293ef777f | fa616268b8bfd8589e3e9507b57d804e5e2fe72824f3c7e1ef3e93532f5d27e8 | null | null | null | null | null | null | null |
f2d78961-546f-492f-bd75-0ed3200927ac | 2025-04-01T03:43:37 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth success for samanthadiaz via password from 57.184.43.198 No additional info noise=kitchen|between|suddenly | {
"geo_location": "Slovenia",
"device_hash": "907e24cd90da663c2a0d4479b1b0997bbd7848cda052faca542ac0acd6fc4937",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/6610-01-25 13:45:33 Firefox/3.8",
"session_id": "50915fb1-21a1-4f92-a78a-12bbd8a555e4",
"risk_score": 50.8,
"confidence": 0.72
} | samanthadiaz | success | null | null | null | No additional info | Auth success for samanthadiaz via password from 57.184.43.198 No additional info | {
"baseline_deviation": 1.78,
"entropy": 7.33,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 57.184.43.198 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 2b:c1:f4:a8:ae:7f |
b7557ba3-daef-403d-956f-d631c117d6dd | 2025-03-25T22:04:25 | firewall | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine NTP traffic from 120.66.119.75:3326 to 143.177.226.139:26507 MITRE Technique: T1543.003 noise=Tm9ydGgu | {
"geo_location": "Guyana",
"device_hash": "152679de68e4bb938c13f9b625cde93d05d42baa",
"user_agent": "Mozilla/5.0 (Linux; Android 4.3.1) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/27.0.887.0 Safari/536.1",
"session_id": "6e53f809-53b8-4eb2-bb0e-78ff6b143c26",
"risk_score": 64.62,
"confidence": 0.39
} | null | quarantine | null | null | null | MITRE Technique: T1543.003 | Firewall quarantine NTP traffic from 120.66.119.75:3326 to 143.177.226.139:26507 MITRE Technique: T1543.003 | null | null | null | null | 120.66.119.75 | 143.177.226.139 | null | null | null | null | null | null | null | null | 3,326 | 26,507 | NTP | 849,651 | 771 | null | null |
05c7f053-ffe8-49ed-894a-de022d11df1b | 2025-05-22T13:09:49 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth success for xsexton via biometric from 50.74.45.149 No additional info | {
"geo_location": "Costa Rica",
"device_hash": "4f36377f8d9fd4a7dfa15d5730b52c83",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_1) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/20.0.841.0 Safari/535.1",
"session_id": "2bdc6ba7-d494-4145-bc5a-53861a148c06",
"risk_score": 54.07,
"confidence": 0.2... | xsexton | success | null | null | null | No additional info | Auth success for xsexton via biometric from 50.74.45.149 No additional info | null | null | null | null | 50.74.45.149 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 1e:99:cd:b5:14:d6 |
c4d67c67-9883-40a4-b674-c4ed4dcb76b3 | 2025-02-08T20:02:57 | auth | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|high| desc=Auth failed for bradleygarcia via SAML from 19.113.156.3 MITRE Technique: T1053.005 | {
"geo_location": "Indonesia",
"device_hash": "9d03bfdb9b07a6ad760afc71b44ccaa38f8f994d",
"user_agent": "Opera/9.80.(Windows NT 5.01; be-BY) Presto/2.9.184 Version/10.00",
"session_id": "930a7d50-1de6-4a02-9742-0a92045dce1a",
"risk_score": 25.86,
"confidence": 0.81
} | bradleygarcia | failed | null | null | null | MITRE Technique: T1053.005 | Auth failed for bradleygarcia via SAML from 19.113.156.3 MITRE Technique: T1053.005 | null | null | null | null | 19.113.156.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | f8:e3:d2:26:f2:8e |
968c40ff-8dc7-46e9-9dcc-81db82d6ec93 | 2025-01-14T03:20:59 | ai | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by ewatson No additional info | {
"geo_location": "North Macedonia",
"device_hash": "10ee63a06e41ba606ff30e396e79e50a",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_9 rv:2.0; ckb-IQ) AppleWebKit/532.17.4 (KHTML, like Gecko) Version/5.0 Safari/532.17.4",
"session_id": "41b9a818-4907-402e-859a-9bc7a5be9164",
"risk_score": 48... | ewatson | membership_inference | null | null | null | No additional info | AI system membership_inference by ewatson No additional info | {
"baseline_deviation": 2.64,
"entropy": 2.31,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-6ebe87a4 | 529532e94b37ce55bd44a63a37670fdb | 7b44701aebab9b30629988c931f6cc1b | null | null | null | null | null | null | null |
3ee5ca31-9364-44c6-8081-84fd78bd07ce | 2025-02-27T22:21:38 | ids_alert | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|low| desc=Darktrace Alert: Cloud API Abuse detected from 92.87.156.199 targeting 44.48.58.115 No additional info | {
"geo_location": "North Korea",
"device_hash": "d273bc0ac40d76910f9babb679c29828204bad07",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/53.0.897.0 Mobile/07B727 Safari/536.1",
"session_id": "06308f1a-355d-4790-a7f9-aaf3ab96c164",
"risk_score"... | null | null | null | null | null | No additional info | Darktrace Alert: Cloud API Abuse detected from 92.87.156.199 targeting 44.48.58.115 No additional info | null | null | null | null | 92.87.156.199 | 44.48.58.115 | Cloud API Abuse | SIG-1355 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
0f7782b1-cbd6-45bc-9b71-1dda140f08f9 | 2029-12-24T14:05:08 | network | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 102.136.244.169 to 165.98.9.115 No additional info | {
"geo_location": "Switzerland",
"device_hash": "e5148eb02171b835c9e71b40d5c5b474",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/3.1)",
"session_id": "97ddf179-d7b2-4e50-b140-49c3c5d04a07",
"risk_score": 84.46,
"confidence": 0.34
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 102.136.244.169 to 165.98.9.115 No additional info | null | null | null | null | 102.136.244.169 | 165.98.9.115 | null | null | null | null | null | null | null | null | null | null | UDP | 18,641 | null | null | null |
31ed6ba0-0c85-4399-881f-41b8e1ec3115 | 2025-06-06T17:58:30 | endpoint | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop town by erinmcdonald No additional info | {
"geo_location": "Belarus",
"device_hash": "23da05772b7b8f59683a046381c9e649",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_6 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/38.0.853.0 Mobile/70V888 Safari/536.0",
"session_id": "bc8fbf6a-cb0e-4fdf-b07d-bdd3c8cd8943",
"risk_score": 64.72,
... | erinmcdonald | process_stop | town | 9,779 | cmd.exe | No additional info | Endpoint process_stop town by erinmcdonald No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
55486882-4ffa-4be1-82ba-3e8e99648d6f | 2025-05-03T21:54:37 | cloud | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud config_change in OCI by vcampbell No additional info | {
"geo_location": "Congo",
"device_hash": "8619e9844ac93bddee035874923ef39f9cb853e547012b50b19bddd462494191",
"user_agent": "Opera/8.53.(X11; Linux x86_64; ru-UA) Presto/2.9.164 Version/11.00",
"session_id": "d3fb55f3-35f1-4ff9-9ce8-6976b59b4ae6",
"risk_score": 59.54,
"confidence": 0.05
} | vcampbell | config_change | null | null | null | No additional info | Cloud config_change in OCI by vcampbell No additional info | null | null | null | null | null | null | null | null | null | OCI | res-c3ce2b43 | null | null | null | null | null | null | null | null | null | null |
32f96c2d-e70e-418f-8f4f-73a0b31b4ceb | 2025-01-31T19:10:21 | auth | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|medium| desc=Auth locked for yvette38 via OAuth from 18.208.97.129 No additional info | {
"geo_location": "Congo",
"device_hash": "f7692e0435b04436000dc394d7cb6f783c8acbb1",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/12.6v4102.0 Mobile/28W905 Safari/532.2",
"session_id": "5f160d8d-16e8-41f0-9919-4b34e5d762dc",
"risk_score": 32.... | yvette38 | locked | null | null | null | No additional info | Auth locked for yvette38 via OAuth from 18.208.97.129 No additional info | null | null | null | null | 18.208.97.129 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 2d:e8:73:e4:4a:7e |
526cb323-1c3f-4089-9e6f-4eb503d5df11 | 2025-05-11T16:11:25 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat sensor_spoofing No additional info | {
"geo_location": "Iran",
"device_hash": "7fae92f994e647ad08efd68ad3731d99d1d216aac02d311d2f3d749cae6aa99f",
"user_agent": "Opera/9.40.(X11; Linux x86_64; or-IN) Presto/2.9.184 Version/12.00",
"session_id": "512cec40-0714-4b33-b53c-e81534f694d9",
"risk_score": 46.5,
"confidence": 0.66
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Thermostat sensor_spoofing No additional info | null | Thermostat | iot-358ecefb | 8.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c0a0d5e3-826d-44b4-9e6b-2f65cc63ef92 | 2025-04-20T01:39:24 | cloud | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in AWS by davenportcarol No additional info | {
"geo_location": "Nauru",
"device_hash": "a92a3691d53a7d27be6282a4f509161d6e4febcf",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/29.0.885.0 Safari/533.1",
"session_id": "f93d5faf-d095-4bda-90ab-0a53e9997b2e",
"risk_score": 36.11,
"confidence": 0.38
} | davenportcarol | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by davenportcarol No additional info | null | null | null | null | null | null | null | null | null | AWS | res-8ebfe8bd | null | null | null | null | null | null | null | null | null | null |
3bbce050-cd18-49a3-affa-2e399d50e59a | 2025-03-22T01:18:00 | ai | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by jwilson MITRE Technique: T1059.001 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Cameroon",
"device_hash": "bd902a0401a87586f3737f8eb92383108fdd820b",
"user_agent": "Opera/9.11.(Windows CE; lv-LV) Presto/2.9.182 Version/12.00",
"session_id": "fc7bdf5b-444c-4e95-a9f8-e9009ec83751",
"risk_score": 40.75,
"confidence": 0.66
} | jwilson | adversarial_input | null | null | null | MITRE Technique: T1059.001 | Unconventional IOC: Quantum random number deviations | AI system adversarial_input by jwilson MITRE Technique: T1059.001 | Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | null | null | model-bc3c94e3 | 9f95437e37e086d5996bd947c3d51cc2e2bbbc0527c73fc6c28cf8e02daf8f34 | 4361aa244a5460b846ba7c190cb2b4d59c93ecbb | null | null | null | null | null | null | null |
028db201-635c-4718-897f-c2821b35a13e | 2028-12-16T23:57:27 | network | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 147.180.51.46 to 197.228.174.192 Possible protocol tunneling | {
"geo_location": "Iran",
"device_hash": "69948c95fcc4fb483905279c2f3c5fc8f9cc40baa4d8f73b6f5324c244a9ea9d",
"user_agent": "Mozilla/5.0 (Android 5.0.1; Mobile; rv:30.0) Gecko/30.0 Firefox/30.0",
"session_id": "fc934449-a64c-4952-b256-7ccc7eb43d8e",
"risk_score": 49.31,
"confidence": 0.63
} | null | protocol_anomaly | null | null | null | Possible protocol tunneling | Network protocol_anomaly from 147.180.51.46 to 197.228.174.192 Possible protocol tunneling | null | null | null | null | 147.180.51.46 | 197.228.174.192 | null | null | null | null | null | null | null | null | null | null | ICMP | 23,242 | null | null | null |
41f5061a-d2bd-4d58-80ce-5c166d75ca5e | 2025-02-04T14:27:36 | firewall | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|info| desc=Firewall quarantine TCP traffic from 17.91.58.242:969 to 172.169.79.120:151 MITRE Technique: T1078.004 | {
"geo_location": "Grenada",
"device_hash": "8eda58ad95e64be09f725103ef6f98c13438220e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/5.0)",
"session_id": "57a06822-f6f3-47ea-a745-c4ae16c02440",
"risk_score": 48.41,
"confidence": 0.67
} | null | quarantine | null | null | null | MITRE Technique: T1078.004 | Firewall quarantine TCP traffic from 17.91.58.242:969 to 172.169.79.120:151 MITRE Technique: T1078.004 | null | null | null | null | 17.91.58.242 | 172.169.79.120 | null | null | null | null | null | null | null | null | 969 | 151 | TCP | 822,518 | 569 | null | null |
00b58f46-e379-45b9-a9b8-e8dc69493aa6 | 2025-03-16T18:58:08 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection /special/religious.mov by opadilla No additional info | {
"geo_location": "Congo",
"device_hash": "e7399f1d8aa0badc51050e8ece7ebccb",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/55.0.849.0 Safari/531.2",
"session_id": "7f156a93-4164-41be-9105-4cb3f5da3df6",
"risk_score": 38.9,
"confidence": 0.24
} | opadilla | memory_injection | /special/religious.mov | 3,241 | svchost.exe | No additional info | Endpoint memory_injection /special/religious.mov by opadilla No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0db9a46f-3f88-43c3-a305-1f20f0fd1f73 | 2025-02-10T21:51:40 | network | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|low| desc=Network beaconing from 4.185.185.96 to 83.113.186.175 MITRE Technique: T1574.002 | Unconventional IOC: UEFI variable tampering noise=A2EC944E | {
"geo_location": "Sierra Leone",
"device_hash": "dd5dcfa7b15ae1710fc4aab0f3053cb4",
"user_agent": "Opera/9.57.(X11; Linux i686; byn-ER) Presto/2.9.165 Version/10.00",
"session_id": "a970e57f-17bf-44fc-b9d0-9df62d07a686",
"risk_score": 76.2,
"confidence": 0.03
} | null | beaconing | null | null | null | MITRE Technique: T1574.002 | Unconventional IOC: UEFI variable tampering | Network beaconing from 4.185.185.96 to 83.113.186.175 MITRE Technique: T1574.002 | Unconventional IOC: UEFI variable tampering | null | null | null | null | 4.185.185.96 | 83.113.186.175 | null | null | null | null | null | null | null | null | null | null | ICMP | 199,340 | null | null | null |
bc9236f1-9650-4e11-9e75-b2f8e2e752e4 | 2025-06-12T23:36:49 | iot | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "86432f57578376fc498c2cf48813c7316b864ec38e0bedf65d9ebbbf3cde4da2",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/56.0.838.0 Safari/532.0",
"session_id": "4f593107-90c8-451d-97a9-19d56b8bfca1",
"r... | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-de4b038c | 5.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1e6da815-7dfd-4848-a36a-960510e72142 | 2025-06-19T07:29:11 | iot | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC physical_tamper No additional info noise=9F32A51D | {
"geo_location": "North Macedonia",
"device_hash": "c63ba24c8626c454ff96878db246bb207da569c3",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; cs-CZ; rv:1.9.1.20) Gecko/7232-05-14 12:02:15 Firefox/3.6.15",
"session_id": "cb56f884-325e-49f5-8f67-a9cfc304869c",
"risk_score": 82.68,
"confidence": 0.2
} | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-655aed02 | 9.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c7d64580-d4f2-4f27-b9fa-ba4a629e965a | 2025-01-15T06:18:09 | firewall | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|high| desc=Firewall deny RDP traffic from 160.69.48.217:21 to 94.74.134.20:453 MITRE Technique: T1218.011 | {
"geo_location": "Isle of Man",
"device_hash": "ca2e62e987e05c1de0bdb314eb2af39cdfeead48",
"user_agent": "Mozilla/5.0 (Linux; Android 8.1.0) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/23.0.849.0 Safari/536.1",
"session_id": "abe02ada-bb49-4d61-9cf6-2f3e9159eaa9",
"risk_score": 51.45,
"confidence": 0.55
} | null | deny | null | null | null | MITRE Technique: T1218.011 | Firewall deny RDP traffic from 160.69.48.217:21 to 94.74.134.20:453 MITRE Technique: T1218.011 | null | null | null | null | 160.69.48.217 | 94.74.134.20 | null | null | null | null | null | null | null | null | 21 | 453 | RDP | 720,128 | 3,217 | null | null |
26997afc-664d-4293-822d-2b54529f6119 | 2025-02-02T05:21:37 | firewall | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|low| desc=Firewall deny RDP traffic from 10.58.80.41:234 to 139.196.187.150:22220 No additional info | {
"geo_location": "Myanmar",
"device_hash": "7763939e2a71b03c302c1e8e1756fa80",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/4.0)",
"session_id": "e4ef9238-8c6a-4443-9486-a513455acc28",
"risk_score": 37.54,
"confidence": 0.4
} | null | deny | null | null | null | No additional info | Firewall deny RDP traffic from 10.58.80.41:234 to 139.196.187.150:22220 No additional info | null | null | null | null | 10.58.80.41 | 139.196.187.150 | null | null | null | null | null | null | null | null | 234 | 22,220 | RDP | 81,482 | 441 | null | null |
3467bedc-e1f9-4930-bb2f-cadc00c9ae78 | 2025-06-30T22:43:21 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network disconnection from 204.72.252.192 to 199.55.77.105 No additional info | {
"geo_location": "Oman",
"device_hash": "d0d35cb2d281ce66b95c1421c3bee9129f174a80",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; sv-FI; rv:1.9.0.20) Gecko/5431-03-12 06:25:27 Firefox/3.6.12",
"session_id": "89365732-3bd4-4c75-9326-163670a33ca3",
"risk_score": 33.48,
"confidence": 0.98
} | null | disconnection | null | null | null | No additional info | Network disconnection from 204.72.252.192 to 199.55.77.105 No additional info | null | null | null | null | 204.72.252.192 | 199.55.77.105 | null | null | null | null | null | null | null | null | null | null | ICMP | 425,519 | null | null | null |
d8b000bd-aed1-4f5b-87e9-e67cf574efff | 2025-04-07T08:59:54 | network | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|medium| desc=Network covert_channel from 21.179.189.27 to 158.16.184.125 No additional info | {
"geo_location": "China",
"device_hash": "54e29c52c6948e230fd4dad0f7eab07e1ea2fab5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/4.1)",
"session_id": "3b1afe34-181e-4d1b-b378-c5dda225481e",
"risk_score": 30.68,
"confidence": 0.19
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 21.179.189.27 to 158.16.184.125 No additional info | null | null | null | null | 21.179.189.27 | 158.16.184.125 | null | null | null | null | null | null | null | null | null | null | HTTPS | 685,044 | null | null | null |
b542be0f-3dc5-483f-a396-ac4282fc26ae | 2025-07-06T13:50:08 | ai | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by dillonking No additional info noise=F4A17EBE | {
"geo_location": "Denmark",
"device_hash": "8a6ac7a69a9604d0beddbd21fbc08aebd5769cea",
"user_agent": "Opera/9.20.(X11; Linux x86_64; so-ET) Presto/2.9.187 Version/12.00",
"session_id": "35ce0b5b-e884-4de8-99fe-c158ee08c40a",
"risk_score": 61.67,
"confidence": 0.05
} | dillonking | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by dillonking No additional info | null | null | null | null | null | null | null | null | null | null | null | model-dd3f26b8 | 8b94d160535a65ca29905942f15b28a08a48b30581e9a4d61f06d544a3c9aa69 | b3d25a5cea2165bf62201f73a371fde12b25ea78d1f389b16985f2ac5e217b4f | null | null | null | null | null | null | null |
11f677e9-ca71-4926-b926-2ab0ab0fddb7 | 2025-03-27T15:41:06 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth locked for qbrown via password from 188.227.13.49 Credential stuffing pattern detected | {
"geo_location": "Gambia",
"device_hash": "ee15cbf2a9c3c8b2c5e747a46d8c113f19e08f51",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/4.1)",
"session_id": "e647eda7-5e50-47e2-b0fe-c90ae0782386",
"risk_score": 42.9,
"confidence": 0.54
} | qbrown | locked | null | null | null | Credential stuffing pattern detected | Auth locked for qbrown via password from 188.227.13.49 Credential stuffing pattern detected | null | null | null | null | 188.227.13.49 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 97:5a:34:05:9d:2e |
925f0682-f58e-4761-944b-038eedd0f184 | 2025-02-14T11:15:43 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /service/trial.jpg by leahlyons No additional info noise=3C90A06F | {
"geo_location": "Algeria",
"device_hash": "e9e8b43126cc379e9fa02c3a2c0e527f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/4.0)",
"session_id": "75022f0c-2f25-4236-87ba-27318c7fba18",
"risk_score": 57.31,
"confidence": 0.87
} | leahlyons | persistence_mechanism | /service/trial.jpg | 238 | explorer.exe | No additional info | Endpoint persistence_mechanism /service/trial.jpg by leahlyons No additional info | {
"baseline_deviation": 2.9,
"entropy": 2.26,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d402544a-6f70-44b0-8533-2c4b20ea7a08 | 2025-05-10T07:20:55 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in Alibaba by andreaavila No additional info | {
"geo_location": "Yemen",
"device_hash": "6c563f261bd13cd6cac7bb69b11cf25635e2fcd5",
"user_agent": "Opera/9.42.(X11; Linux i686; ka-GE) Presto/2.9.161 Version/10.00",
"session_id": "f7176939-f5f0-4f12-8cc0-89495d59d121",
"risk_score": 85.72,
"confidence": 0.28
} | andreaavila | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Alibaba by andreaavila No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-47651149 | null | null | null | null | null | null | null | null | null | null |
0e3c02c6-2acd-40df-aca7-80f313d0cf58 | 2025-07-06T20:01:06 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by nicole06 MITRE Technique: T1486 noise=RWZmb3J0Lg== | {
"geo_location": "North Korea",
"device_hash": "aedd74838feee8b46220ddf83da6442a",
"user_agent": "Opera/8.41.(Windows NT 6.1; fr-CH) Presto/2.9.169 Version/11.00",
"session_id": "a43b7443-f47a-4aed-ae7f-d0c9a5bac785",
"risk_score": 34.22,
"confidence": 0.76
} | nicole06 | fine_tuning | null | null | null | MITRE Technique: T1486 | AI system fine_tuning by nicole06 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | model-58a7d6e7 | 5f6f39f7982c0fdcb2df9fb361eb97ed | af1d8fe9064228d2e9f803386ae4818c36162d99 | null | null | null | null | null | null | null |
cb82bdac-5fdd-4f86-85ac-b89567167128 | 2025-03-15T07:31:43 | ai | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by caleb23 No additional info | {
"geo_location": "Netherlands",
"device_hash": "1249dcffeefb43bbe8f01dc8f7321966",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_4 rv:4.0; raj-IN) AppleWebKit/531.24.1 (KHTML, like Gecko) Version/4.1 Safari/531.24.1",
"session_id": "4e5d6e83-a482-4e67-aed1-633400dfb57b",
"risk_score": 89.99,
"co... | caleb23 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by caleb23 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-35a8c297 | dff663de3397f4c9881f59812c5bd2e44e58155623cd4a8928b69475d67f6f9f | c6e26901d4ac381a9143aa4eddbdac4408627cc2dfd1adb902a9b5102d4dc1ab | null | null | null | null | null | null | null |
79bca07d-b531-461e-98f0-4e236450bf07 | 2025-06-07T07:23:22 | ids_alert | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|critical| desc=Palo Alto Cortex Alert: ICS Attack detected from 103.152.220.201 targeting 186.136.122.146 No additional info noise=pay|road|value | {
"geo_location": "American Samoa",
"device_hash": "0a309125f0588d1bd4c872cdc85c87da40824f8bb8fe96f7d058c8cbdfa3aa38",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_2_1 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/17.0e6985.0 Mobile/44P902 Safari/533.2",
"session_id": "1d06458e-8ada-4f51-a8c... | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: ICS Attack detected from 103.152.220.201 targeting 186.136.122.146 No additional info | {
"baseline_deviation": 0.81,
"entropy": 2,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 103.152.220.201 | 186.136.122.146 | ICS Attack | SIG-3775 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
41007b94-4f05-4abd-97a6-af050051b48f | 2025-02-01T08:36:41 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth timeout for benjamin27 via MFA from 74.176.88.133 MITRE Technique: T1134.001 | {
"geo_location": "Seychelles",
"device_hash": "deeca39aca069dcf6b6009349a2b0ac7",
"user_agent": "Opera/9.68.(X11; Linux i686; bhb-IN) Presto/2.9.189 Version/11.00",
"session_id": "92556978-c31c-454c-ac1d-d38222b1c869",
"risk_score": 70.41,
"confidence": 0.43
} | benjamin27 | timeout | null | null | null | MITRE Technique: T1134.001 | Auth timeout for benjamin27 via MFA from 74.176.88.133 MITRE Technique: T1134.001 | null | null | null | null | 74.176.88.133 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | bd:71:1d:40:22:60 |
eef29234-1de9-464c-99d5-9d9bbd4ffcb7 | 2025-06-03T03:20:25 | ids_alert | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|low| desc=AlienVault Alert: Zero-Day Exploit detected from 39.234.132.213 targeting 176.193.130.75 MITRE Technique: T1218.011 | {
"geo_location": "Kenya",
"device_hash": "6cf6b1acaad248cbd813772e6edc1db00eadae92049d91af31ef981f71dfe96b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/532.42.6 (KHTML, like Gecko) Version/4.0.5 Safari/532.42.6",
"session_id": "408c9271-7b48-4651-abbd-3e553dfe0f5d",
"risk_score": 71.... | null | null | null | null | null | MITRE Technique: T1218.011 | AlienVault Alert: Zero-Day Exploit detected from 39.234.132.213 targeting 176.193.130.75 MITRE Technique: T1218.011 | null | null | null | null | 39.234.132.213 | 176.193.130.75 | Zero-Day Exploit | SIG-5624 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
be3e49bb-ea25-41b3-8439-755b13e8e519 | 2025-04-04T12:02:28 | endpoint | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access live by amy15 No additional info noise=app | {
"geo_location": "Kazakhstan",
"device_hash": "b5e85c143a5f091f277395abb10fae572a1108c8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; so-ET) AppleWebKit/534.34.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6534.34.3",
"session_id": "dd945847-accd-424d-bada-94f0155fcb40",
"... | amy15 | file_access | live | 3,338 | explorer.exe | No additional info | Endpoint file_access live by amy15 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3fa0aacc-c380-4ebe-b4d6-64429f4b6721 | 2025-05-08T18:14:27 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in AWS by uharris No additional info | {
"geo_location": "Turkey",
"device_hash": "47aefcb961eed20455d56941e5239ddc1453ac46",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_1 rv:4.0; ca-AD) AppleWebKit/533.24.6 (KHTML, like Gecko) Version/4.0 Safari/533.24.6",
"session_id": "9079cf9a-3b27-40d0-a717-5232d43c4f7c",
"risk_score": 49.03,
... | uharris | container_escape | null | null | null | No additional info | Cloud container_escape in AWS by uharris No additional info | {
"baseline_deviation": 2.5,
"entropy": 6.4,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | AWS | res-343486d4 | null | null | null | null | null | null | null | null | null | null |
896df133-6545-4367-b8be-ba97c13b8047 | 2025-04-26T13:03:21 | ai | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by cdaniels No additional info | {
"geo_location": "Iran",
"device_hash": "94b336e8a5619554980384d930e2bd61c5cbc777e4337915228ec8788a47e61f",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/38.0.808.0 Safari/534.1",
"session_id": "7a4e572f-87b3-4230-a1ee-08166a7c748a",
"risk_score": 57.97,
"confidence":... | cdaniels | adversarial_input | null | null | null | No additional info | AI system adversarial_input by cdaniels No additional info | null | null | null | null | null | null | null | null | null | null | null | model-f4fef27c | 81a5a7e11e0d0b254d1977aee9fd30cac1791a25620bc37ddc3a97d3ebd5dce2 | 0b2588f755bb0198e91f9ce9bac390b1afec0d26da314a008b35770bc47c5374 | null | null | null | null | null | null | null |
a3cbf4cb-82e7-4e0e-9156-c1f068dcb383 | 2025-04-04T05:52:06 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection popular by mikaylahill No additional info noise=AE673F4C | {
"geo_location": "Italy",
"device_hash": "fd110f33d974a4ed1b27207cd7202316",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/48.0.813.0 Safari/531.0",
"session_id": "0ecfc44d-76ae-445e-baab-547da961482c",
"risk_score": 33.83,
"confidence": 0.95
} | mikaylahill | memory_injection | popular | 5,214 | powershell.exe | No additional info | Endpoint memory_injection popular by mikaylahill No additional info | {
"baseline_deviation": 2,
"entropy": 7.86,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b684d441-28fc-49a7-9879-d5c0d1daaff2 | 2025-01-31T09:26:22 | firewall | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall drop NTP traffic from 20.12.24.166:287 to 19.211.114.221:913 Associated Threat Actor: BlueNoroff | {
"geo_location": "Lesotho",
"device_hash": "ac514089dd4daab36222c3f77e8acf5438b4b927",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/4.1)",
"session_id": "1a78a8c0-ef46-435a-9c09-0059073a4224",
"risk_score": 31.33,
"confidence": 0.57
} | null | drop | null | null | null | Associated Threat Actor: BlueNoroff | Firewall drop NTP traffic from 20.12.24.166:287 to 19.211.114.221:913 Associated Threat Actor: BlueNoroff | null | null | null | null | 20.12.24.166 | 19.211.114.221 | null | null | null | null | null | null | null | null | 287 | 913 | NTP | 486,698 | 854 | null | null |
eb1e74f2-931c-42b7-86b4-3338756537bd | 2025-03-21T13:35:24 | network | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 185.214.219.171 to 106.224.121.54 Possible protocol tunneling noise=explore | {
"geo_location": "Belarus",
"device_hash": "9fac42ccf09365cd6a0083e6b0c32f749534b3f1",
"user_agent": "Opera/9.61.(X11; Linux x86_64; lij-IT) Presto/2.9.183 Version/10.00",
"session_id": "da753e2e-0a33-49b2-a4f4-799eb56209c4",
"risk_score": 28.37,
"confidence": 0.75
} | null | latency_spike | null | null | null | Possible protocol tunneling | Network latency_spike from 185.214.219.171 to 106.224.121.54 Possible protocol tunneling | null | null | null | null | 185.214.219.171 | 106.224.121.54 | null | null | null | null | null | null | null | null | null | null | HTTP | 304,791 | null | null | null |
8c1e8df3-bce8-4b8e-80a9-1183261e0be4 | 2025-03-26T01:32:45 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera physical_tamper No additional info noise=047251DC | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "d04e7ecc09349432a2ec5dfbe3535d6b9df9d249b88ea2d07c13ccbec800ab5e",
"user_agent": "Opera/9.97.(Windows 98; Win 9x 4.90; bn-BD) Presto/2.9.161 Version/12.00",
"session_id": "7eb734f4-267f-4522-a81e-408a0a9d4a66",
"risk_score": 46.84,
"confidence... | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-a046359e | 2.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b2ff277d-1490-47a6-a8fc-a092d8474c3c | 2025-03-31T02:03:01 | firewall | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|info| desc=Firewall drop TCP traffic from 149.25.56.163:483 to 163.238.229.255:6340 No additional info noise=V2FsbCBsZWcu | {
"geo_location": "Latvia",
"device_hash": "57b1fb59d98f6c6fda26ed3e2e4d8440",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/5.0)",
"session_id": "9350838d-1711-437d-b242-76c7cc54f1e4",
"risk_score": 59.52,
"confidence": 0.03
} | null | drop | null | null | null | No additional info | Firewall drop TCP traffic from 149.25.56.163:483 to 163.238.229.255:6340 No additional info | null | null | null | null | 149.25.56.163 | 163.238.229.255 | null | null | null | null | null | null | null | null | 483 | 6,340 | TCP | 195,728 | 1,682 | null | null |
427709ca-9444-402b-a899-4f92d61b6ba9 | 2025-03-11T19:13:51 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network beaconing from 207.241.238.204 to 3.149.221.167 MITRE Technique: T1134.001 noise=V2lzaC4= | {
"geo_location": "United States of America",
"device_hash": "3dd848a3eec218f2b1a095faaf97b43daf6fa522",
"user_agent": "Opera/9.77.(Windows NT 6.0; da-DK) Presto/2.9.190 Version/10.00",
"session_id": "eeadfb3e-62e7-4b66-8a43-05d04c6f5d4d",
"risk_score": 55.47,
"confidence": 0.11
} | null | beaconing | null | null | null | MITRE Technique: T1134.001 | Network beaconing from 207.241.238.204 to 3.149.221.167 MITRE Technique: T1134.001 | null | null | null | null | 207.241.238.204 | 3.149.221.167 | null | null | null | null | null | null | null | null | null | null | UDP | 755,578 | null | null | null |
33203d5e-f4e4-455f-9ebb-7441bb58cf70 | 2025-03-25T07:08:48 | firewall | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|high| desc=Firewall deny NTP traffic from 10.106.84.27:888 to 10.35.108.11:431 MITRE Technique: T1078.004 | Unconventional IOC: ACPI table modifications | {
"geo_location": "Nicaragua",
"device_hash": "ea593d7e44b9f0503a55ac18c94c46823f94753e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/18.6u3589.0 Mobile/36U233 Safari/533.0",
"session_id": "fe44e1c1-2097-49de-a2a5-ce932f4f70ef",
"risk_score":... | null | deny | null | null | null | MITRE Technique: T1078.004 | Unconventional IOC: ACPI table modifications | Firewall deny NTP traffic from 10.106.84.27:888 to 10.35.108.11:431 MITRE Technique: T1078.004 | Unconventional IOC: ACPI table modifications | {
"baseline_deviation": 0.99,
"entropy": 3.59,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 10.106.84.27 | 10.35.108.11 | null | null | null | null | null | null | null | null | 888 | 431 | NTP | 409,748 | 2,491 | null | null |
f778b0e3-46bd-4799-8888-385e7b97f045 | 2025-04-13T02:04:43 | ai | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by stephen56 No additional info | {
"geo_location": "United Kingdom",
"device_hash": "a87939a9282f5d5deadf256697ebe4eb",
"user_agent": "Mozilla/5.0 (Android 7.1.1; Mobile; rv:49.0) Gecko/49.0 Firefox/49.0",
"session_id": "8568693b-ed39-4952-9a9b-a75441b6c6e9",
"risk_score": 48.18,
"confidence": 0.92
} | stephen56 | model_inversion | null | null | null | No additional info | AI system model_inversion by stephen56 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-cf9a69c1 | 4413bc25858e356f39ea880dab203c1b16007017 | b676386f51aed8f65e15262ec6c2e73c | null | null | null | null | null | null | null |
1dd1b5b6-83f1-4aa6-8552-94c5390da97c | 2025-03-21T21:36:29 | endpoint | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec small by usmith No additional info | {
"geo_location": "Uruguay",
"device_hash": "4acd400b776e7b7a56641fa1670ac97b",
"user_agent": "Opera/8.92.(Windows NT 6.1; da-DK) Presto/2.9.164 Version/12.00",
"session_id": "08ba072c-40e9-4dce-89ae-bf038eb12e5f",
"risk_score": 52.22,
"confidence": 0.12
} | usmith | wmi_exec | small | 6,894 | cmd.exe | No additional info | Endpoint wmi_exec small by usmith No additional info | {
"baseline_deviation": 2.31,
"entropy": 5.5,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bacdf320-38ea-4b42-aae6-7a8d2b97184c | 2025-01-29T07:28:20 | ai | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by jcastro MITRE Technique: T1071.001 noise=arm|show|better | {
"geo_location": "Tunisia",
"device_hash": "dea5dde2d30c2897239e1d821d8beaa4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/4.1)",
"session_id": "d2fdcd77-ea6d-4776-a743-60492d1f60b3",
"risk_score": 42.59,
"confidence": 0.9
} | jcastro | prompt_injection | null | null | null | MITRE Technique: T1071.001 | AI system prompt_injection by jcastro MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | model-78c7aa57 | 2ba4988d2bf31394fd2a01ba55c7e2cc | 2ac847793a08316d80ef0ec6414888d86a486322 | null | null | null | null | null | null | null |
4e73bbce-c1a1-478b-8ebc-2af3a7303d95 | 2025-07-06T18:36:58 | firewall | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine ICMP traffic from 180.40.233.251:531 to 10.25.126.65:526 No additional info noise=00128762 | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "1a8bf2f183a04f1f541cf730021edd08c51b8874",
"user_agent": "Opera/8.51.(Windows 98; tl-PH) Presto/2.9.167 Version/12.00",
"session_id": "920f2b97-b5e6-4816-b646-9f3a0373e849",
"risk_score": 35.55,
"confidence": 0.16
} | null | quarantine | null | null | null | No additional info | Firewall quarantine ICMP traffic from 180.40.233.251:531 to 10.25.126.65:526 No additional info | null | null | null | null | 180.40.233.251 | 10.25.126.65 | null | null | null | null | null | null | null | null | 531 | 526 | ICMP | 277,712 | 2,686 | null | null |
8458ddc8-5057-49c3-89db-69683e01f6df | 2025-06-23T06:12:27 | network | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|critical| desc=Network covert_channel from 10.31.227.150 to 132.53.208.209 MITRE Technique: T1078.004 | {
"geo_location": "Nauru",
"device_hash": "939ef545aa31be02dc8474c7827eb881",
"user_agent": "Mozilla/5.0 (Android 3.2.5; Mobile; rv:55.0) Gecko/55.0 Firefox/55.0",
"session_id": "9a189757-15d5-405a-9bff-cf5dc36b2312",
"risk_score": 28.8,
"confidence": 0.09
} | null | covert_channel | null | null | null | MITRE Technique: T1078.004 | Network covert_channel from 10.31.227.150 to 132.53.208.209 MITRE Technique: T1078.004 | null | null | null | null | 10.31.227.150 | 132.53.208.209 | null | null | null | null | null | null | null | null | null | null | ICMP | 630,705 | null | null | null |
fba952a9-4794-4643-9ccb-53b88051f6a2 | 2025-03-13T12:23:52 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth success for kschneider via OAuth from 81.28.50.135 No additional info noise=U2F5IHRoYW5rLg== | {
"geo_location": "Ethiopia",
"device_hash": "ba5bb28be2ef477f5e879b1364eeb53399a37b0a703bfec41aea061e593699fd",
"user_agent": "Opera/8.79.(Windows CE; tig-ER) Presto/2.9.170 Version/12.00",
"session_id": "4e7034f5-26bf-42c8-9c6d-11b7e64896c6",
"risk_score": 38.06,
"confidence": 0.6
} | kschneider | success | null | null | null | No additional info | Auth success for kschneider via OAuth from 81.28.50.135 No additional info | null | null | null | null | 81.28.50.135 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 91:92:34:26:02:30 |
b7dd817a-0290-45e6-a78a-9c22abaa5fa2 | 2025-03-19T23:32:32 | 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 adversarial_input by scottthomas No additional info | {
"geo_location": "Christmas Island",
"device_hash": "5da04fdc66a125eeef01e37b27fc848e69cafad1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/531.13.5 (KHTML, like Gecko) Version/5.0.2 Safari/531.13.5",
"session_id": "e3a9fd9f-a355-47b2-83a5-5e1aafb446f1",
"risk_score": 16.25,
"confid... | scottthomas | adversarial_input | null | null | null | No additional info | AI system adversarial_input by scottthomas No additional info | null | null | null | null | null | null | null | null | null | null | null | model-bf5107a0 | 1b6674459c0fb2b53d2e8ec03a4c46380f1e1529f5f6c46d761b65ae2615e200 | dfcb17da4c4388ffe46148fc26f66f33 | null | null | null | null | null | null | null |
4ef438da-3e26-4e31-bc4f-8034b0e8f7d6 | 2025-03-04T04:55:23 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth success for owhite via OAuth from 44.106.54.22 Possible golden ticket usage | {
"geo_location": "San Marino",
"device_hash": "f39abbb8eebeda2ba0dfa202ecb91cf7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/4.1)",
"session_id": "9108a807-a212-4811-9d07-04074bfba891",
"risk_score": 38.94,
"confidence": 0.68
} | owhite | success | null | null | null | Possible golden ticket usage | Auth success for owhite via OAuth from 44.106.54.22 Possible golden ticket usage | null | null | null | null | 44.106.54.22 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | c0:85:fe:d5:e3:d4 |
d87ee995-bdbe-444a-8f70-d056d6fc0d0f | 2021-06-02T13:21:30 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "Christmas Island",
"device_hash": "b08ca303df4485e3c7218c440e1e2a30",
"user_agent": "Mozilla/5.0 (Android 1.6; Mobile; rv:18.0) Gecko/18.0 Firefox/18.0",
"session_id": "a39a2cad-7db9-4cb1-8ef9-2548cf97f9a9",
"risk_score": 63.93,
"confidence": 0.21
} | null | unusual_activity | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | null | HVAC | iot-7d0570bb | 10.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f4b51c4b-b3d8-458e-ab53-29d849a22cb0 | 2025-05-27T05:23:17 | ai | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by gary38 Unconventional IOC: CPU microcode changes noise=authority|more|cost | {
"geo_location": "Palestinian Territory",
"device_hash": "13b58af98f89e0d3fc0ea3f2007b2339522919f148c187a68f28f105f0df8ae2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; lg-UG) AppleWebKit/533.7.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6533.7.1",
"session_id": "df78a193-... | gary38 | fine_tuning | null | null | null | Unconventional IOC: CPU microcode changes | AI system fine_tuning by gary38 Unconventional IOC: CPU microcode changes | null | null | null | null | null | null | null | null | null | null | null | model-6063fa10 | ddb724148ab54b327bcf624b74cb6704 | 4d5e7eb184ab02b8393b332681b76ab1ed0138300c030fe4a05580d09e0c30f2 | null | null | null | null | null | null | null |
301c0a3f-cb2f-407c-b1dd-e5aff21a7228 | 2025-04-08T17:38:33 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network beaconing from 214.7.11.83 to 70.238.42.216 No additional info | {
"geo_location": "Guatemala",
"device_hash": "9eff484ea94d98988f898918cd43bd33",
"user_agent": "Mozilla/5.0 (Android 2.3.3; Mobile; rv:11.0) Gecko/11.0 Firefox/11.0",
"session_id": "4586fabf-5595-4aba-943f-0b823a467565",
"risk_score": 69.04,
"confidence": 0.94
} | null | beaconing | null | null | null | No additional info | Network beaconing from 214.7.11.83 to 70.238.42.216 No additional info | null | null | null | null | 214.7.11.83 | 70.238.42.216 | null | null | null | null | null | null | null | null | null | null | HTTP | 621,974 | null | null | null |
a746a30c-7c8c-482f-b573-60c453331054 | 2025-02-22T06:10:43 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth timeout for tyoung via SAML from 10.96.226.190 Associated Threat Actor: Equation Group | {
"geo_location": "Switzerland",
"device_hash": "fd63cdecc3cd2c4329f3b20f9103b3f4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; sd-PK) AppleWebKit/535.20.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6535.20.4",
"session_id": "1861bd6f-3f25-4eb2-bb4d-b990500d5932",
"risk_sc... | tyoung | timeout | null | null | null | Associated Threat Actor: Equation Group | Auth timeout for tyoung via SAML from 10.96.226.190 Associated Threat Actor: Equation Group | {
"baseline_deviation": 1.82,
"entropy": 4.95,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 10.96.226.190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 4d:e0:e7:2c:75:bd |
9441f915-f1e0-450b-b3cc-b877fb4be79f | 2025-04-28T07:58:03 | cloud | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in GCP by kathleenbernard No additional info | {
"geo_location": "Barbados",
"device_hash": "d0200c9fabe1b673afdaa160bf89844ef9bb1cca2cc4ce32c64bde02d84550e5",
"user_agent": "Mozilla/5.0 (Android 3.1; Mobile; rv:10.0) Gecko/10.0 Firefox/10.0",
"session_id": "20d13301-02a7-45f7-b264-4fe5d561750c",
"risk_score": 61.66,
"confidence": 0.99
} | kathleenbernard | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in GCP by kathleenbernard No additional info | null | null | null | null | null | null | null | null | null | GCP | res-b6b87ab9 | null | null | null | null | null | null | null | null | null | null |
50a9c212-d343-4c06-aec2-188c2eab97ef | 2025-03-09T03:44:19 | ids_alert | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|low| desc=OSSEC Alert: MFA Bypass detected from 98.52.62.56 targeting N/A No additional info | {
"geo_location": "Afghanistan",
"device_hash": "a9d938878a2390bfe9b2c5d7aea33cca",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_2) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/56.0.821.0 Safari/533.2",
"session_id": "61333fc5-5d74-4e9f-970b-d2a02e78bfac",
"risk_score": 0,
"confidence": 0.56
... | null | null | null | null | null | No additional info | OSSEC Alert: MFA Bypass detected from 98.52.62.56 targeting N/A No additional info | null | null | null | null | 98.52.62.56 | N/A | MFA Bypass | SIG-6070 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
7edd0dc7-0279-4a46-98d7-cf09918628e2 | 2025-02-10T19:07:20 | iot | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC protocol_violation MITRE Technique: T1566.001 | {
"geo_location": "Cyprus",
"device_hash": "2039e611658b1635cb4ae4a09c23a0a3",
"user_agent": "Mozilla/5.0 (Linux; Android 3.0) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/19.0.878.0 Safari/535.0",
"session_id": "cc2a6d79-0dfa-4307-8a52-a7ecbf6eaf8c",
"risk_score": 51.38,
"confidence": 0.63
} | null | protocol_violation | null | null | null | MITRE Technique: T1566.001 | IoT device HVAC protocol_violation MITRE Technique: T1566.001 | null | HVAC | iot-7ed3ddc8 | 10.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f1525de1-edef-483b-8305-fe6141309173 | 2025-01-14T08:17:40 | ai | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by kbruce No additional info | {
"geo_location": "Cape Verde",
"device_hash": "06d97c2baa4744359f4a5defa9cfb21d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_0 rv:4.0; wa-BE) AppleWebKit/533.23.7 (KHTML, like Gecko) Version/5.0.4 Safari/533.23.7",
"session_id": "70758e2b-4c86-408a-a496-5c7b876cce50",
"risk_score": 21.55,
"... | kbruce | membership_inference | null | null | null | No additional info | AI system membership_inference by kbruce No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8538354e | 9df3485bcf524608768fef4451aeaf4580dc0c1a | 303bcf83131c4920dd7819c214bb2e2002480f629b7ba5fe053328bd72185846 | null | null | null | null | null | null | null |
5d92c498-4c70-4688-ba6a-37e5967ea40b | 2025-05-02T04:17:23 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access /authority/herself.html by josephchoi No additional info | {
"geo_location": "Congo",
"device_hash": "d7a4624592069955963eec54b3b79652",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/531.30.6 (KHTML, like Gecko) Version/5.1 Safari/531.30.6",
"session_id": "f4d76c3a-db23-441c-aa2b-474dd5aacf05",
"risk_score": 61.33,
"confidence": 0.06
} | josephchoi | file_access | /authority/herself.html | 4,581 | svchost.exe | No additional info | Endpoint file_access /authority/herself.html by josephchoi No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6a88c008-ab74-44c9-9ef8-6fabe06ea280 | 2025-07-09T05:20:14 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by vbrowning No additional info | {
"geo_location": "Iceland",
"device_hash": "4c110261259827b052a06e61f5b89495",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/36.0.844.0 Safari/535.1",
"session_id": "d8349b5c-de1c-45af-b545-bcb9df150a46",
"risk_score": 70.49,
"confidence": 0.87
} | vbrowning | fine_tuning | null | null | null | No additional info | AI system fine_tuning by vbrowning No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8cd040fa | 39e2453d8cd60ddecfc2e6fea4d0517a | c81475c9ae6a048b37048feff9f5e697 | null | null | null | null | null | null | null |
477bd17d-ba87-440d-8e12-d520575a4c50 | 2025-05-27T03:29:36 | firewall | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow HTTPS traffic from 45.146.66.113:998 to 74.186.219.71:520 No additional info | {
"geo_location": "Zambia",
"device_hash": "f09494dd5bb217b2fed08e9265d45603343d35d2",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; fy-DE; rv:1.9.0.20) Gecko/9555-06-09 16:59:29 Firefox/4.0",
"session_id": "5b447e67-95fc-4da9-8127-e28e1c9609fc",
"risk_score": 74.15,
"confidence": 0.44
} | null | allow | null | null | null | No additional info | Firewall allow HTTPS traffic from 45.146.66.113:998 to 74.186.219.71:520 No additional info | null | null | null | null | 45.146.66.113 | 74.186.219.71 | null | null | null | null | null | null | null | null | 998 | 520 | HTTPS | 84,979 | 1,849 | null | null |
9a800886-13f9-4b4e-8933-4e44f36fb571 | 2025-02-23T01:43:04 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by amanda79 MITRE Technique: T1547.001 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "9a5fc7a7e10ebf9d4b4c9e2ee5c42969e073ee09",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/4.0)",
"session_id": "b896ba86-dfb0-4991-87cc-4c6a8d5fdbf3",
"risk_score": 29.49,
"confidence": 0.02
} | amanda79 | prompt_injection | null | null | null | MITRE Technique: T1547.001 | AI system prompt_injection by amanda79 MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | model-560c51e9 | 31e84b04db291849145444d11bd5378cb5595adc3e6f85e4954f937ce7f14c13 | 28fd84e4745a25a3e9acb2097acf121b | null | null | null | null | null | null | null |
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