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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0d9f5746-8098-4dcc-9fd6-4a9fd5d468a7 | 2025-03-14T01:53:08 | iot | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|critical| desc=IoT device HVAC side_channel No additional info noise=U3RhbmQu | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "970a7d2d097d51d37bbe8a3ada4d23090176906b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/19.0.897.0 Safari/534.2",
"session_id": "0de3542f-769f-41eb-8c7e-634992a01990",
"risk_score": 34.31,
"conf... | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | null | HVAC | iot-13b62adf | 3.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0086ce73-5531-4fab-8410-81cfd1d38559 | 2025-06-22T00:45:06 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth locked for mbarber via OAuth from 39.108.226.95 Credential stuffing pattern detected | {
"geo_location": "French Guiana",
"device_hash": "8205e95555f9b92955242eb1178cb5072cd990de",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/3.1)",
"session_id": "a391d792-1523-46e8-9523-5da01bbfd9e2",
"risk_score": 63.14,
"confidence": 0.58
} | mbarber | locked | null | null | null | Credential stuffing pattern detected | Auth locked for mbarber via OAuth from 39.108.226.95 Credential stuffing pattern detected | null | null | null | null | 39.108.226.95 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | e0:d4:c8:e6:3d:2d |
b24edaae-ca85-4141-b38e-df1ad0185a5a | 2025-06-27T07:39:59 | ai | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by brandongarcia MITRE Technique: T1543.003 noise=explore/categories/posts | {
"geo_location": "South Africa",
"device_hash": "c62c9c69d37f2296c1860e75d01be42516f5bde88460527ca2f444cca7159aa1",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_2 rv:6.0; kn-IN) AppleWebKit/535.30.3 (KHTML, like Gecko) Version/4.1 Safari/535.30.3",
"session_id": "c50ba4fd-d6d0-4520-9cce-85cbeb10... | brandongarcia | training_data_poisoning | null | null | null | MITRE Technique: T1543.003 | AI system training_data_poisoning by brandongarcia MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | model-54b8faff | 64ac639dfd226ad5402ac2322daa321c | 35c205141a2431220db07e62b99feaec | null | null | null | null | null | null | null |
d4e8323b-0fb6-4bf5-88ed-dfecafc90bfa | 2025-06-01T18:57:16 | auth | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|info| desc=Auth success for perkinscarol via OAuth from 141.224.247.142 No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "8da41ad5901e9fdeae778063e44329081c7f5cb3",
"user_agent": "Opera/9.79.(X11; Linux x86_64; da-DK) Presto/2.9.175 Version/12.00",
"session_id": "a124e3d6-f4cb-485e-908b-79bd48983078",
"risk_score": 100,
"confidence": 0.71
} | perkinscarol | success | null | null | null | No additional info | Auth success for perkinscarol via OAuth from 141.224.247.142 No additional info | null | null | null | null | 141.224.247.142 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 36:c7:9e:d9:44:af |
7299d3a1-72e8-4985-8601-a1ee5f5be181 | 2025-01-12T16:45:22 | network | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|info| desc=Network beaconing from 10.115.85.120 to 32.118.88.68 No additional info | {
"geo_location": "Portugal",
"device_hash": "0c63af7ed7b96250e0f94b884913746f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/5.1)",
"session_id": "b0c9d068-d4da-4b0b-9a99-b13a644aba8a",
"risk_score": 53.85,
"confidence": 0.43
} | null | beaconing | null | null | null | No additional info | Network beaconing from 10.115.85.120 to 32.118.88.68 No additional info | null | null | null | null | 10.115.85.120 | 32.118.88.68 | null | null | null | null | null | null | null | null | null | null | HTTPS | 950,436 | null | null | null |
86e5a7dd-f948-4999-b6fd-16fc4dd4df87 | 2025-04-12T17:53:39 | ai | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by mooresamantha No additional info | {
"geo_location": "Congo",
"device_hash": "2543af52e13fa72c5a1cdb51b95ef9ae2eea8c0d",
"user_agent": "Opera/8.66.(X11; Linux x86_64; fil-PH) Presto/2.9.163 Version/11.00",
"session_id": "197f52bd-9888-4e90-b45c-07bcaad30465",
"risk_score": 56.97,
"confidence": 0.39
} | mooresamantha | prompt_injection | null | null | null | No additional info | AI system prompt_injection by mooresamantha No additional info | null | null | null | null | null | null | null | null | null | null | null | model-089bd108 | 6c3b268f0831420ae03e1c9c181bda2b | bc6ef786312017d2eeaad2a68cf501c2 | null | null | null | null | null | null | null |
fe787b8e-a041-4c85-a0e6-f5fbf2c827a6 | 2025-05-18T10:23:39 | firewall | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall quarantine SSH traffic from 171.162.29.4:43109 to 113.99.114.151:45328 No additional info | {
"geo_location": "Thailand",
"device_hash": "887620eef6d2ac1258eb93bcd3bfd5d35f240e52",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/28.0.856.0 Safari/533.0",
"session_id": "a763f5da-7b3e-44bc-be19-eecec8f3cd26",
"risk_score": 62.69,
"confidence": 0.17
} | null | quarantine | null | null | null | No additional info | Firewall quarantine SSH traffic from 171.162.29.4:43109 to 113.99.114.151:45328 No additional info | null | null | null | null | 171.162.29.4 | 113.99.114.151 | null | null | null | null | null | null | null | null | 43,109 | 45,328 | SSH | 578,221 | 1,051 | null | null |
102f502e-3e2a-450a-8be9-73c339a3d3cf | 2025-05-10T07:14:09 | ids_alert | Trellix v10.7.0 | emergency | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|emergency| desc=Trellix Alert: Container Escape detected from 217.186.160.19 targeting 52.121.208.180 No additional info | {
"geo_location": "Monaco",
"device_hash": "1933f8ed7705366de2fe1e8f3bcfd080",
"user_agent": "Opera/8.90.(X11; Linux x86_64; ca-FR) Presto/2.9.163 Version/11.00",
"session_id": "915d36a5-4850-4b85-9894-33f22cb0e7ed",
"risk_score": 25.16,
"confidence": 0.87
} | null | null | null | null | null | No additional info | Trellix Alert: Container Escape detected from 217.186.160.19 targeting 52.121.208.180 No additional info | null | null | null | null | 217.186.160.19 | 52.121.208.180 | Container Escape | SIG-8240 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
82ee658d-670f-45f1-ad22-b85476a8d306 | 2025-03-06T18:43:16 | firewall | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect RDP traffic from 10.23.37.55:101 to 10.208.216.193:64421 No additional info noise=wp-content/main | {
"geo_location": "Zambia",
"device_hash": "af78a6bb7bb384e46269f5519ba8a75fb1f7ddbe",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/49.0.855.0 Safari/532.2",
"session_id": "40eaaadd-43fd-44b3-920f-8a1ee3993dd4",
"risk_score": 53.19,
"confidence": 0.75
} | null | inspect | null | null | null | No additional info | Firewall inspect RDP traffic from 10.23.37.55:101 to 10.208.216.193:64421 No additional info | null | null | null | null | 10.23.37.55 | 10.208.216.193 | null | null | null | null | null | null | null | null | 101 | 64,421 | RDP | 220,023 | 2,915 | null | null |
5b259418-1400-40d1-9077-4cf11a4627b2 | 2025-03-26T20:47:45 | endpoint | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start during by summer89 MITRE Technique: T1218.011 | {
"geo_location": "Gambia",
"device_hash": "5a240a98a9130d0c5705ad78f951c8260308e467",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/4879-03-16 07:29:23 Firefox/3.6.13",
"session_id": "868b29ba-6247-4bbe-9503-21e66ded0e00",
"risk_score": 54.68,
"confidence": 0.1
} | summer89 | process_start | during | 1,840 | powershell.exe | MITRE Technique: T1218.011 | Endpoint process_start during by summer89 MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4268d172-fd5d-40e6-afff-040960e5e452 | 2025-03-18T09:16:22 | firewall | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall allow SSH traffic from 86.6.122.100:21413 to 79.215.156.9:45008 No additional info | {
"geo_location": "Italy",
"device_hash": "80b759c73550fc0daf0adeaa3a994beeae249c88c2be6e3c179b183e2bc78b8d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/3.0)",
"session_id": "6ad9c246-d04f-4a74-90f5-e4343231b7bd",
"risk_score": 60.54,
"confidence": 0.8
} | null | allow | null | null | null | No additional info | Firewall allow SSH traffic from 86.6.122.100:21413 to 79.215.156.9:45008 No additional info | null | null | null | null | 86.6.122.100 | 79.215.156.9 | null | null | null | null | null | null | null | null | 21,413 | 45,008 | SSH | 179,786 | 1,765 | null | null |
46721758-2c1a-4139-8092-f1830a5fc12a | 2025-05-08T11:07:01 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec defense by jessica27 No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "a50b8060065c11ea9f141fd9a36a0d1f4f96c7b612690b938ad5a00e157bf711",
"user_agent": "Opera/8.18.(X11; Linux x86_64; ha-NG) Presto/2.9.171 Version/11.00",
"session_id": "039d7c42-d4c5-44cc-814d-ff31c23c7631",
"risk_score": 67.77,
"confidence": 0.16
} | jessica27 | wmi_exec | defense | 9,862 | explorer.exe | No additional info | Endpoint wmi_exec defense by jessica27 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
62db8807-6b1f-4128-b6a2-778cc8ec0f48 | 2025-04-01T06:41:05 | cloud | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Azure by whitemichael No additional info | {
"geo_location": "El Salvador",
"device_hash": "ef4e9e8a83b0b4c4e4d12635f90c4f30",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; sd-IN; rv:1.9.0.20) Gecko/3569-01-17 03:51:51 Firefox/3.6.4",
"session_id": "7505b6c9-ac44-41ac-b150-715a00b02e15",
"risk_score": 61.11,
"confidence": 0.15
} | whitemichael | storage_access | null | null | null | No additional info | Cloud storage_access in Azure by whitemichael No additional info | {
"baseline_deviation": 0.91,
"entropy": 7.5,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | Azure | res-feafc507 | null | null | null | null | null | null | null | null | null | null |
6ce38e4a-c065-4415-a846-067e0eebce87 | 2025-04-23T22:22:21 | network | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 88.201.219.227 to 113.222.231.51 No additional info | {
"geo_location": "Algeria",
"device_hash": "fe16541be84d5b64011744c5c6e8f039",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_5_7 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/35.0.840.0 Mobile/05Z465 Safari/536.2",
"session_id": "b8647590-f115-4873-ae3a-e74dca2915fb",
"risk_score": 78.49,
"... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 88.201.219.227 to 113.222.231.51 No additional info | null | null | null | null | 88.201.219.227 | 113.222.231.51 | null | null | null | null | null | null | null | null | null | null | HTTPS | 621,291 | null | null | null |
6bc2b0a6-3ccc-4a04-aba8-c5a1b848a1d0 | 2025-03-09T01:14:30 | firewall | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect SSH traffic from 81.12.210.83:998 to 198.67.185.77:575 MITRE Technique: T1110.003 | {
"geo_location": "Chile",
"device_hash": "2513ff07050df16622c27167839071e8bb4f7876",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_9 rv:6.0; sw-KE) AppleWebKit/532.23.1 (KHTML, like Gecko) Version/5.0.1 Safari/532.23.1",
"session_id": "1e87c20a-b705-4ecd-95eb-165d37de1db6",
"risk_score": 58.79,... | null | inspect | null | null | null | MITRE Technique: T1110.003 | Firewall inspect SSH traffic from 81.12.210.83:998 to 198.67.185.77:575 MITRE Technique: T1110.003 | null | null | null | null | 81.12.210.83 | 198.67.185.77 | null | null | null | null | null | null | null | null | 998 | 575 | SSH | 310,729 | 1,992 | null | null |
0babf81b-2e0f-4db9-8ed5-b8f86e541395 | 2025-01-14T20:03:03 | iot | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|high| desc=IoT device Medical firmware_update MITRE Technique: T1190 | {
"geo_location": "Congo",
"device_hash": "e83e89253729bf385c5317bcddead89240f53e15f2036444fdfa55c161b076cf",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_3 rv:4.0; nan-TW) AppleWebKit/533.15.4 (KHTML, like Gecko) Version/5.0.2 Safari/533.15.4",
"session_id": "fbeeed90-8ba4-4675-bc2e-5c6efd80338d... | null | firmware_update | null | null | null | MITRE Technique: T1190 | IoT device Medical firmware_update MITRE Technique: T1190 | null | Medical | iot-141dfd26 | 5.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
46ff4f80-b315-49e0-b439-b8babf6a6fd9 | 2025-06-08T11:10:54 | cloud | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in Alibaba by bhiggins No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "09594c2e0e16ba4ad24c5e063d1fbb6f1eaa36cc0424fe31d2f3c24dea5e5231",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/3.1)",
"session_id": "aac2bafe-fb6c-4769-9b17-822054618439",
"risk_score": 64.25,
"confidence": 0.96
} | bhiggins | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in Alibaba by bhiggins No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-7ff86fad | null | null | null | null | null | null | null | null | null | null |
d171ee01-417d-46e2-b571-c7915f8ba491 | 2025-06-19T16:18:05 | ai | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|info| desc=AI system model_access by cdixon MITRE Technique: T1059.001 noise=tag/wp-content/app | {
"geo_location": "Cayman Islands",
"device_hash": "5c6b4e948f342316960b3c43975ee7d8317060cd23dc2c01dfe8b14820175b09",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/5.0)",
"session_id": "cd9ca944-8d7c-4472-8778-b9dc628774a2",
"risk_score": 43.94,
"confidence": 0.51
} | cdixon | model_access | null | null | null | MITRE Technique: T1059.001 | AI system model_access by cdixon MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | model-abed6721 | f9be7573265caba8a22eef8672448bfa4a0b87d70ec9b8d3cd5d6e22bd863f9b | c34c7c837449cae132ba3d8bba4abde7871f98767057db87715b29f3f8688ca0 | null | null | null | null | null | null | null |
279f61db-e3c6-4639-9915-8ef98ec1564d | 2025-01-21T02:54:00 | cloud | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Azure by bethanywilliams No additional info noise=wp-content/wp-content | {
"geo_location": "Swaziland",
"device_hash": "87768254e2942ec655bc48465a56912bf5731833979650a60197ef29ec06db10",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/13.0.840.0 Safari/536.0",
"session_id": "a6fe4496-6f4d-4c13-aef0-47c802dcb724",
"risk_score": 56.47,
"... | bethanywilliams | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Azure by bethanywilliams No additional info | null | null | null | null | null | null | null | null | null | Azure | res-7655e113 | null | null | null | null | null | null | null | null | null | null |
92145ede-454a-4543-bd6c-c0074c6b61a3 | 2025-05-23T12:36:14 | firewall | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only TCP traffic from 165.139.99.29:421 to 204.122.27.61:194 MITRE Technique: T1204.002 | {
"geo_location": "Armenia",
"device_hash": "1256787102f8566888aeab9c8b0d604e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; nds-DE) AppleWebKit/533.13.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6533.13.7",
"session_id": "714e3a34-7ffd-4de5-a070-45ff68389e2b",
"risk_score... | null | log-only | null | null | null | MITRE Technique: T1204.002 | Firewall log-only TCP traffic from 165.139.99.29:421 to 204.122.27.61:194 MITRE Technique: T1204.002 | null | null | null | null | 165.139.99.29 | 204.122.27.61 | null | null | null | null | null | null | null | null | 421 | 194 | TCP | 826,247 | 1,241 | null | null |
b58b88c9-bceb-4d4c-bcc9-6ff3788a0186 | 2025-04-28T00:22:18 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec store by bsheppard No additional info | {
"geo_location": "Iran",
"device_hash": "2219fd12b37e22d212545aedf5bd586183a24d8e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_5 rv:6.0; hy-AM) AppleWebKit/534.29.1 (KHTML, like Gecko) Version/5.1 Safari/534.29.1",
"session_id": "864d9a1b-254e-4eac-8b8a-0d7042eb948c",
"risk_score": 72.62,
"co... | bsheppard | powershell_exec | store | 3,158 | explorer.exe | No additional info | Endpoint powershell_exec store by bsheppard No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d479d707-8b16-45a2-8fe4-6ca288936a6b | 2025-04-16T01:27:57 | ids_alert | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|low| desc=ArcSight Alert: Fileless Attack detected from 61.186.74.253 targeting 156.245.197.174 No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "c1e3c6a230baa85c479e384936904965",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_0; rv:1.9.6.20) Gecko/4369-03-25 02:05:40 Firefox/3.8",
"session_id": "e7355dfd-a3d0-4729-910c-fad03916d888",
"risk_score": 53.87,
"confidence": 0.73
} | null | null | null | null | null | No additional info | ArcSight Alert: Fileless Attack detected from 61.186.74.253 targeting 156.245.197.174 No additional info | {
"baseline_deviation": 2.03,
"entropy": 4.57,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 61.186.74.253 | 156.245.197.174 | Fileless Attack | SIG-8200 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
f2233789-c373-47c1-b74a-7c508a89ac81 | 2025-03-30T16:31:05 | endpoint | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|high| desc=Endpoint wmi_exec question by smitherin No additional info | {
"geo_location": "Tokelau",
"device_hash": "ba1016c088931b038296d40f5678d64ff8aa29a4e45ac0d52044c4a0a32e6e6f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/4.1)",
"session_id": "165948b2-35c1-402d-8440-7df79e563bb9",
"risk_score": 56.33,
"confidence": 0.01
} | smitherin | wmi_exec | question | 6,428 | svchost.exe | No additional info | Endpoint wmi_exec question by smitherin No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0d8a071f-0959-4665-9d36-54ab45e2a890 | 2025-05-26T15:13:10 | cloud | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in Azure by mark82 No additional info | {
"geo_location": "Guam",
"device_hash": "2d94a6169f52a766a68a0d2f4139325ec1c5649a3db2a612a408f525323bc73e",
"user_agent": "Opera/9.59.(X11; Linux i686; kw-GB) Presto/2.9.184 Version/12.00",
"session_id": "0c5b8f7a-631c-4cdc-9d5b-f7fd28f49b58",
"risk_score": 67.68,
"confidence": 0.15
} | mark82 | container_escape | null | null | null | No additional info | Cloud container_escape in Azure by mark82 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-9753895a | null | null | null | null | null | null | null | null | null | null |
3cab9b9f-1e6e-4b2f-820a-8aa409b8af47 | 2023-12-29T05:44:21 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth locked for timothycrane via MFA from 139.94.174.153 MITRE Technique: T1071.001 | Unconventional IOC: Quantum random number deviations noise=SGVyZS4= | {
"geo_location": "Syrian Arab Republic",
"device_hash": "0e78049b6e21a453d238ad2ccc01ec2b36a6fa41659e59c9be3b9949ff3f1a1a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/4.0)",
"session_id": "30fcd18a-8557-4f20-bb49-d942a7531dfa",
"risk_score": 20.76,
"confidence": 0.69
} | timothycrane | locked | null | null | null | MITRE Technique: T1071.001 | Unconventional IOC: Quantum random number deviations | Auth locked for timothycrane via MFA from 139.94.174.153 MITRE Technique: T1071.001 | Unconventional IOC: Quantum random number deviations | null | null | null | null | 139.94.174.153 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | be:78:34:80:91:a6 |
682611d5-127b-47ee-8df9-190bacba3ec5 | 2025-05-04T08:25:19 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by schultzjessica No additional info | {
"geo_location": "Cape Verde",
"device_hash": "b97d8b5175c0ef2b29dc46c70553f39dceeede13e229c0679f8fb767b8b3211e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_9 rv:6.0; gu-IN) AppleWebKit/531.9.1 (KHTML, like Gecko) Version/4.1 Safari/531.9.1",
"session_id": "e8404e82-919d-4d50-a194-dd6020ab76a3... | schultzjessica | prompt_injection | null | null | null | No additional info | AI system prompt_injection by schultzjessica No additional info | {
"baseline_deviation": 0.53,
"entropy": 6.77,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-3e37458e | 60cdc2a082429363860762b5e89d70b5305578adfc9ec02121abf59747bf2217 | 29a8ee79f0b7b6b64694d94a8a1afcf1fa247118 | null | null | null | null | null | null | null |
e313b86c-c1ac-4f92-a69a-676b1a695117 | 2025-06-05T19:45:03 | cloud | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in Azure by williamslaura No additional info | {
"geo_location": "American Samoa",
"device_hash": "8eee6d452b9503f7583621c7f6a07136",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/41.0.820.0 Safari/531.0",
"session_id": "1366fa63-80cd-4206-a1c9-d051e1193f53",
"risk_score": 51.66,
"confidence": 0.14
} | williamslaura | api_abuse | null | null | null | No additional info | Cloud api_abuse in Azure by williamslaura No additional info | null | null | null | null | null | null | null | null | null | Azure | res-e651e708 | null | null | null | null | null | null | null | null | null | null |
f76138f1-627f-48e3-b9c5-66217c90d990 | 2025-04-24T03:30:57 | ids_alert | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Zeek Alert: Supply Chain Compromise detected from 53.1.222.166 targeting 31.147.12.172 MITRE Technique: T1566.001 | {
"geo_location": "Iran",
"device_hash": "1e815f09184c4247727aa592a2e2eee9",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/7029-03-01 00:57:31 Firefox/6.0",
"session_id": "b4456189-6f7d-4907-8eea-ce2ee1bd4c2e",
"risk_score": 46.8,
"confidence": 0.62
} | null | null | null | null | null | MITRE Technique: T1566.001 | Zeek Alert: Supply Chain Compromise detected from 53.1.222.166 targeting 31.147.12.172 MITRE Technique: T1566.001 | null | null | null | null | 53.1.222.166 | 31.147.12.172 | Supply Chain Compromise | SIG-4546 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
7b3c35d7-2271-433a-bd67-91a3af9c9867 | 2025-03-25T13:36:35 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth success for claytonchen via OAuth from 37.52.148.21 No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "acda034a481b6a7fd73f4e3e2258a417a4027ff8d063c7edd63f998eb149c297",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/5.1)",
"session_id": "c42f7bd0-575c-4eb9-a653-f4a82801e20c",
"risk_score": 45.15,
"confidence": 0.45
} | claytonchen | success | null | null | null | No additional info | Auth success for claytonchen via OAuth from 37.52.148.21 No additional info | null | null | null | null | 37.52.148.21 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 14:f0:cc:2b:b9:2d |
bd2c3b11-2e16-4fbf-9e35-271557be3544 | 2025-01-26T11:18:05 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth locked for fhughes via MFA from 101.131.233.136 No additional info noise=blog | {
"geo_location": "Czech Republic",
"device_hash": "7d544dd7f86f3d01d7e2be32fe6066b5ac884a2b0af5349b82dca1c783a254e5",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/5710-04-09 00:57:47 Firefox/15.0",
"session_id": "047902f2-e60b-464f-907a-bbe294a5ee8e",
"risk_score": 46.92,
"confidence": 0... | fhughes | locked | null | null | null | No additional info | Auth locked for fhughes via MFA from 101.131.233.136 No additional info | null | null | null | null | 101.131.233.136 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 09:db:4e:36:ba:6b |
16ebc0d8-4ee3-450c-9095-accff59add6a | 2025-04-01T21:53:36 | endpoint | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint wmi_exec /approach/inside.webm by millerjennifer No additional info | {
"geo_location": "American Samoa",
"device_hash": "c78209c955f0c74c146c7d732ac96fdc6bcd02606c740fc2b63075d9e70454ec",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/534.47.7 (KHTML, like Gecko) Version/5.0.1 Safari/534.47.7",
"session_id": "276c2621-f72b-47d3-bdda-889f72c83c49",
"risk_sc... | millerjennifer | wmi_exec | /approach/inside.webm | 1,781 | explorer.exe | No additional info | Endpoint wmi_exec /approach/inside.webm by millerjennifer No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
99e22280-c9ea-4fa6-8b9b-93f25a008655 | 2025-04-04T22:00:28 | cloud | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Azure by kingwilliam Cross-tenant access detected | {
"geo_location": "Iraq",
"device_hash": "274a33d59fbf4d58a36eefc6647a72ea640c7868",
"user_agent": "Opera/9.14.(X11; Linux x86_64; zu-ZA) Presto/2.9.162 Version/10.00",
"session_id": "ed43713f-3f00-4c7f-8ef1-2142b5c2dd94",
"risk_score": 37.35,
"confidence": 0.96
} | kingwilliam | storage_access | null | null | null | Cross-tenant access detected | Cloud storage_access in Azure by kingwilliam Cross-tenant access detected | null | null | null | null | null | null | null | null | null | Azure | res-57a8c440 | null | null | null | null | null | null | null | null | null | null |
ea6bc44b-3133-4d6a-934e-cf99dcb29764 | 2025-03-12T10:28:01 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network disconnection from 216.31.214.188 to 97.33.36.127 MITRE Technique: T1190 | {
"geo_location": "Korea",
"device_hash": "65c03ea60258a5f99df94054516c7cdb",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; ne-NP; rv:1.9.2.20) Gecko/2644-05-02 02:42:32 Firefox/3.6.20",
"session_id": "4ca2d3cc-1a0c-4974-830a-13bdabcf3b2e",
"risk_score": 30.9,
"confidence": 0.11
} | null | disconnection | null | null | null | MITRE Technique: T1190 | Network disconnection from 216.31.214.188 to 97.33.36.127 MITRE Technique: T1190 | null | null | null | null | 216.31.214.188 | 97.33.36.127 | null | null | null | null | null | null | null | null | null | null | HTTP | 896,785 | null | null | null |
88a94293-b297-4946-85ef-cdb0a38dd0c8 | 2025-01-13T14:08:05 | cloud | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in GCP by shannonwatson No additional info | {
"geo_location": "Colombia",
"device_hash": "4795805602a1fb24d525435c1eebd7e94a7b51c5",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_7 rv:3.0; iu-CA) AppleWebKit/532.12.4 (KHTML, like Gecko) Version/4.0 Safari/532.12.4",
"session_id": "bbcebc1a-eb1a-429f-a782-cd998b7c19d6",
"risk_score": 60.5... | shannonwatson | config_change | null | null | null | No additional info | Cloud config_change in GCP by shannonwatson No additional info | null | null | null | null | null | null | null | null | null | GCP | res-5c3f36c1 | null | null | null | null | null | null | null | null | null | null |
64040000-0936-47d2-9f34-4d8c73c58489 | 2025-05-05T05:07:45 | ids_alert | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|medium| desc=Elastic SIEM Alert: Fileless Attack detected from 92.154.35.79 targeting 211.72.56.135 MITRE Technique: T1059.001 | {
"geo_location": "Korea",
"device_hash": "a6defa8aa1f0f7ef3a227e7e4f466e4ac1c1588f",
"user_agent": "Mozilla/5.0 (Linux; Android 10) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/44.0.899.0 Safari/536.0",
"session_id": "4633d5f2-3aff-43d9-af75-8d48621fd8cc",
"risk_score": 65.65,
"confidence": 0.21
} | null | null | null | null | null | MITRE Technique: T1059.001 | Elastic SIEM Alert: Fileless Attack detected from 92.154.35.79 targeting 211.72.56.135 MITRE Technique: T1059.001 | null | null | null | null | 92.154.35.79 | 211.72.56.135 | Fileless Attack | SIG-4212 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
5386d3c1-2812-4247-92b9-3c64efd962e0 | 2023-12-02T16:59:19 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change /organization/customer.doc by sherrykent No additional info | {
"geo_location": "Moldova",
"device_hash": "0bbc095f3464f322f9028bcdf25bc0cf179ff01b41d1e6d6f1d6ce3d7e8f2e31",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/17.4z0441.0 Mobile/46A946 Safari/533.1",
"session_id": "6b392b0b-2e68-425a-8ea3-ecb752b1f... | sherrykent | registry_change | /organization/customer.doc | 9,261 | svchost.exe | No additional info | Endpoint registry_change /organization/customer.doc by sherrykent No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bef3d147-5f2b-4906-b0e8-a7129be0990c | 2025-06-23T08:56:35 | auth | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|medium| desc=Auth bypass for allenmorgan via OAuth from 10.172.125.49 No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "875dac33a55f3190b8a79b96ffc7c50a8d0e5c7ca809e87249fc011767631166",
"user_agent": "Mozilla/5.0 (Android 7.1; Mobile; rv:16.0) Gecko/16.0 Firefox/16.0",
"session_id": "8d5ceef1-6e7c-4784-bdaf-d2bd3ecbd805",
"risk_score": 57.15,
"confidence"... | allenmorgan | bypass | null | null | null | No additional info | Auth bypass for allenmorgan via OAuth from 10.172.125.49 No additional info | null | null | null | null | 10.172.125.49 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 12:68:0f:91:0c:a4 |
5f3fc2f8-bfd7-4623-bd18-e4f5971adc63 | 2025-03-19T01:02:23 | iot | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|high| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Oman",
"device_hash": "51401fce0c4a5a2ddb18816c88219b11a5ed16d5904461ad41c9b25af3d5d263",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; crh-UA) AppleWebKit/533.48.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6533.48.1",
"session_id": "8fe3e0a0-bdf2-4df9-a96f... | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | null | Camera | iot-c6409443 | 4.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0da5663e-b912-4e58-83c5-0fecb09b247c | 2025-02-07T23:43:47 | network | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|high| desc=Network disconnection from 143.220.230.186 to 83.202.205.54 No additional info | {
"geo_location": "Chile",
"device_hash": "92a578856229bd84e55965d85ea08c68",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/47.0.864.0 Safari/535.1",
"session_id": "94d778ea-624f-4e85-ba79-67d5b634cfdb",
"risk_score": 36.93,
"confidence": 0.18
} | null | disconnection | null | null | null | No additional info | Network disconnection from 143.220.230.186 to 83.202.205.54 No additional info | null | null | null | null | 143.220.230.186 | 83.202.205.54 | null | null | null | null | null | null | null | null | null | null | HTTP | 969,044 | null | null | null |
eaa8a46b-bd9a-41dc-877e-3315f1ec8a04 | 2025-04-07T18:14:03 | firewall | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only RDP traffic from 117.23.163.69:532 to 87.56.236.18:714 No additional info | {
"geo_location": "Uruguay",
"device_hash": "57b352956309a805c964a07a251f659f",
"user_agent": "Opera/9.33.(Windows 98; mr-IN) Presto/2.9.175 Version/11.00",
"session_id": "9990f49f-25c4-43f6-b29a-40e817fe25ce",
"risk_score": 33.64,
"confidence": 0.48
} | null | log-only | null | null | null | No additional info | Firewall log-only RDP traffic from 117.23.163.69:532 to 87.56.236.18:714 No additional info | null | null | null | null | 117.23.163.69 | 87.56.236.18 | null | null | null | null | null | null | null | null | 532 | 714 | RDP | 562,379 | 1,760 | null | null |
9eac2a47-b077-4ee1-8f1f-8759342376a0 | 2025-03-31T18:22:04 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task /base/evening.flac by cmiles MITRE Technique: T1566.001 | Unconventional IOC: UEFI variable tampering | {
"geo_location": "Namibia",
"device_hash": "ef6ca997fc6b86c3c0d3bc957a3e0c9cbecb5f6b",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.4) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/15.0.860.0 Safari/531.1",
"session_id": "8ebc159c-2a06-4184-af41-5339051ed35d",
"risk_score": 78.68,
"confidence": 0.41
} | cmiles | scheduled_task | /base/evening.flac | 784 | svchost.exe | MITRE Technique: T1566.001 | Unconventional IOC: UEFI variable tampering | Endpoint scheduled_task /base/evening.flac by cmiles MITRE Technique: T1566.001 | Unconventional IOC: UEFI variable tampering | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
43f7b78c-cef4-4907-b39c-5082e978b5f9 | 2025-02-21T22:28:54 | network | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|info| desc=Network beaconing from 99.59.71.86 to 139.6.177.113 No additional info noise=E9CCE769 | {
"geo_location": "Djibouti",
"device_hash": "bd194efa1cf429e8fb24227f13831e7a",
"user_agent": "Opera/9.50.(Windows NT 6.2; gl-ES) Presto/2.9.165 Version/10.00",
"session_id": "c58ed511-cccc-44d7-bdd8-7c1f6b035e03",
"risk_score": 72.18,
"confidence": 0.65
} | null | beaconing | null | null | null | No additional info | Network beaconing from 99.59.71.86 to 139.6.177.113 No additional info | null | null | null | null | 99.59.71.86 | 139.6.177.113 | null | null | null | null | null | null | null | null | null | null | UDP | 994,661 | null | null | null |
2546d58b-1e85-4487-959d-be96b47a6dc6 | 2025-06-27T16:26:05 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop worry by rowlandmegan MITRE Technique: T1110.003 | {
"geo_location": "Cuba",
"device_hash": "5fc13121793216ee96730f3fd44bf9e6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "d0b3f7a3-3d44-47ed-a289-58236e2e29e5",
"risk_score": 57.66,
"confidence": 0.63
} | rowlandmegan | process_stop | worry | 3,381 | powershell.exe | MITRE Technique: T1110.003 | Endpoint process_stop worry by rowlandmegan MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9b28f2fe-cb19-4185-ab60-a5a4c53b8983 | 2025-07-04T22:56:06 | ids_alert | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|high| desc=Palo Alto Cortex Alert: Brute Force detected from 36.225.157.127 targeting 102.186.94.150 MITRE Technique: T1543.003 | {
"geo_location": "Antigua and Barbuda",
"device_hash": "3daf051d883831ba24f2299c754cddf35cd1866582d161225ce42c8b6884c476",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/8541-10-31 07:06:17 Firefox/3.8",
"session_id": "d3b45975-8f9f-4638-96af-6eb1cd9ed5c9",
"risk_score": 95.46,
"confidence... | null | null | null | null | null | MITRE Technique: T1543.003 | Palo Alto Cortex Alert: Brute Force detected from 36.225.157.127 targeting 102.186.94.150 MITRE Technique: T1543.003 | {
"baseline_deviation": 0.75,
"entropy": 2.79,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 36.225.157.127 | 102.186.94.150 | Brute Force | SIG-6534 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
b65463b6-69b6-41e2-a30f-1627af5609c7 | 2025-04-28T20:00:59 | auth | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|medium| desc=Auth locked for paulperez via passwordless from 219.206.230.92 No additional info noise=day|hear|identify | {
"geo_location": "Sri Lanka",
"device_hash": "5828cb40ed1942ebc07b105da59146174e431cff9d9be8ab79663b78e43fc430",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/3.1)",
"session_id": "5d501ea2-0ea5-4b01-909f-1d566d22fbd7",
"risk_score": 71.72,
"confidence": 0.72
} | paulperez | locked | null | null | null | No additional info | Auth locked for paulperez via passwordless from 219.206.230.92 No additional info | null | null | null | null | 219.206.230.92 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 04:c9:07:52:a5:b0 |
9c5bfc12-f01b-4c43-9f1b-9ca06f58bb6e | 2025-01-12T15:16:29 | network | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|high| desc=Network connection from 10.0.17.35 to 48.44.253.183 MITRE Technique: T1547.001 | {
"geo_location": "Montserrat",
"device_hash": "bc209ecd85045bea5c2b671dba719f10",
"user_agent": "Mozilla/5.0 (Android 4.3; Mobile; rv:61.0) Gecko/61.0 Firefox/61.0",
"session_id": "8154d110-3766-48b4-bb50-2c861ca3c4ca",
"risk_score": 37.09,
"confidence": 0.2
} | null | connection | null | null | null | MITRE Technique: T1547.001 | Network connection from 10.0.17.35 to 48.44.253.183 MITRE Technique: T1547.001 | null | null | null | null | 10.0.17.35 | 48.44.253.183 | null | null | null | null | null | null | null | null | null | null | TCP | 548,650 | null | null | null |
d9540090-0a0e-4597-a8ae-f4f0f5519dfb | 2025-02-25T05:14:54 | endpoint | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism kid by serranokathleen No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "bd8c9cf954d64aefa81d4a4c8daaecb1fe44b35f",
"user_agent": "Opera/8.36.(X11; Linux x86_64; ca-ES) Presto/2.9.172 Version/11.00",
"session_id": "5a8b18b2-79f7-4138-a5d2-e8c392ef5a00",
"risk_score": 59.02,
"confidence": 0.51
} | serranokathleen | persistence_mechanism | kid | 8,400 | svchost.exe | No additional info | Endpoint persistence_mechanism kid by serranokathleen No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
27096b5c-dbfe-43db-928b-52a75a94ade0 | 2025-01-12T14:40:29 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network beaconing from 66.38.183.45 to 40.100.81.131 MITRE Technique: T1543.003 noise=born|page|science | {
"geo_location": "North Korea",
"device_hash": "b9b27068881df2c96323fb2ab62cfbb2ffcb1404",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/24.0.807.0 Safari/532.2",
"session_id": "96da6c77-ab5b-42cf-ab39-17d8c3d37159",
"risk_score": 57.1,
"confidence": 0.29
} | null | beaconing | null | null | null | MITRE Technique: T1543.003 | Network beaconing from 66.38.183.45 to 40.100.81.131 MITRE Technique: T1543.003 | null | null | null | null | 66.38.183.45 | 40.100.81.131 | null | null | null | null | null | null | null | null | null | null | HTTP | 669,526 | null | null | null |
70a325ac-a8b9-40c7-92e0-d6a32cce9bd0 | 2025-02-07T11:06:33 | ids_alert | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|high| desc=Palo Alto Cortex Alert: Zero-Day Exploit detected from 159.69.159.105 targeting 92.128.50.188 No additional info | {
"geo_location": "New Caledonia",
"device_hash": "2b83552993a5ca609515745d7ff671e7",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_3 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/13.2f6172.0 Mobile/35M155 Safari/532.0",
"session_id": "889fd5c1-d1d9-49f2-9ee3-520461cd1a87",
"risk_score":... | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: Zero-Day Exploit detected from 159.69.159.105 targeting 92.128.50.188 No additional info | null | null | null | null | 159.69.159.105 | 92.128.50.188 | Zero-Day Exploit | SIG-6442 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
a8803b19-70af-4704-8005-4e90a4446e98 | 2025-06-27T11:08:11 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism success by dawn89 No additional info | {
"geo_location": "Afghanistan",
"device_hash": "b2c376d2bdee2c11bf9d7c9044b88984",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/5.1)",
"session_id": "3c2467dd-7821-4d1d-90c1-b8ded21ababc",
"risk_score": 15.36,
"confidence": 0.73
} | dawn89 | persistence_mechanism | success | 2,141 | explorer.exe | No additional info | Endpoint persistence_mechanism success by dawn89 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
63907288-73a7-4bb9-bf79-9f9ed10f16b7 | 2025-05-09T11:11:46 | ids_alert | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|critical| desc=CrowdStrike Alert: Zero-Day Exploit detected from 61.150.174.78 targeting 171.19.251.148 No additional info | {
"geo_location": "Tunisia",
"device_hash": "750802c1dbe4efb739bbd67087d15ab9",
"user_agent": "Opera/9.93.(X11; Linux x86_64; fil-PH) Presto/2.9.186 Version/10.00",
"session_id": "8abe5686-76de-4fbb-a23c-142609913cfc",
"risk_score": 31.3,
"confidence": 0.86
} | null | null | null | null | null | No additional info | CrowdStrike Alert: Zero-Day Exploit detected from 61.150.174.78 targeting 171.19.251.148 No additional info | null | null | null | null | 61.150.174.78 | 171.19.251.148 | Zero-Day Exploit | SIG-9928 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
67d03ce9-fe1d-4e06-a8ee-4af47a60842a | 2025-02-05T13:14:14 | ids_alert | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|medium| desc=Elastic SIEM Alert: Zero-Day Exploit detected from 65.233.28.176 targeting 39.47.240.227 MITRE Technique: T1547.001 | Associated Threat Actor: APT35 | {
"geo_location": "Pitcairn Islands",
"device_hash": "341ed5d850b987e5ce2d908bbd74ccae",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_5; rv:1.9.3.20) Gecko/4656-02-22 20:23:02 Firefox/3.6.11",
"session_id": "90012442-f056-491a-bf74-e55f258c59b1",
"risk_score": 68.89,
"confidence": 0.23
} | null | null | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: APT35 | Elastic SIEM Alert: Zero-Day Exploit detected from 65.233.28.176 targeting 39.47.240.227 MITRE Technique: T1547.001 | Associated Threat Actor: APT35 | null | null | null | null | 65.233.28.176 | 39.47.240.227 | Zero-Day Exploit | SIG-8290 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
e628136c-46a5-4b6d-aa76-d502bceb9269 | 2025-05-22T19:55:47 | iot | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Liberia",
"device_hash": "386df9bd5b934df1bf7abfec3db3e2062390ac864006b9badb3c29f35f8f2e22",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/2128-04-27 16:03:34 Firefox/3.8",
"session_id": "e041515a-2512-4dba-b494-3f65be09296e",
"risk_score": 53.91,
"confidence": 0.39
} | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-50a62302 | 5.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4ac3b48a-9311-4b77-aad0-4c9ba9d1eccb | 2025-01-23T18:15:28 | ai | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by mcleankimberly No additional info | {
"geo_location": "Cuba",
"device_hash": "f7840978d0de11d2b257b6088412a9779f4a6612",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; raj-IN) AppleWebKit/531.2.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6531.2.2",
"session_id": "d35bbd8b-d13a-40b7-a6ea-a7ccaa196588",
"risk_sc... | mcleankimberly | prompt_injection | null | null | null | No additional info | AI system prompt_injection by mcleankimberly No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ac5444fa | e7497ce1d11d06888824f36c99f1b387e358754a | d375ad78c1d30ba742bae70afc9e46cd670c9ddf | null | null | null | null | null | null | null |
855f209b-a901-4ce6-9516-46512d00893e | 2025-03-16T05:01:07 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop NTP traffic from 201.143.214.150:971 to 147.39.79.31:857 Unconventional IOC: Bios timestamp anomalies noise=UmF0aGVyLg== | {
"geo_location": "Honduras",
"device_hash": "c76312e991264b3412966b43c2a42885",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/531.47.2 (KHTML, like Gecko) Version/4.0.2 Safari/531.47.2",
"session_id": "52de507a-ab8b-4d7b-98b9-4fb01ef28af3",
"risk_score": 69.6,
"confidence": 0.3
} | null | drop | null | null | null | Unconventional IOC: Bios timestamp anomalies | Firewall drop NTP traffic from 201.143.214.150:971 to 147.39.79.31:857 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 201.143.214.150 | 147.39.79.31 | null | null | null | null | null | null | null | null | 971 | 857 | NTP | 537,968 | 758 | null | null |
d7b9875e-f83a-45ca-83f0-a7c526c43044 | 2025-05-28T17:49:41 | cloud | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in OCI by douglaspowers No additional info | {
"geo_location": "Russia",
"device_hash": "b1f47a5d614d17dacd0d01e2fe5a195997245cdd2494a9e65b53393fdd9476d9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/5.1)",
"session_id": "3b2fb33e-42e6-448e-87df-fc68c12e27bb",
"risk_score": 29.58,
"confidence": 0.31
} | douglaspowers | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in OCI by douglaspowers No additional info | null | null | null | null | null | null | null | null | null | OCI | res-73a6429d | null | null | null | null | null | null | null | null | null | null |
a5c09bad-5a0a-44b0-b73c-d3772c5b5bb1 | 2025-02-04T18:43:29 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth success for lewislogan via OAuth from 152.91.208.109 MITRE Technique: T1053.005 noise=spring|listen|style | {
"geo_location": "Bhutan",
"device_hash": "398ce80a89761569034f05f9d0297af272e9926e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; hu-HU) AppleWebKit/533.38.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6533.38.6",
"session_id": "e0fe1e7d-a018-4423-ac2f-6e87a55ab397",
"risk... | lewislogan | success | null | null | null | MITRE Technique: T1053.005 | Auth success for lewislogan via OAuth from 152.91.208.109 MITRE Technique: T1053.005 | null | null | null | null | 152.91.208.109 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | ca:70:91:b1:6d:a1 |
793b886d-2be8-4224-8e07-79bd39f6784d | 2025-04-26T12:49:18 | ids_alert | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|high| desc=Elastic SIEM Alert: Port Scan detected from 146.49.219.193 targeting 194.174.9.150 No additional info | {
"geo_location": "Netherlands",
"device_hash": "f0fd91b7ba62360bedf077aad0a4c9bccbb3b508",
"user_agent": "Opera/9.53.(X11; Linux i686; lzh-TW) Presto/2.9.174 Version/11.00",
"session_id": "443b748e-8352-47cf-90e5-fcc24b32b0d8",
"risk_score": 26.37,
"confidence": 0.42
} | null | null | null | null | null | No additional info | Elastic SIEM Alert: Port Scan detected from 146.49.219.193 targeting 194.174.9.150 No additional info | null | null | null | null | 146.49.219.193 | 194.174.9.150 | Port Scan | SIG-8933 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
92ff7157-662a-4c9c-9872-b9a74c476eba | 2025-02-19T20:44:58 | firewall | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|low| desc=Firewall deny HTTP traffic from 117.240.56.60:8613 to 92.183.10.11:1002 No additional info noise=UG9zc2libGUu | {
"geo_location": "Gibraltar",
"device_hash": "3d65fa50e3abb68b7617f80c8db11be3",
"user_agent": "Opera/9.47.(Windows 98; Win 9x 4.90; quz-PE) Presto/2.9.169 Version/10.00",
"session_id": "69841fe2-8e32-4608-a3a2-77015724ca92",
"risk_score": 59.06,
"confidence": 0.63
} | null | deny | null | null | null | No additional info | Firewall deny HTTP traffic from 117.240.56.60:8613 to 92.183.10.11:1002 No additional info | null | null | null | null | 117.240.56.60 | 92.183.10.11 | null | null | null | null | null | null | null | null | 8,613 | 1,002 | HTTP | 440,339 | 1,199 | null | null |
859f89a9-05be-4121-be84-54bf54714459 | 2025-06-24T08:03:49 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access off by amandasmith No additional info | {
"geo_location": "Mayotte",
"device_hash": "1a0532772ab362c60e23c0de742a6ee8c5c6c4a4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/3.0)",
"session_id": "ec0df59e-47a9-424e-8b09-7588162baeb8",
"risk_score": 0.28,
"confidence": 0.87
} | amandasmith | file_access | off | 9,438 | powershell.exe | No additional info | Endpoint file_access off by amandasmith No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ac1d1a34-511a-44b2-87fd-bb3b3b44eea0 | 2025-02-26T02:10:00 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network connection from 117.223.241.233 to 173.226.127.72 MITRE Technique: T1190 | Unconventional IOC: Thermal sensor anomalies noise=list/blog/explore | {
"geo_location": "Italy",
"device_hash": "d97855bbf47d9a5dfcf3a4e5c7267d9b67a6f1d3afed3ff3bceab669a647b848",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; bho-IN) AppleWebKit/533.29.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6533.29.1",
"session_id": "b7301a04-ed6a-4245-9ee... | null | connection | null | null | null | MITRE Technique: T1190 | Unconventional IOC: Thermal sensor anomalies | Network connection from 117.223.241.233 to 173.226.127.72 MITRE Technique: T1190 | Unconventional IOC: Thermal sensor anomalies | null | null | null | null | 117.223.241.233 | 173.226.127.72 | null | null | null | null | null | null | null | null | null | null | TCP | 648,027 | null | null | null |
1ff01ce6-ba86-40bb-8ef7-9f9ccba066ae | 2025-03-11T06:43:10 | ai | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by christopher37 No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "18e798fc147e7d8da9cc876066be36ab27259d46",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/5.0)",
"session_id": "6c2f72c6-265f-4f49-ab67-8644c53b822c",
"risk_score": 69.36,
"confidence": 0.51
} | christopher37 | fine_tuning | null | null | null | No additional info | AI system fine_tuning by christopher37 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-2df91456 | 589a74cfe24d1717a94452a6840019abc295bb43 | b8903ee13d96bd17dd4737c3ccd6e48e7b641851e667411038e24c2dd74a1f23 | null | null | null | null | null | null | null |
5f7b7989-d20e-4384-beab-6eebba45ae6d | 2025-04-16T21:41:29 | ai | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by tayloralexandra No additional info | {
"geo_location": "Vanuatu",
"device_hash": "6eac26fa48f130ebf709463f8b7d20de",
"user_agent": "Opera/8.60.(Windows NT 6.0; uz-UZ) Presto/2.9.190 Version/12.00",
"session_id": "8d17c51b-09b2-4379-8951-dd7a987c3cd0",
"risk_score": 48.79,
"confidence": 0.7
} | tayloralexandra | prompt_injection | null | null | null | No additional info | AI system prompt_injection by tayloralexandra No additional info | null | null | null | null | null | null | null | null | null | null | null | model-9912d732 | fe6eb7551df54a6ab30510c48ff44f4de29507c9 | 8f284c3247f24f184628c73811e90e8fa8695245 | null | null | null | null | null | null | null |
2b9bc24c-dd1b-40e6-9292-be04d4041b3e | 2025-04-17T16:38:54 | ids_alert | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|high| desc=CrowdStrike Alert: Domain Fronting detected from 34.119.118.204 targeting 12.170.79.55 MITRE Technique: T1566.001 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Sri Lanka",
"device_hash": "6208f3179d982a72951290c935eb93f3",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/4989-01-19 10:00:09 Firefox/3.8",
"session_id": "dc91a140-b3a8-477c-9701-01f3834ba793",
"risk_score": 31.96,
"confidence": 0.8
} | null | null | null | null | null | MITRE Technique: T1566.001 | Unconventional IOC: Quantum random number deviations | CrowdStrike Alert: Domain Fronting detected from 34.119.118.204 targeting 12.170.79.55 MITRE Technique: T1566.001 | Unconventional IOC: Quantum random number deviations | null | null | null | null | 34.119.118.204 | 12.170.79.55 | Domain Fronting | SIG-7780 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
7ed2e9db-6e4e-4180-9ddb-b6dcb1ac0e82 | 2025-06-06T22:28:06 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud config_change in OCI by josephdelgado No additional info noise=QWJsZS4= | {
"geo_location": "Afghanistan",
"device_hash": "2f912443a38bfa5663acc1ba1e7c4825ce825bea4c3683542d787cf8d7366023",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/5.0)",
"session_id": "52538aff-4fad-4fc4-baf6-3f0b17e82e85",
"risk_score": 34.88,
"confidence": 0.58
} | josephdelgado | config_change | null | null | null | No additional info | Cloud config_change in OCI by josephdelgado No additional info | null | null | null | null | null | null | null | null | null | OCI | res-e84f7600 | null | null | null | null | null | null | null | null | null | null |
b6f6d092-3646-4037-8af3-2b4807e8e171 | 2025-02-25T17:02:01 | endpoint | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop candidate by joseph75 MITRE Technique: T1204.002 | {
"geo_location": "United States Virgin Islands",
"device_hash": "fed8510d33cdb5ed7ef76cddab748217",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_1; rv:1.9.6.20) Gecko/4140-01-01 10:20:29 Firefox/3.8",
"session_id": "6ca57193-fb1b-42dc-83a5-f912d9ba3b53",
"risk_score": 59.68,
"confidence": 0.... | joseph75 | process_stop | candidate | 4,520 | svchost.exe | MITRE Technique: T1204.002 | Endpoint process_stop candidate by joseph75 MITRE Technique: T1204.002 | {
"baseline_deviation": 2.5,
"entropy": 3.67,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5cf478e5-616e-47d6-8194-1fcbafa55458 | 2025-07-02T16:54:31 | firewall | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall drop HTTP traffic from 183.101.246.28:893 to 133.107.142.127:912 MITRE Technique: T1059.005 | {
"geo_location": "Rwanda",
"device_hash": "fec4c3dd3995ca897ed084ca15ec5974",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/5.1)",
"session_id": "c3676648-09af-4b92-8b0d-75304325aad0",
"risk_score": 75.77,
"confidence": 0.47
} | null | drop | null | null | null | MITRE Technique: T1059.005 | Firewall drop HTTP traffic from 183.101.246.28:893 to 133.107.142.127:912 MITRE Technique: T1059.005 | null | null | null | null | 183.101.246.28 | 133.107.142.127 | null | null | null | null | null | null | null | null | 893 | 912 | HTTP | 136,989 | 439 | null | null |
a3e5b3de-cd92-44fa-809e-533bac42afb0 | 2025-02-12T20:59:33 | endpoint | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec /paper/exist.mp3 by chanscott No additional info | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "2ae38276484e22efcd4376077e6ac424",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_6; rv:1.9.4.20) Gecko/7884-01-05 18:43:47 Firefox/3.8",
"session_id": "5ae9babc-7084-4f40-b42d-0daedf61f2eb",
"risk_score": 68.05,
"confidence": 0.5... | chanscott | wmi_exec | /paper/exist.mp3 | 5,150 | svchost.exe | No additional info | Endpoint wmi_exec /paper/exist.mp3 by chanscott No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9cd967b2-85b7-49ba-b1d3-d280d99e8711 | 2025-05-04T19:33:58 | iot | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor firmware_update No additional info noise=blog/explore/list | {
"geo_location": "Pakistan",
"device_hash": "c5093260269c490eebc905b92446a9c659378570",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/5.0)",
"session_id": "727e1d18-46ce-4388-8a2a-15c32d211c59",
"risk_score": 74.54,
"confidence": 0.41
} | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | {
"baseline_deviation": 1.25,
"entropy": 5.14,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Sensor | iot-32c71595 | 2.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
af1c38cc-7891-4fe1-a058-069b3f30c664 | 2025-04-26T21:34:25 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change /memory/fund.html by brittany76 No additional info noise=85915C4A | {
"geo_location": "Albania",
"device_hash": "6050ff8cd0e04c8ee0d75a1232a24282b321c54edea92782ae7650be391e1a22",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/5.1)",
"session_id": "784041d9-9be9-4ddb-935e-b641131a71c3",
"risk_score": 65.27,
"confidence": 0.15
} | brittany76 | registry_change | /memory/fund.html | 3,693 | explorer.exe | No additional info | Endpoint registry_change /memory/fund.html by brittany76 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
61bafb1f-cafa-48cc-87b3-7db8980095b6 | 2025-03-07T20:34:09 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop site by fostervalerie Living-off-the-land technique detected | {
"geo_location": "Luxembourg",
"device_hash": "49ead2a7c3fd7962a30700df6a27fb2b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/5.0)",
"session_id": "5d71ea76-965f-4b7e-9765-345bc4859193",
"risk_score": 44.95,
"confidence": 0.96
} | fostervalerie | process_stop | site | 6,959 | svchost.exe | Living-off-the-land technique detected | Endpoint process_stop site by fostervalerie Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
81a4c545-3ed4-40d3-b936-efa359fa8399 | 2025-01-30T11:06:37 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change present by ericksonkatie Fileless execution detected | {
"geo_location": "Iraq",
"device_hash": "88f52b905052701e55a2069d9dfbfc02ff85742d5bbe321f9b1eb2b941217e08",
"user_agent": "Opera/9.90.(X11; Linux x86_64; niu-NZ) Presto/2.9.165 Version/10.00",
"session_id": "3a0a5b34-20c2-41c0-829b-ffa76e9e793f",
"risk_score": 53.13,
"confidence": 0.52
} | ericksonkatie | registry_change | present | 6,885 | powershell.exe | Fileless execution detected | Endpoint registry_change present by ericksonkatie Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
89deb7a8-dac3-4434-baa9-5f43f633584f | 2025-05-12T00:47:56 | ids_alert | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|critical| desc=OSSEC Alert: AI Model Poisoning detected from 10.64.118.89 targeting 166.222.125.132 MITRE Technique: T1134.001 noise=like|rock|sell | {
"geo_location": "Romania",
"device_hash": "4605e74377da85340387a27cac7db872",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/62.0.874.0 Safari/531.1",
"session_id": "0a3f38e9-5914-45f7-a39c-167dd58f0bb5",
"risk_score": 65.19,
"confidence": 0.26
} | null | null | null | null | null | MITRE Technique: T1134.001 | OSSEC Alert: AI Model Poisoning detected from 10.64.118.89 targeting 166.222.125.132 MITRE Technique: T1134.001 | null | null | null | null | 10.64.118.89 | 166.222.125.132 | AI Model Poisoning | SIG-1828 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
5a2ccfd0-a823-4fd8-ae0b-0493a3714d06 | 2027-10-20T06:19:56 | ids_alert | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|low| desc=Palo Alto Cortex Alert: DDoS detected from 111.170.4.144 targeting 221.31.241.146 No additional info | {
"geo_location": "Argentina",
"device_hash": "f684c235ee401b21cfff91415321e80ccdb18c8b",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_2 rv:2.0; ks-IN) AppleWebKit/533.50.1 (KHTML, like Gecko) Version/5.0 Safari/533.50.1",
"session_id": "4b0609b9-e377-40b7-b7db-bf1ddbee3904",
"risk_score": 53.01,... | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: DDoS detected from 111.170.4.144 targeting 221.31.241.146 No additional info | null | null | null | null | 111.170.4.144 | 221.31.241.146 | DDoS | SIG-5153 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
6efe6718-2937-4828-ab8a-eae45118034d | 2025-03-31T22:25:04 | endpoint | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop friend by fguzman No additional info | {
"geo_location": "Madagascar",
"device_hash": "8f1ce06f49a6e27d8cf1a7b5c087579a8eecb48afe712931820ff79f41427f4a",
"user_agent": "Opera/9.95.(Windows 95; mn-MN) Presto/2.9.165 Version/11.00",
"session_id": "565c392e-f49e-4df5-aa94-f0c6aa32b802",
"risk_score": 43.72,
"confidence": 0.74
} | fguzman | process_stop | friend | 8,446 | explorer.exe | No additional info | Endpoint process_stop friend by fguzman No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
34a3295e-9886-4f57-81e0-8b01e1d76127 | 2025-06-04T15:35:26 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by christopher77 No additional info | {
"geo_location": "Saint Martin",
"device_hash": "6dad43230e63bd08e286be4a7bb02db8717f21cea4ad10c4e6b98ad00a28adf2",
"user_agent": "Opera/8.62.(X11; Linux i686; ig-NG) Presto/2.9.167 Version/11.00",
"session_id": "6bc05550-821c-46ce-818f-d03800af706f",
"risk_score": 25.23,
"confidence": 0.68
} | christopher77 | prompt_injection | null | null | null | No additional info | AI system prompt_injection by christopher77 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ba64d1a1 | 0ad2328cfb2c41d2c39aecb2cabd311a073f8771 | 854b67d4bb879faac15e6260556cd12e | null | null | null | null | null | null | null |
604e895d-cbae-4725-a26d-235b006f6d78 | 2025-02-12T11:40:41 | auth | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|medium| desc=Auth success for stephen74 via passwordless from 58.203.15.80 No additional info | {
"geo_location": "Tonga",
"device_hash": "d9ce78c595734eb529a7eb7b908237a1e3a97fde",
"user_agent": "Opera/8.45.(X11; Linux i686; bs-BA) Presto/2.9.186 Version/10.00",
"session_id": "3474055d-bf88-4dc2-b37a-fc810384cd0a",
"risk_score": 41.92,
"confidence": 0.26
} | stephen74 | success | null | null | null | No additional info | Auth success for stephen74 via passwordless from 58.203.15.80 No additional info | {
"baseline_deviation": 2.45,
"entropy": 3.42,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 58.203.15.80 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 18:1c:1a:87:26:78 |
0c460790-9e39-49a9-80da-23ce6d1533d7 | 2025-05-26T14:59:49 | network | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 120.190.149.97 to 173.123.146.58 No additional info | {
"geo_location": "Ghana",
"device_hash": "877c2912c8ea6ee9f4017d860bcf197b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/4.1)",
"session_id": "62cabab5-22fb-4fec-9be9-efffa09c6480",
"risk_score": 76.18,
"confidence": 0.74
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 120.190.149.97 to 173.123.146.58 No additional info | null | null | null | null | 120.190.149.97 | 173.123.146.58 | null | null | null | null | null | null | null | null | null | null | HTTPS | 820,179 | null | null | null |
71b0de62-1cef-43f4-9b93-a799d7b02f62 | 2025-04-17T17:22:43 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop TCP traffic from 24.86.24.221:192 to 140.36.7.5:192 Associated Threat Actor: APT37 noise=TW9uZXku | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "c997b56bc7fcca41968d7af667426db59b6528abdcb070cd857f4c62a29c858d",
"user_agent": "Mozilla/5.0 (Linux; Android 4.3) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/32.0.851.0 Safari/535.1",
"session_id": "afcc82eb-6227-41cf-9cfb-f365eff0abdb",
"risk_score... | null | drop | null | null | null | Associated Threat Actor: APT37 | Firewall drop TCP traffic from 24.86.24.221:192 to 140.36.7.5:192 Associated Threat Actor: APT37 | null | null | null | null | 24.86.24.221 | 140.36.7.5 | null | null | null | null | null | null | null | null | 192 | 192 | TCP | 425,516 | 2,707 | null | null |
e961e1a0-47d0-4bd4-8404-48a554722b3d | 2025-01-15T06:54:38 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "f4b71ac97565b5b22bf1d24852c8c2b1",
"user_agent": "Opera/8.51.(X11; Linux i686; yue-HK) Presto/2.9.188 Version/12.00",
"session_id": "3cd58e4e-0c1f-4dec-aacf-89de18ae0694",
"risk_score": 25.11,
"confidence": 0.52
} | null | firmware_update | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | null | Thermostat | iot-c26ea7ba | 1.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
140820e8-992a-4deb-bdec-550d73dcdf35 | 2025-06-27T14:42:04 | ai | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by gregorymiranda Associated Threat Actor: Scattered Spider | {
"geo_location": "Luxembourg",
"device_hash": "51e518d7907832107e7b3ef669ec7449",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/3933-03-29 22:29:22 Firefox/4.0",
"session_id": "5eb3da80-d221-4004-bdc6-5d6da8e3db72",
"risk_score": 51.98,
"confidence": 0.49
} | gregorymiranda | model_inversion | null | null | null | Associated Threat Actor: Scattered Spider | AI system model_inversion by gregorymiranda Associated Threat Actor: Scattered Spider | null | null | null | null | null | null | null | null | null | null | null | model-8d2e0b4d | d0b2f24740492967c9a46cba8a368fdcb869e5d8 | 48d2fddf5d9720c6cb89ef704a7739779faeede6eb0141353ed85bc6623ea288 | null | null | null | null | null | null | null |
8fe9a282-2324-4ccc-9f37-39f93b941b7e | 2025-03-06T08:23:14 | firewall | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only TCP traffic from 7.27.175.206:852 to 18.18.192.1:906 MITRE Technique: T1110.003 | {
"geo_location": "Morocco",
"device_hash": "f74482654398106d19ca37e24b0126a07d3c3315",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; az-AZ) AppleWebKit/535.38.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6535.38.7",
"session_id": "4819ae79-dedd-4f01-b7ec-8d8a4cf266dc",
"ris... | null | log-only | null | null | null | MITRE Technique: T1110.003 | Firewall log-only TCP traffic from 7.27.175.206:852 to 18.18.192.1:906 MITRE Technique: T1110.003 | null | null | null | null | 7.27.175.206 | 18.18.192.1 | null | null | null | null | null | null | null | null | 852 | 906 | TCP | 554,162 | 2,595 | null | null |
10340c10-9284-4908-8202-d39e65db00c7 | 2025-05-09T22:38:30 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTPS traffic from 108.92.30.125:17966 to 86.125.94.142:1626 MITRE Technique: T1547.001 | {
"geo_location": "Singapore",
"device_hash": "0f66074798fb3631517da924f406179c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_2; rv:1.9.3.20) Gecko/3140-07-18 22:33:58 Firefox/4.0",
"session_id": "b280d54b-d55a-4068-ac8c-65c56d97bfb7",
"risk_score": 88.75,
"confidence": 0.01
} | null | log-only | null | null | null | MITRE Technique: T1547.001 | Firewall log-only HTTPS traffic from 108.92.30.125:17966 to 86.125.94.142:1626 MITRE Technique: T1547.001 | null | null | null | null | 108.92.30.125 | 86.125.94.142 | null | null | null | null | null | null | null | null | 17,966 | 1,626 | HTTPS | 621,152 | 2,686 | null | null |
ebdc56bb-b3ec-405d-ace0-d413de3b5b08 | 2025-05-10T06:26:26 | ids_alert | Palo Alto Cortex v3.0.0 | emergency | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Palo Alto Cortex Alert: Port Scan detected from 24.222.9.28 targeting N/A No additional info | {
"geo_location": "North Korea",
"device_hash": "cae02206437aa76af2d5e710daef56d5",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_7; rv:1.9.4.20) Gecko/4038-02-25 11:17:29 Firefox/3.6.15",
"session_id": "1fbc2e85-3c30-4dc0-bf9f-59cc1bdbce92",
"risk_score": 99.12,
"confidence": 0.23
} | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: Port Scan detected from 24.222.9.28 targeting N/A No additional info | null | null | null | null | 24.222.9.28 | N/A | Port Scan | SIG-1055 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
6fc1f196-aa14-453b-8a9b-0d2a43e9bea0 | 2025-05-30T09:13:26 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth challenge for cmolina via passwordless from 117.189.31.96 Unconventional IOC: CPU microcode changes noise=upon|physical|southern | {
"geo_location": "Madagascar",
"device_hash": "492160cbbaf9822ee83f6c371d1b29a3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/534.16.6 (KHTML, like Gecko) Version/4.0.5 Safari/534.16.6",
"session_id": "0fb61cdc-16fa-439c-a883-0c4489c5f8f3",
"risk_score": 42.57,
"confidence": 0.26
} | cmolina | challenge | null | null | null | Unconventional IOC: CPU microcode changes | Auth challenge for cmolina via passwordless from 117.189.31.96 Unconventional IOC: CPU microcode changes | null | null | null | null | 117.189.31.96 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | d3:34:d2:ae:e3:d2 |
926d9e8a-f7c0-4a55-b2a5-67be0621d209 | 2028-01-23T18:14:31 | network | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|low| desc=Network disconnection from 10.88.0.214 to 84.104.103.86 No additional info | {
"geo_location": "Guernsey",
"device_hash": "4f46240b7e8de3dde66247c64e47cbf9b8680c00a8a89e9db41a8d26f56ba1f3",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/31.0.813.0 Safari/533.2",
"session_id": "971f962d-a063-438b-ae32-020384e533ca",
"risk_score": 61.37,
"con... | null | disconnection | null | null | null | No additional info | Network disconnection from 10.88.0.214 to 84.104.103.86 No additional info | null | null | null | null | 10.88.0.214 | 84.104.103.86 | null | null | null | null | null | null | null | null | null | null | HTTP | 587,366 | null | null | null |
7fed3eeb-a4a8-49c4-a121-1db4b3430730 | 2025-06-23T11:10:27 | endpoint | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access /account/book.bmp by angela43 No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "6103cd8e632bb98315ca83926e186551e98dc866",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; bs-BA) AppleWebKit/531.25.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6531.25.3",
"session_id": "7a7cd5d2-213e-44bb-a... | angela43 | file_access | /account/book.bmp | 3,284 | explorer.exe | No additional info | Endpoint file_access /account/book.bmp by angela43 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d3d77ac2-fff3-44a6-a4f0-4f538f4e9d6c | 2025-01-27T00:48:26 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: Container Escape detected from 59.15.72.66 targeting 129.36.114.30 No additional info noise=indicate|enjoy|design | {
"geo_location": "Iran",
"device_hash": "392d269d7df240570e5c2c73698ca18c9be0f51fa361c7a19c59f225ec16c769",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/5.0)",
"session_id": "69285e57-56ec-4697-abb6-6ef013464dba",
"risk_score": 58.09,
"confidence": 0.74
} | null | null | null | null | null | No additional info | Tanium Alert: Container Escape detected from 59.15.72.66 targeting 129.36.114.30 No additional info | null | null | null | null | 59.15.72.66 | 129.36.114.30 | Container Escape | SIG-7644 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
538eeb11-1c73-4526-ac01-a2c43a0aa8ab | 2025-06-25T23:55:17 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: AI Model Poisoning detected from 202.231.221.2 targeting 222.77.206.62 MITRE Technique: T1218.011 | {
"geo_location": "Colombia",
"device_hash": "6b889a0e35bdadf4336f78cf0262f8d5",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_0 rv:6.0; sv-FI) AppleWebKit/531.15.1 (KHTML, like Gecko) Version/4.0 Safari/531.15.1",
"session_id": "981ea083-cd05-4e8b-91e4-da486ac9a512",
"risk_score": 8.13,
"confide... | null | null | null | null | null | MITRE Technique: T1218.011 | Snort Alert: AI Model Poisoning detected from 202.231.221.2 targeting 222.77.206.62 MITRE Technique: T1218.011 | null | null | null | null | 202.231.221.2 | 222.77.206.62 | AI Model Poisoning | SIG-8318 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
beac80b6-5d71-49b2-90fb-fb50606f9cba | 2025-02-01T13:38:43 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by bwilson No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "a5fc9c57091fea5c8013d277cb9ec5dcd6b4fbce650c5921331089feaa6ce134",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_3_5 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/15.4h6339.0 Mobile/53V084 Safari/536.0",
"session_id": "ebb0772e-a019-473c-9610-9... | bwilson | adversarial_input | null | null | null | No additional info | AI system adversarial_input by bwilson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-23e0000b | a1c8b8c1401ebbb61d8386e6d54a0de264f776ef0fac964a04f086192d9f9525 | 8b21164de85f06be33ee0db3330d1756b44df41a | null | null | null | null | null | null | null |
1678e631-01ac-4850-8b97-ce1e91f28aeb | 2027-11-24T20:34:56 | ai | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|high| desc=AI system model_inversion by munozdawn No additional info noise=him|whom|respond | {
"geo_location": "Hong Kong",
"device_hash": "ad532cfec3fcb0fd607e2b0300c821d4",
"user_agent": "Opera/8.79.(X11; Linux x86_64; os-RU) Presto/2.9.177 Version/10.00",
"session_id": "14ca38c3-332f-4c28-b9da-4a3b341e4c43",
"risk_score": 24.94,
"confidence": 0.96
} | munozdawn | model_inversion | null | null | null | No additional info | AI system model_inversion by munozdawn No additional info | null | null | null | null | null | null | null | null | null | null | null | model-81968b5d | bddf7446dabf23cf456c969e708a51e01753ff03 | 0e029a1922fddf4da24f33fae5b6edbc | null | null | null | null | null | null | null |
d1ee6276-fbba-4b01-b0b1-03b6b7738575 | 2025-04-20T19:56:51 | endpoint | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start head by hannahmedina No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "cb77500dddf84d987e6e24247feb0947",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/33.0.894.0 Safari/535.2",
"session_id": "2d57c86d-027a-4af5-9680-7badbf66ec71",
"risk_score": 49.89,
"confidence": 0.3
} | hannahmedina | process_start | head | 7,421 | powershell.exe | No additional info | Endpoint process_start head by hannahmedina No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
172b8760-4b3b-40e3-be75-73ce389de13f | 2025-07-04T08:47:00 | endpoint | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install /not/main.tiff by philip33 MITRE Technique: T1218.011 | {
"geo_location": "El Salvador",
"device_hash": "9dbb08ee7a071ebf49874258e203642c37a16332fb1efdd80ba4ba39229e668f",
"user_agent": "Opera/8.29.(X11; Linux x86_64; my-MM) Presto/2.9.161 Version/10.00",
"session_id": "4befb152-3e7c-4351-a868-ae0c5d8a1e72",
"risk_score": 58.7,
"confidence": 0.89
} | philip33 | service_install | /not/main.tiff | 1,089 | explorer.exe | MITRE Technique: T1218.011 | Endpoint service_install /not/main.tiff by philip33 MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
80d6fcb7-ba92-4d52-a4d8-e4e998194bf0 | 2025-05-21T02:12:41 | endpoint | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start on by michellelewis Unconventional IOC: GPU memory artifacts noise=main/blog | {
"geo_location": "Mauritius",
"device_hash": "bc493f0a9fbf6686a8f36fc3cf80ea2b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/4.0)",
"session_id": "e47f37a4-e1b1-49e1-a05f-d5334a0d5e05",
"risk_score": 43.09,
"confidence": 0.26
} | michellelewis | process_start | on | 4,724 | explorer.exe | Unconventional IOC: GPU memory artifacts | Endpoint process_start on by michellelewis Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
70a3f845-aa07-4a74-b5a2-301f9e0f21bd | 2025-02-05T00:52:11 | endpoint | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec region by angela07 No additional info noise=blog/search | {
"geo_location": "Burundi",
"device_hash": "dc43fd381f081fb631566f375f9d6d73",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/532.16.5 (KHTML, like Gecko) Version/5.0.3 Safari/532.16.5",
"session_id": "85febf94-4586-4c97-a45f-8ea2459ebd55",
"risk_score": 12.19,
"confidence": 0.75
} | angela07 | wmi_exec | region | 3,856 | explorer.exe | No additional info | Endpoint wmi_exec region by angela07 No additional info | {
"baseline_deviation": 0.89,
"entropy": 4.21,
"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 |
975e29f2-0a28-46ff-a7ad-142f4b2cba66 | 2025-02-11T06:09:29 | network | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 209.167.116.36 to 112.152.128.32 MITRE Technique: T1218.011 | {
"geo_location": "Argentina",
"device_hash": "b6ccab2e46b8394aa364d536ae63efe6d4af435f",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/59.0.838.0 Safari/532.0",
"session_id": "429cb305-523a-4dba-8423-dc177edc1b0d",
"risk_score": 44.23,
"confidence": 0.3
} | null | covert_channel | null | null | null | MITRE Technique: T1218.011 | Network covert_channel from 209.167.116.36 to 112.152.128.32 MITRE Technique: T1218.011 | null | null | null | null | 209.167.116.36 | 112.152.128.32 | null | null | null | null | null | null | null | null | null | null | ICMP | 433,514 | null | null | null |
23c38474-1756-4ca4-bed9-643f8b8ea1b6 | 2025-04-12T00:19:47 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in AWS by sandersangelica Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Ireland",
"device_hash": "df06c0263c7be78869e80d07392c27c78c39bde2",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/26.0.812.0 Safari/535.2",
"session_id": "29260136-fad4-4429-9aa0-978eb21ac861",
"risk_score": 62.52,
"confidence": 0.74
} | sandersangelica | permission_escalation | null | null | null | Unconventional IOC: Unusual DNS TXT records | Cloud permission_escalation in AWS by sandersangelica Unconventional IOC: Unusual DNS TXT records | null | null | null | null | null | null | null | null | null | AWS | res-061ac7b9 | null | null | null | null | null | null | null | null | null | null |
f80f9ad3-8c75-4c32-b460-f473079c4d26 | 2025-03-04T09:30:30 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: Living-off-the-Land detected from 202.164.80.74 targeting 130.58.196.235 No additional info | {
"geo_location": "Tanzania",
"device_hash": "9cb0b4866da7992c4615f7b6355f784e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/7170-12-21 19:02:27 Firefox/3.6.8",
"session_id": "2da0463c-6519-4e12-9263-929990af38ec",
"risk_score": 60.6,
"confidence": 0.22
} | null | null | null | null | null | No additional info | ArcSight Alert: Living-off-the-Land detected from 202.164.80.74 targeting 130.58.196.235 No additional info | null | null | null | null | 202.164.80.74 | 130.58.196.235 | Living-off-the-Land | SIG-7027 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
e9603e48-0783-4db1-b64b-0292b1b41d62 | 2021-11-04T02:07:22 | iot | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical physical_tamper Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Senegal",
"device_hash": "3ebf62108ebbb6670d8c9c0efeb68dc3",
"user_agent": "Opera/9.13.(Windows CE; pt-PT) Presto/2.9.184 Version/11.00",
"session_id": "8bba436c-8001-40ce-aa46-08f0b23ffd19",
"risk_score": 40.73,
"confidence": 0.05
} | null | physical_tamper | null | null | null | Unconventional IOC: Bios timestamp anomalies | IoT device Medical physical_tamper Unconventional IOC: Bios timestamp anomalies | null | Medical | iot-a4aa453a | 9.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ba34556d-f082-43be-bdd2-b99bd1684523 | 2025-05-19T16:18:59 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth challenge for gphillips via OAuth from 57.10.250.183 No additional info | {
"geo_location": "Chile",
"device_hash": "7bac5f3b0472d6876acc5435178792ce0e065824df9dcbdbc82e93d14592c721",
"user_agent": "Opera/9.91.(Windows NT 5.2; ka-GE) Presto/2.9.165 Version/11.00",
"session_id": "42073507-eaca-47fa-88b0-8110aa1b0bc2",
"risk_score": 11.39,
"confidence": 0.8
} | gphillips | challenge | null | null | null | No additional info | Auth challenge for gphillips via OAuth from 57.10.250.183 No additional info | null | null | null | null | 57.10.250.183 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 01:8b:b6:1f:07:c2 |
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