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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
93f41bb8-da20-46e6-926c-281f9bede44d | 2025-01-20T03:07:14 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start improve by seanmartin No additional info | {
"geo_location": "Pitcairn Islands",
"device_hash": "cb9816fa4fc6cac7589013584b848ed6235a0889",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/5.0)",
"session_id": "9ccf8650-50af-46e8-9fda-f87a7cb3fc17",
"risk_score": 70.29,
"confidence": 0.1
} | seanmartin | process_start | improve | 1,912 | explorer.exe | No additional info | Endpoint process_start improve by seanmartin No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c36a120f-5ffd-427f-96a5-daaf891e3253 | 2025-06-02T11:27:30 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 126.163.96.29 to 37.48.212.17 MITRE Technique: T1190 | Associated Threat Actor: Lazarus Group noise=search/main | {
"geo_location": "United Kingdom",
"device_hash": "56d9b2b0a347ebe95d60c2e3508f5eda",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; niu-NZ) AppleWebKit/532.45.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6532.45.6",
"session_id": "f5bff113-1316-4f06-a194-1215f53f7898",
"ris... | null | covert_channel | null | null | null | MITRE Technique: T1190 | Associated Threat Actor: Lazarus Group | Network covert_channel from 126.163.96.29 to 37.48.212.17 MITRE Technique: T1190 | Associated Threat Actor: Lazarus Group | null | null | null | null | 126.163.96.29 | 37.48.212.17 | null | null | null | null | null | null | null | null | null | null | HTTPS | 879,576 | null | null | null |
10028d38-cc32-47fb-a121-fe5ecc51a3e6 | 2025-05-20T13:54:43 | firewall | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only ICMP traffic from 10.47.74.213:972 to 143.4.142.65:581 No additional info | {
"geo_location": "Guinea",
"device_hash": "1a168b2fbd30f1bc5777dbc94606e5c6d32c6fd0673c767691932073d30d9aaa",
"user_agent": "Opera/8.21.(Windows NT 4.0; he-IL) Presto/2.9.179 Version/12.00",
"session_id": "8e9ea0b5-65e6-478d-a79e-815139bf5c71",
"risk_score": 42.79,
"confidence": 0.7
} | null | log-only | null | null | null | No additional info | Firewall log-only ICMP traffic from 10.47.74.213:972 to 143.4.142.65:581 No additional info | null | null | null | null | 10.47.74.213 | 143.4.142.65 | null | null | null | null | null | null | null | null | 972 | 581 | ICMP | 706,058 | 2,432 | null | null |
f39ee9a4-7a1e-41fa-b119-f2a486a07d3b | 2025-06-19T13:40:00 | iot | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC side_channel MITRE Technique: T1486 | {
"geo_location": "Cyprus",
"device_hash": "51bd71c4b630072b66e481ab601fb6d2",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_6 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/33.0.824.0 Mobile/92D788 Safari/536.2",
"session_id": "0437256c-df7b-4348-ae6a-816f3de7450f",
"risk_score": 44.32,
... | null | side_channel | null | null | null | MITRE Technique: T1486 | IoT device HVAC side_channel MITRE Technique: T1486 | null | HVAC | iot-dc52aebd | 9.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
db9d2d14-676f-4700-bbc0-733dc6383870 | 2022-06-29T04:54:07 | cloud | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in AWS by smithjohn No additional info | {
"geo_location": "Burundi",
"device_hash": "32d3cd5c6e0153857c0ef06460f421f8f52905e4",
"user_agent": "Mozilla/5.0 (Android 9; Mobile; rv:29.0) Gecko/29.0 Firefox/29.0",
"session_id": "11446fe2-ab9a-427b-9944-63bad4c1c5d9",
"risk_score": 65.95,
"confidence": 0.79
} | smithjohn | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in AWS by smithjohn No additional info | null | null | null | null | null | null | null | null | null | AWS | res-381252e7 | null | null | null | null | null | null | null | null | null | null |
3e4f2024-520e-46d3-923d-fed1fb8802e8 | 2025-02-16T22:30:03 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth success for dustinpatton via passwordless from 160.131.75.242 Associated Threat Actor: DarkSide | {
"geo_location": "Nigeria",
"device_hash": "8010c6f4bc67bdfe58d8a8c8db2366070b10f2c119b9660375836c8bcc470fb4",
"user_agent": "Mozilla/5.0 (Windows 98; an-ES; rv:1.9.0.20) Gecko/6380-11-25 03:02:33 Firefox/3.6.6",
"session_id": "a834bb4e-82e9-4ea6-837a-c96cd771e732",
"risk_score": 8.51,
"confidence": 0.47
} | dustinpatton | success | null | null | null | Associated Threat Actor: DarkSide | Auth success for dustinpatton via passwordless from 160.131.75.242 Associated Threat Actor: DarkSide | null | null | null | null | 160.131.75.242 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 2e:fc:44:46:ac:6c |
267728c3-13d1-483b-a679-b7e533d4197e | 2025-07-05T05:23:06 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network disconnection from 155.204.48.41 to 150.216.86.121 No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "31101408d3f4fa0931743e3557955d15",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_2 rv:4.0; eo-US) AppleWebKit/534.50.4 (KHTML, like Gecko) Version/4.1 Safari/534.50.4",
"session_id": "14be18c7-4ae2-4897-a2ca-395b1150... | null | disconnection | null | null | null | No additional info | Network disconnection from 155.204.48.41 to 150.216.86.121 No additional info | null | null | null | null | 155.204.48.41 | 150.216.86.121 | null | null | null | null | null | null | null | null | null | null | TCP | 157,197 | null | null | null |
99877e0b-d1fa-4724-bb6a-44d3a4d716da | 2025-02-10T05:12:09 | endpoint | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism agreement by slevine No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "625d9e298ea5800550b0cb5451dd8a4d19f02ec1988e87628fccfcb2fac3717c",
"user_agent": "Opera/8.13.(X11; Linux x86_64; bho-IN) Presto/2.9.174 Version/11.00",
"session_id": "30b1978b-0430-48f5-883d-068e941288cf",
"risk_score": 38.15,
"confidence": 0.... | slevine | persistence_mechanism | agreement | 9,725 | svchost.exe | No additional info | Endpoint persistence_mechanism agreement by slevine No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1bbeff86-fc34-452b-9173-591ec353d93a | 2028-11-04T15:00:13 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in GCP by marthawood MITRE Technique: T1543.003 | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "cceac24fef0f840908c57d10c56f760fef2047b4fb9d8c6fe9be66ad182ed5be",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_9 rv:5.0; da-DK) AppleWebKit/532.45.5 (KHTML, like Gecko) Version/4.0.5 Safari/532.45.5",
"session_id"... | marthawood | config_change | null | null | null | MITRE Technique: T1543.003 | Cloud config_change in GCP by marthawood MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | GCP | res-1f175edd | null | null | null | null | null | null | null | null | null | null |
67a5f4ae-eada-4389-b311-6255b9ba040a | 2025-02-06T10:20:31 | network | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 25.62.235.33 to 167.50.26.177 Associated Threat Actor: DarkSide | {
"geo_location": "Papua New Guinea",
"device_hash": "ac9e0f86327ccf81976729dd1fd0fe4615023cfa",
"user_agent": "Opera/9.65.(Windows NT 5.01; sid-ET) Presto/2.9.186 Version/10.00",
"session_id": "364dc120-c178-41ce-802e-a67970304c2a",
"risk_score": 55.99,
"confidence": 0.19
} | null | data_exfiltration | null | null | null | Associated Threat Actor: DarkSide | Network data_exfiltration from 25.62.235.33 to 167.50.26.177 Associated Threat Actor: DarkSide | null | null | null | null | 25.62.235.33 | 167.50.26.177 | null | null | null | null | null | null | null | null | null | null | TCP | 734,299 | null | null | null |
6f413b63-4e82-416d-95fe-8d91b2a64a0f | 2025-02-12T04:46:05 | firewall | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine SMB traffic from 90.178.43.38:58246 to 161.196.139.94:256 Geo anomaly: Impossible travel detected | {
"geo_location": "Yemen",
"device_hash": "7a8ac0c8176a28de28d61a2bd98fbae9",
"user_agent": "Opera/8.16.(Windows 98; zu-ZA) Presto/2.9.172 Version/12.00",
"session_id": "a468b623-ecfb-4ffc-9a36-c672e77a5599",
"risk_score": 6.78,
"confidence": 0.84
} | null | quarantine | null | null | null | Geo anomaly: Impossible travel detected | Firewall quarantine SMB traffic from 90.178.43.38:58246 to 161.196.139.94:256 Geo anomaly: Impossible travel detected | null | null | null | null | 90.178.43.38 | 161.196.139.94 | null | null | null | null | null | null | null | null | 58,246 | 256 | SMB | 641,574 | 280 | null | null |
57ea9c6e-bca5-4a8e-9d3a-5981d39720eb | 2025-01-26T16:43:59 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth locked for cameronlopez via MFA from 154.171.102.229 MITRE Technique: T1071.001 | {
"geo_location": "Argentina",
"device_hash": "b2f10e6eb384209559bc4d38ac6b4531",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/3.0)",
"session_id": "cb9468b4-0110-403d-80ef-eb4b5f7f644f",
"risk_score": 64.06,
"confidence": 0.81
} | cameronlopez | locked | null | null | null | MITRE Technique: T1071.001 | Auth locked for cameronlopez via MFA from 154.171.102.229 MITRE Technique: T1071.001 | null | null | null | null | 154.171.102.229 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 47:01:2d:c3:da:1f |
7c7f62e2-a451-4664-a604-8e15f8673da6 | 2025-03-08T09:30:24 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install /stop/partner.csv by xperez No additional info noise=day|so|face | {
"geo_location": "Togo",
"device_hash": "4b530b7f6c5ac6e2e68715ba5a09e09cacb3e69e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_7) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/33.0.846.0 Safari/536.2",
"session_id": "aa292afa-a62f-47a1-8a8a-5bdd74e55c7c",
"risk_score": 37.63,
"confidence": 0.8... | xperez | service_install | /stop/partner.csv | 6,141 | explorer.exe | No additional info | Endpoint service_install /stop/partner.csv by xperez No additional info | {
"baseline_deviation": 1.92,
"entropy": 5.47,
"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 |
4d26ab8a-8b03-49e5-8f45-81a72d01c5e1 | 2025-03-22T10:43:17 | ai | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by resparza No additional info | {
"geo_location": "Panama",
"device_hash": "83168d1f222a488b1bfdbc72e6eccf7b169916f128eafe40f2123952e84121f9",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/4416-04-26 00:15:22 Firefox/3.6.18",
"session_id": "0c13ec14-b0bc-471e-87b3-4c58c75f398b",
"risk_score": 92.53,
"confidence": 0.22
} | resparza | model_access | null | null | null | No additional info | AI system model_access by resparza No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d7f5a292 | 234718b1ec88654d91c76dae6c9f4831f83ae086197cc93564b3aee8d2558fbf | 1db39a15387b9af10d3330fcd25965ebef0bb74df9d033e7c09699436b404ef3 | null | null | null | null | null | null | null |
b20b5605-6f44-4f8d-a14e-22e4f1af5e9d | 2025-02-24T14:10:03 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth success for littlelaura via passwordless from 168.12.136.63 MITRE Technique: T1059.005 | {
"geo_location": "Nigeria",
"device_hash": "fe3dd2797a43039452e8e8ea0d0624da",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ta-LK) AppleWebKit/531.17.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6531.17.4",
"session_id": "65f743df-34c0-4f61-90d5-0b9104b1a485",
"risk_score"... | littlelaura | success | null | null | null | MITRE Technique: T1059.005 | Auth success for littlelaura via passwordless from 168.12.136.63 MITRE Technique: T1059.005 | null | null | null | null | 168.12.136.63 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 89:2c:b4:b3:5a:c3 |
6f3959f5-e8ca-40ee-abfa-ca93bbe33675 | 2025-06-05T18:21:17 | firewall | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall drop RDP traffic from 72.204.113.228:19 to 131.135.71.153:649 No additional info | {
"geo_location": "Samoa",
"device_hash": "aa05ef2bbe921891df7963d30416d7a2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/3.0)",
"session_id": "70e4a614-c926-45c6-aca0-080449063c5f",
"risk_score": 41.45,
"confidence": 0.87
} | null | drop | null | null | null | No additional info | Firewall drop RDP traffic from 72.204.113.228:19 to 131.135.71.153:649 No additional info | null | null | null | null | 72.204.113.228 | 131.135.71.153 | null | null | null | null | null | null | null | null | 19 | 649 | RDP | 424,624 | 1,801 | null | null |
69d65b7f-04d6-401a-936c-fff11b1c5845 | 2025-05-31T20:56:09 | iot | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical unusual_activity MITRE Technique: T1053.005 | {
"geo_location": "Madagascar",
"device_hash": "136aaa21f0f1557c4a5408daddf427e4e79f972be49ec0bab62c40ec16c79716",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; as-IN) AppleWebKit/531.13.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6531.13.4",
"session_id": "7a19dd83-d037-4790... | null | unusual_activity | null | null | null | MITRE Technique: T1053.005 | IoT device Medical unusual_activity MITRE Technique: T1053.005 | null | Medical | iot-b29d773b | 10.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
33762e5c-3db9-476d-b9f6-0b88b7f5e274 | 2025-02-27T10:54:53 | network | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|info| desc=Network covert_channel from 10.199.3.50 to 187.63.249.57 MITRE Technique: T1204.002 | {
"geo_location": "Moldova",
"device_hash": "dc75391cbbe9178f7004a84ab6acbed8407caf65",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_1 rv:4.0; en-ZM) AppleWebKit/531.23.2 (KHTML, like Gecko) Version/5.0 Safari/531.23.2",
"session_id": "f7535379-a0e7-4bf8-85ad-75c54de0f42d",
"risk_score": 69.76,
... | null | covert_channel | null | null | null | MITRE Technique: T1204.002 | Network covert_channel from 10.199.3.50 to 187.63.249.57 MITRE Technique: T1204.002 | null | null | null | null | 10.199.3.50 | 187.63.249.57 | null | null | null | null | null | null | null | null | null | null | UDP | 38,098 | null | null | null |
9d92ec9d-0498-4cfc-a134-6441532d1f7a | 2025-06-06T13:56:27 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in Alibaba by kellyleroy No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "89e18901ebcc4611284873d2b7df7d6881b6045be6a67b6946828cb1e0a15dc2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/4.0)",
"session_id": "a9318f22-627e-4341-b643-493fd8caaf9c",
"risk_score": 32.29,
"co... | kellyleroy | shadow_it | null | null | null | No additional info | Cloud shadow_it in Alibaba by kellyleroy No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-9165e644 | null | null | null | null | null | null | null | null | null | null |
7e3110f8-7390-4cf6-a4b5-749d3e1cd060 | 2025-04-19T04:38:09 | iot | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC sensor_spoofing No additional info | {
"geo_location": "Myanmar",
"device_hash": "a2489fad22034e6591f313cb105f661317cb22a0e7f3af0a8e84e64393759245",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; vi-VN) AppleWebKit/532.9.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6532.9.4",
"session_id": "b3457c3d-3b86-493c-a1c5... | null | sensor_spoofing | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | null | HVAC | iot-9d03ddf8 | 3.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
02f07cd7-9270-48f1-ae07-386295cdc2ff | 2025-06-01T19:56:58 | endpoint | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change agent by dennis69 No additional info | {
"geo_location": "Israel",
"device_hash": "3d98eb2217a42421b23f38cbef7a089ca08e1358",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/5.0)",
"session_id": "c0eb852a-5eaf-454d-9001-c360fa99647c",
"risk_score": 38.76,
"confidence": 0.69
} | dennis69 | registry_change | agent | 5,992 | powershell.exe | No additional info | Endpoint registry_change agent by dennis69 No additional info | {
"baseline_deviation": 1.33,
"entropy": 5.06,
"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 |
95be3013-22de-4b1c-9f9a-4e968be99b6b | 2025-03-14T18:56:50 | ai | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by pwaters MITRE Technique: T1053.005 | {
"geo_location": "Russia",
"device_hash": "c10e75f401098e10de54bfa840f47aa1",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/5612-01-30 03:12:32 Firefox/3.6.14",
"session_id": "3af2d8b2-0e0e-4c5d-aa55-32997dc9c5d7",
"risk_score": 34.02,
"confidence": 0.73
} | pwaters | fine_tuning | null | null | null | MITRE Technique: T1053.005 | AI system fine_tuning by pwaters MITRE Technique: T1053.005 | {
"baseline_deviation": 1.65,
"entropy": 6.29,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-d55f7c49 | 626a16a2c63ab548eb3faf94a19e992216e8798fd22cba086bd99f9dac72fe30 | 58509ddf4859f348ea96e9543f3fd500 | null | null | null | null | null | null | null |
c167ed19-e3ce-4b88-8582-8927f8f7b969 | 2025-03-03T08:05:56 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth timeout for dunlapemily via passwordless from 56.113.227.87 No additional info | {
"geo_location": "Guatemala",
"device_hash": "8be4713232672befb68bd21946f6dff1c0f1a805f4a738eb84d6a28581475d2c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/534.6.7 (KHTML, like Gecko) Version/5.0.2 Safari/534.6.7",
"session_id": "36aec7f7-466a-4647-ba03-006d00dbf620",
"risk_score": 7... | dunlapemily | timeout | null | null | null | No additional info | Auth timeout for dunlapemily via passwordless from 56.113.227.87 No additional info | null | null | null | null | 56.113.227.87 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 81:25:8a:83:d6:fd |
235bb5f3-0037-4b0c-81cc-04a340f99bfa | 2025-01-25T16:03:00 | auth | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|low| desc=Auth bypass for bedwards via passwordless from 68.149.32.24 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "New Caledonia",
"device_hash": "03e1d7d25e98b537cdad6c90675d670c865f412a",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; csb-PL; rv:1.9.0.20) Gecko/7559-02-21 01:45:54 Firefox/3.6.18",
"session_id": "a2af2c53-90ce-4e72-b2a8-fd4fce8b094a",
"risk_score": 42.42,
"confidence": 0.81
} | bedwards | bypass | null | null | null | Unconventional IOC: Thermal sensor anomalies | Auth bypass for bedwards via passwordless from 68.149.32.24 Unconventional IOC: Thermal sensor anomalies | null | null | null | null | 68.149.32.24 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | fe:1a:e9:fe:21:fe |
36e174bd-0440-4e9b-abfc-85075db4f653 | 2025-05-29T06:45:28 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in Alibaba by amberdickson MITRE Technique: T1059.005 | {
"geo_location": "Armenia",
"device_hash": "1c41078307e0eb0d36d38497d43e5786c27f421f",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:12.0) Gecko/12.0 Firefox/12.0",
"session_id": "ca70883a-c1b8-492a-8a18-ad70c2def7c7",
"risk_score": 30.49,
"confidence": 0.06
} | amberdickson | config_change | null | null | null | MITRE Technique: T1059.005 | Cloud config_change in Alibaba by amberdickson MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | Alibaba | res-7bc4def0 | null | null | null | null | null | null | null | null | null | null |
868e3e2b-f45a-4a22-b21b-6d7cde490e9c | 2025-05-09T02:20:51 | endpoint | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop /political/face.tiff by yedwards MITRE Technique: T1059.005 | Unconventional IOC: Power consumption spikes | {
"geo_location": "Norway",
"device_hash": "333e6295d10bbc95ca4f0e798c6125d3",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_3; rv:1.9.4.20) Gecko/8986-04-22 02:00:28 Firefox/8.0",
"session_id": "eb7a5a68-79af-479e-ab02-c6c6ab1482a4",
"risk_score": 51.94,
"confidence": 0.1
} | yedwards | process_stop | /political/face.tiff | 912 | powershell.exe | MITRE Technique: T1059.005 | Unconventional IOC: Power consumption spikes | Endpoint process_stop /political/face.tiff by yedwards MITRE Technique: T1059.005 | Unconventional IOC: Power consumption spikes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ba160932-b623-4f51-b5a6-2eba50dd5505 | 2025-01-30T03:09:56 | ai | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by cjohnson No additional info | {
"geo_location": "Oman",
"device_hash": "04f68e5120346276c2132c631ef1cf1b6bde32dd",
"user_agent": "Opera/9.60.(X11; Linux i686; crh-UA) Presto/2.9.174 Version/11.00",
"session_id": "21f3ac03-3159-4af9-91ba-3dfe93b93470",
"risk_score": 48.37,
"confidence": 0.46
} | cjohnson | model_inversion | null | null | null | No additional info | AI system model_inversion by cjohnson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-4da76a04 | 83a28f89cf27d7c6a0ddf89485ee1350 | 1a2367e5fba1c557aa32796bb7ee02dc19ae3563 | null | null | null | null | null | null | null |
fbf8f3b5-57c7-4875-9663-ff79dfcce654 | 2025-04-23T09:59:39 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth success for danielbell via passwordless from 19.46.116.94 MITRE Technique: T1566.001 | {
"geo_location": "Equatorial Guinea",
"device_hash": "40f8aaa334f6bd385dc7b4acd707438f4b151f31b9f24e7c0ecd83ef75f94ce8",
"user_agent": "Opera/9.26.(Windows 98; Win 9x 4.90; sr-ME) Presto/2.9.169 Version/12.00",
"session_id": "137e764e-4d82-4350-9434-e11645db1731",
"risk_score": 45.85,
"confidence": 0.07
} | danielbell | success | null | null | null | MITRE Technique: T1566.001 | Auth success for danielbell via passwordless from 19.46.116.94 MITRE Technique: T1566.001 | null | null | null | null | 19.46.116.94 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | dd:e1:d1:23:42:11 |
de8df3bf-e2a0-42ec-a08d-3f036b83f658 | 2025-06-05T05:55:44 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by meghan60 Associated Threat Actor: APT41 | {
"geo_location": "Samoa",
"device_hash": "e524ffb72849bd223a66691d8acf00bf",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.2) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/39.0.840.0 Safari/531.0",
"session_id": "350ae94c-2d3d-4259-aaa1-975e50acea0e",
"risk_score": 55.24,
"confidence": 0.23
} | meghan60 | model_access | null | null | null | Associated Threat Actor: APT41 | AI system model_access by meghan60 Associated Threat Actor: APT41 | null | null | null | null | null | null | null | null | null | null | null | model-4f9c0953 | 77fb8b80d247c38226c2d84621952ec0 | 79ecc91248bd0ac766a10129cd7c99dc5fea5d705ba6fe2781d9223fe914e866 | null | null | null | null | null | null | null |
84ec5182-02f1-4374-af5e-8c3d3c083986 | 2025-03-06T12:23:48 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth failed for suzanne26 via SAML from 10.34.255.138 No additional info | {
"geo_location": "Dominica",
"device_hash": "125ed5a7c83ff2ced69d77328d3bf9c26137393d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/533.48.4 (KHTML, like Gecko) Version/4.0.3 Safari/533.48.4",
"session_id": "72c6e082-ad0d-4d8b-b4ff-2cadf9af0179",
"risk_score": 53.21,
"confidence": 0... | suzanne26 | failed | null | null | null | No additional info | Auth failed for suzanne26 via SAML from 10.34.255.138 No additional info | null | null | null | null | 10.34.255.138 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 15:b6:ea:f8:22:5d |
208f1569-b0fa-40fe-bcbc-3a8fbc7201cb | 2025-03-31T12:19:01 | network | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|medium| desc=Network connection from 94.131.158.62 to 193.52.71.63 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "China",
"device_hash": "d692c1afdb7ebdd6752b5d902c4ce40b8f4dd573",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; rw-RW; rv:1.9.1.20) Gecko/6590-02-20 20:18:46 Firefox/3.6.8",
"session_id": "dfe5a68e-5e9e-4fef-94f0-17474b0ab522",
"risk_score": 36.46,
"confidence": 0.21
} | null | connection | null | null | null | Unconventional IOC: Bios timestamp anomalies | Network connection from 94.131.158.62 to 193.52.71.63 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 94.131.158.62 | 193.52.71.63 | null | null | null | null | null | null | null | null | null | null | HTTPS | 551,312 | null | null | null |
0609e506-9303-47a5-98c9-3a5e470381c0 | 2025-05-12T20:32:46 | ai | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by richard13 No additional info noise=wp-content/list | {
"geo_location": "Iran",
"device_hash": "1737d8416417b9c40b3256e838550a7a",
"user_agent": "Opera/8.32.(X11; Linux x86_64; am-ET) Presto/2.9.162 Version/10.00",
"session_id": "1c66a06c-0adc-4ea4-a5ce-ff5d864c86c0",
"risk_score": 2.97,
"confidence": 0.62
} | richard13 | api_abuse | null | null | null | No additional info | AI system api_abuse by richard13 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1c5ef944 | e295a2e08e3fed8e514e7796d6b90097 | c041b7912ad72b7fc077263b1575322a | null | null | null | null | null | null | null |
080aee48-b75a-42f6-85f5-501911f33f8f | 2025-07-06T04:51:26 | 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: DDoS detected from 180.41.150.204 targeting N/A Associated Threat Actor: Sandworm Team | {
"geo_location": "Madagascar",
"device_hash": "ce0f5718ba1ae7639e4d696bc5351d80a37b41fa85104865058dc251528c708c",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_5) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/62.0.881.0 Safari/535.1",
"session_id": "f3ee5b52-c770-4db0-87d0-7a292e6fec5e",
"risk_... | null | null | null | null | null | Associated Threat Actor: Sandworm Team | Palo Alto Cortex Alert: DDoS detected from 180.41.150.204 targeting N/A Associated Threat Actor: Sandworm Team | null | null | null | null | 180.41.150.204 | N/A | DDoS | SIG-5379 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
c3abafa3-80d3-4a94-aa69-8624c987930b | 2025-07-01T01:28:30 | iot | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC protocol_violation Associated Threat Actor: Sandworm Team | {
"geo_location": "Liechtenstein",
"device_hash": "08681ce3073c5d923691e695a58f7135",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_4; rv:1.9.5.20) Gecko/8673-04-20 06:08:47 Firefox/11.0",
"session_id": "c2659604-9b82-462c-bce9-bb8b7ecb503a",
"risk_score": 39.03,
"confidence": 0.51
} | null | protocol_violation | null | null | null | Associated Threat Actor: Sandworm Team | IoT device HVAC protocol_violation Associated Threat Actor: Sandworm Team | null | HVAC | iot-92942ccc | 6.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
34e48c35-7157-42f7-b528-ca0cf1a6c777 | 2025-04-22T11:04:30 | 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: AI Model Poisoning detected from 150.37.184.48 targeting N/A MITRE Technique: T1078.004 | {
"geo_location": "Mauritius",
"device_hash": "178a5274e8dba86ca14fdf532b6638eb547d7d9b7a002730e4156853aba1a866",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; bs-BA) AppleWebKit/534.7.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6534.7.4",
"session_id": "dfc4ca05-38c2-4673-84... | null | null | null | null | null | MITRE Technique: T1078.004 | Microsoft Sentinel Alert: AI Model Poisoning detected from 150.37.184.48 targeting N/A MITRE Technique: T1078.004 | null | null | null | null | 150.37.184.48 | N/A | AI Model Poisoning | SIG-8410 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
00a73ff3-8f13-43c4-96e8-dd8671c62ba7 | 2025-03-18T14:48:19 | iot | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat sensor_spoofing No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "c8fdcee6d2e728bd77141cc758e73e0083215bed1bf651332e97f8e3207e6ba7",
"user_agent": "Opera/8.69.(X11; Linux i686; shs-CA) Presto/2.9.188 Version/10.00",
"session_id": "61b431f4-4b1f-4be2-9612-4dcf0782fa3e",
"risk_score": 48.94,
"confiden... | null | sensor_spoofing | null | null | null | No additional info | IoT device Thermostat sensor_spoofing No additional info | null | Thermostat | iot-1a2d8e68 | 7.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
28fb12a9-7c41-45aa-a370-a6597e21c034 | 2025-01-17T16:37:34 | cloud | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in Alibaba by dsmith No additional info | {
"geo_location": "Iraq",
"device_hash": "dca0f2cf50be5283d5ea3991c4832e7efd81283c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/13.0.852.0 Safari/532.1",
"session_id": "3358ea44-7017-4545-9ba7-c7da454d2b91",
"risk_score": 65.84,
"confidence": 0.58
} | dsmith | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Alibaba by dsmith No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-8a1e90ca | null | null | null | null | null | null | null | null | null | null |
e64d12db-cdfe-4ecc-82bc-ea00b670a073 | 2025-04-24T13:12:34 | network | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 8.248.183.182 to 142.223.232.13 No additional info | {
"geo_location": "San Marino",
"device_hash": "4b05332a313d7cc3262571ad4e7890b90126d640",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/31.0.812.0 Safari/535.1",
"session_id": "aac7ef87-2b3c-4d83-9120-22cc767f2e1b",
"risk_score": 71.25,
"confidence": 0.53
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 8.248.183.182 to 142.223.232.13 No additional info | null | null | null | null | 8.248.183.182 | 142.223.232.13 | null | null | null | null | null | null | null | null | null | null | HTTPS | 443,215 | null | null | null |
12c80e63-fdd7-4e1f-912a-46dc4c411d62 | 2025-04-11T03:30:25 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change media by adamsstephanie No additional info | {
"geo_location": "Mauritius",
"device_hash": "5bdb11cce9ad40e466b1941b8ef07926239733cb",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 5_1_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/14.2p5231.0 Mobile/22C338 Safari/535.0",
"session_id": "fe1980fd-c5ff-4836-9f74-a2db5e080d2d",
"risk_score": ... | adamsstephanie | registry_change | media | 502 | powershell.exe | No additional info | Endpoint registry_change media by adamsstephanie No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b3179efa-eb67-4f09-8252-64aa694d3383 | 2025-03-25T06:03:48 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth bypass for raymondgray via SAML from 167.233.71.16 No additional info noise=TmVjZXNzYXJ5Lg== | {
"geo_location": "Slovenia",
"device_hash": "b7afc0f9990290ffefe0046d2f7f8dd9ad32f3b84bd215c5df4c43c41b094cb2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/3.1)",
"session_id": "df8b7bd5-5168-473c-b531-4532dc62de7a",
"risk_score": 43.45,
"confidence": 0.95
} | raymondgray | bypass | null | null | null | No additional info | Auth bypass for raymondgray via SAML from 167.233.71.16 No additional info | null | null | null | null | 167.233.71.16 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 78:bb:d8:cb:6b:2a |
3e45fe95-d56b-4ef6-b6de-1cdac0495a5f | 2025-04-21T15:21:01 | ai | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by mwhite MITRE Technique: T1059.001 | Unconventional IOC: ACPI table modifications | {
"geo_location": "French Polynesia",
"device_hash": "71fce95238eab74fa2c57396a0468221324a21ab035d28beeb7c3c84b98cfb3f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/4.1)",
"session_id": "032a1f40-e774-4ef7-96e5-3bf91a7d62d6",
"risk_score": 60.08,
"confidence": 0.99
} | mwhite | model_inversion | null | null | null | MITRE Technique: T1059.001 | Unconventional IOC: ACPI table modifications | AI system model_inversion by mwhite MITRE Technique: T1059.001 | Unconventional IOC: ACPI table modifications | {
"baseline_deviation": 2.03,
"entropy": 7.34,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-7a7ab240 | d6621a51a437580072b7bdfdfbd77df8aac5bf5046c44ec303a23a53120178d0 | 7c4553d4c696ae340ff768f7e8ce0b726de7bcdc | null | null | null | null | null | null | null |
bc9f721d-f3cb-43ab-a734-61559eb75700 | 2025-06-29T07:12:24 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec current by tjacobs No additional info | {
"geo_location": "Maldives",
"device_hash": "51143231ea54cda28721bc2fb693e97a",
"user_agent": "Opera/9.73.(X11; Linux x86_64; hak-TW) Presto/2.9.166 Version/11.00",
"session_id": "1712f061-708a-4878-9505-95c0deff51b0",
"risk_score": 59.07,
"confidence": 0.48
} | tjacobs | powershell_exec | current | 7,538 | explorer.exe | No additional info | Endpoint powershell_exec current by tjacobs No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9929c4cc-1a68-4837-94c2-5d71334bb466 | 2025-05-26T01:49:04 | iot | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|critical| desc=IoT device Camera command_injection Associated Threat Actor: DarkSide | {
"geo_location": "American Samoa",
"device_hash": "409633da939c9838f2356d39b59c5588e0469845",
"user_agent": "Mozilla/5.0 (Linux; Android 9) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/45.0.806.0 Safari/533.0",
"session_id": "f679f6a4-28d1-454a-a417-8e8a74d73f78",
"risk_score": 64.94,
"confidence": 0.33
} | null | command_injection | null | null | null | Associated Threat Actor: DarkSide | IoT device Camera command_injection Associated Threat Actor: DarkSide | {
"baseline_deviation": 1,
"entropy": 5.7,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Camera | iot-0aa32195 | 4.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
83a25df1-2948-484b-add6-70b547e42588 | 2025-06-06T02:32:13 | network | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|medium| desc=Network beaconing from 104.16.137.74 to 135.18.116.225 No additional info | {
"geo_location": "Sierra Leone",
"device_hash": "6ac1597007b9b5e8d2811746878044830440eb30",
"user_agent": "Opera/8.44.(X11; Linux x86_64; nl-NL) Presto/2.9.169 Version/10.00",
"session_id": "43d73d25-6686-49b4-82e6-6a0a7c3e8451",
"risk_score": 50.18,
"confidence": 0.74
} | null | beaconing | null | null | null | No additional info | Network beaconing from 104.16.137.74 to 135.18.116.225 No additional info | null | null | null | null | 104.16.137.74 | 135.18.116.225 | null | null | null | null | null | null | null | null | null | null | ICMP | 173,684 | null | null | null |
9c759dec-8c98-4f99-b841-b1d572b450f1 | 2025-06-05T12:34:18 | ai | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by karengamble MITRE Technique: T1059.005 noise=03F6E342 | {
"geo_location": "Liechtenstein",
"device_hash": "8ea006c3b1e85a7e7173fbada3583c4c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_5 rv:3.0; tn-ZA) AppleWebKit/533.50.6 (KHTML, like Gecko) Version/4.0 Safari/533.50.6",
"session_id": "36c58207-9f47-44a8-9f5d-cecba060e440",
"risk_score": 69.73,
"... | karengamble | adversarial_input | null | null | null | MITRE Technique: T1059.005 | AI system adversarial_input by karengamble MITRE Technique: T1059.005 | {
"baseline_deviation": 1.39,
"entropy": 3.06,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-b8420260 | 0d7f35df7aec82ace8d1f4f879f5de217df3cec1c4b903495334d472f4cf3a1f | bcde6b922a305d4d8941f50f917ecfdf | null | null | null | null | null | null | null |
8705a58a-86d1-4f0c-83fd-7d52a6aa6192 | 2025-03-19T22:52:18 | firewall | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only DNS traffic from 139.225.210.177:128 to 139.125.5.251:392 No additional info | {
"geo_location": "Hungary",
"device_hash": "23251060c0ece5a3310cf43e51f18bf56fb46a10ac8d6b5cf6bc84e2a53ffac4",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; am-ET; rv:1.9.1.20) Gecko/9875-02-11 05:57:21 Firefox/3.8",
"session_id": "3dc75296-7c9f-4225-974f-f90275aa92f4",
"risk_score": 100,
"confidence": 0.37
... | null | log-only | null | null | null | No additional info | Firewall log-only DNS traffic from 139.225.210.177:128 to 139.125.5.251:392 No additional info | {
"baseline_deviation": 1.4,
"entropy": 2.84,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 139.225.210.177 | 139.125.5.251 | null | null | null | null | null | null | null | null | 128 | 392 | DNS | 516,959 | 773 | null | null |
f1598993-80f6-4e42-ab80-5bd955097236 | 2025-06-30T17:13:57 | cloud | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in AWS by brownmatthew No additional info | {
"geo_location": "Russia",
"device_hash": "fb0f0579504f8773e5175518bf608080",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/4.1)",
"session_id": "cfda10ae-f670-4994-a499-d167c90c3e44",
"risk_score": 29.26,
"confidence": 0.27
} | brownmatthew | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in AWS by brownmatthew No additional info | null | null | null | null | null | null | null | null | null | AWS | res-7987844a | null | null | null | null | null | null | null | null | null | null |
43b2dc41-25eb-44ee-9846-bdeb9cf60055 | 2025-04-09T23:40:14 | ai | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by brandoncortez MITRE Technique: T1078.004 | Associated Threat Actor: APT37 | {
"geo_location": "Benin",
"device_hash": "c94d2367351287e0248ed12d753ce4468dffa281",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_4_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/12.3x7483.0 Mobile/25N217 Safari/533.1",
"session_id": "23896d51-9cdd-4c96-bd86-82c3d1435084",
"risk_score":... | brandoncortez | training_data_poisoning | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: APT37 | AI system training_data_poisoning by brandoncortez MITRE Technique: T1078.004 | Associated Threat Actor: APT37 | null | null | null | null | null | null | null | null | null | null | null | model-3c0b8b4f | 44853e29923b8bb59c96fc6c73129a2c | ef2324786e98cb1cb6e9135c4e9d8edf527edcbbf84049fb8b3791c99d86d2b2 | null | null | null | null | null | null | null |
c683dae6-5323-49a1-9c3a-29083cd84fff | 2025-02-13T04:50:33 | auth | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for lopezmichael via MFA from 80.91.23.22 No additional info | {
"geo_location": "India",
"device_hash": "9ad9bbaabe83f11e037fe14f979cd724",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_6 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/14.8r2161.0 Mobile/04S159 Safari/531.2",
"session_id": "39d97238-3db8-4189-921d-0db8ecd2a087",
"risk_score": 51.39,
"c... | lopezmichael | timeout | null | null | null | No additional info | Auth timeout for lopezmichael via MFA from 80.91.23.22 No additional info | null | null | null | null | 80.91.23.22 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 60:b8:c5:bd:96:87 |
7c4156e2-680c-4d6d-ac90-0eafed55e2fd | 2025-03-29T02:48:38 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only SMB traffic from 177.233.252.231:32048 to 6.173.225.92:930 No additional info | {
"geo_location": "French Polynesia",
"device_hash": "08e6b31967dd3ded4b94ee9d70b9fa25",
"user_agent": "Opera/9.63.(X11; Linux i686; mk-MK) Presto/2.9.188 Version/10.00",
"session_id": "dc188d75-3374-49fd-9315-c6d797b22741",
"risk_score": 13.93,
"confidence": 0.58
} | null | log-only | null | null | null | No additional info | Firewall log-only SMB traffic from 177.233.252.231:32048 to 6.173.225.92:930 No additional info | null | null | null | null | 177.233.252.231 | 6.173.225.92 | null | null | null | null | null | null | null | null | 32,048 | 930 | SMB | 767,517 | 1,240 | null | null |
56571ea5-441a-4b36-b1f6-f90fae5da296 | 2028-01-09T07:09:32 | endpoint | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /stuff/defense.odt by april22 No additional info noise=within|think|worry | {
"geo_location": "Brazil",
"device_hash": "9c6632bbd68d04df073341ca7967354b7a4eb329d86f98469c40bca04e39ac97",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/4.0)",
"session_id": "dc9a0f59-0c8b-4ca5-b215-829e3bf08a30",
"risk_score": 53.08,
"confidence": 0.86
} | april22 | scheduled_task | /stuff/defense.odt | 5,873 | explorer.exe | No additional info | Endpoint scheduled_task /stuff/defense.odt by april22 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b5ec034c-370f-462b-90ee-4fbe51acd6d3 | 2025-03-17T20:26:48 | ids_alert | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|medium| desc=AlienVault Alert: Brute Force detected from 192.48.231.81 targeting N/A MITRE Technique: T1059.001 | {
"geo_location": "Montserrat",
"device_hash": "a0c4e6b8f54dc9437c890fc5849a8f165dac4dc892a9b9e95459f5b892cc7036",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/5.0)",
"session_id": "4ab7b934-2300-488d-8b0e-1a03db5f3999",
"risk_score": 58.89,
"confidence": 0.29
} | null | null | null | null | null | MITRE Technique: T1059.001 | AlienVault Alert: Brute Force detected from 192.48.231.81 targeting N/A MITRE Technique: T1059.001 | {
"baseline_deviation": 2.32,
"entropy": 3.63,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 192.48.231.81 | N/A | Brute Force | SIG-6561 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
d8fe5b76-4010-4ff6-9e5b-47a3c1725b36 | 2025-07-08T07:16:16 | 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: Living-off-the-Land detected from 91.117.110.44 targeting 203.182.27.60 No additional info noise=although|along|discover | {
"geo_location": "Djibouti",
"device_hash": "83b027ec44a8d60972882bb470ffb849b80b4422",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_8; rv:1.9.5.20) Gecko/9818-01-15 09:58:30 Firefox/14.0",
"session_id": "dbce86e8-4b03-4547-8021-538e76ea06cf",
"risk_score": 34.77,
"confidence": 0.56
} | null | null | null | null | null | No additional info | Elastic SIEM Alert: Living-off-the-Land detected from 91.117.110.44 targeting 203.182.27.60 No additional info | null | null | null | null | 91.117.110.44 | 203.182.27.60 | Living-off-the-Land | SIG-4757 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
3ed12412-76c3-4a5b-b386-239dd5912bd8 | 2025-03-14T12:31:22 | cloud | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in OCI by stephen51 MITRE Technique: T1078.004 noise=wp-content | {
"geo_location": "Myanmar",
"device_hash": "522e185c6c87d28ad7abcad8f2d2a2f4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.0)",
"session_id": "c1647422-b0e9-4019-9101-475e463247b4",
"risk_score": 58.47,
"confidence": 0.44
} | stephen51 | config_change | null | null | null | MITRE Technique: T1078.004 | Cloud config_change in OCI by stephen51 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | OCI | res-587d80b0 | null | null | null | null | null | null | null | null | null | null |
e81345af-6d60-4bb6-85cb-5b8cb1a668b7 | 2025-06-07T04:55:31 | iot | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC battery_drain No additional info | {
"geo_location": "Costa Rica",
"device_hash": "e9168b1c6f7a92bae67496546c66079e",
"user_agent": "Mozilla/5.0 (Android 4.0.3; Mobile; rv:34.0) Gecko/34.0 Firefox/34.0",
"session_id": "43e2527e-fe25-4c44-baf5-1be249a15054",
"risk_score": 39.88,
"confidence": 0.82
} | null | battery_drain | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | null | HVAC | iot-75bad3e9 | 10.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
35a28cd1-6ed4-4637-b0df-419817a10bca | 2025-04-04T17:18:27 | cloud | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in AWS by lsimpson Cross-tenant access detected | {
"geo_location": "China",
"device_hash": "544972baf3d1c05df4e5cdab3089cb58e2bdd0bb2e1ccd80429f818ef5be57a3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/534.44.7 (KHTML, like Gecko) Version/4.1 Safari/534.44.7",
"session_id": "b17b5a27-8f2c-4022-94da-8e7a9e6da500",
"risk_score": 67.4,... | lsimpson | shadow_it | null | null | null | Cross-tenant access detected | Cloud shadow_it in AWS by lsimpson Cross-tenant access detected | null | null | null | null | null | null | null | null | null | AWS | res-3b6ac11c | null | null | null | null | null | null | null | null | null | null |
21d25852-f19c-4a57-b9c1-dc9d26deb894 | 2025-05-10T00:00:46 | cloud | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in GCP by hallrebecca No additional info | {
"geo_location": "United States Virgin Islands",
"device_hash": "9ff1663cec8328e34aa2ce324d210fa1ce8c5021",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/4.0)",
"session_id": "90461f71-ddfc-4f09-8db4-a382a3262fd2",
"risk_score": 30.16,
"confidence": 0.62
} | hallrebecca | shadow_it | null | null | null | No additional info | Cloud shadow_it in GCP by hallrebecca No additional info | null | null | null | null | null | null | null | null | null | GCP | res-023330d0 | null | null | null | null | null | null | null | null | null | null |
218291ce-c7a7-4b56-bd0b-0371869b79db | 2025-04-04T12:02:05 | network | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 120.209.105.24 to 97.247.230.28 No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "60dbca31ece913d82b1d4eec11cef2c7",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.6) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/56.0.822.0 Safari/536.1",
"session_id": "f7dc5066-8965-4c04-80e5-330b60b51dc8",
"risk_score": 54.76,
"confidence": 0.08
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 120.209.105.24 to 97.247.230.28 No additional info | null | null | null | null | 120.209.105.24 | 97.247.230.28 | null | null | null | null | null | null | null | null | null | null | HTTPS | 108,332 | null | null | null |
ab135666-e572-4fdf-a67a-9c353f99f437 | 2025-04-25T04:24:38 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth timeout for javierbutler via password from 66.32.40.42 MITRE Technique: T1566.001 | {
"geo_location": "Egypt",
"device_hash": "3ebbc509bf829fdd93c3e92d7ebac9a67abcdfc4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; rw-RW) AppleWebKit/534.50.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6534.50.1",
"session_id": "5ee52555-b950-41d9-911b-9866b39cafa8",
"risk_... | javierbutler | timeout | null | null | null | MITRE Technique: T1566.001 | Auth timeout for javierbutler via password from 66.32.40.42 MITRE Technique: T1566.001 | null | null | null | null | 66.32.40.42 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | ba:4e:ed:44:f8:70 |
15a9378e-7b9a-4c8a-9773-5d297a9ba404 | 2025-05-27T02:16:44 | cloud | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in Azure by jpatterson No additional info | {
"geo_location": "Czech Republic",
"device_hash": "7484b7d1b553f6c6be795aaf0bc6557cea9df38ed2b7483dd2d9538a12331520",
"user_agent": "Opera/9.92.(X11; Linux i686; si-LK) Presto/2.9.171 Version/11.00",
"session_id": "87a3a9ae-7255-44a6-9cfe-339bf977b83c",
"risk_score": 12.65,
"confidence": 0.06
} | jpatterson | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Azure by jpatterson No additional info | null | null | null | null | null | null | null | null | null | Azure | res-589abc0f | null | null | null | null | null | null | null | null | null | null |
c6781cca-d7bd-452e-b1ae-e1a3ac719104 | 2025-05-14T10:49:27 | iot | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|high| desc=IoT device Medical command_injection MITRE Technique: T1053.005 noise=posts | {
"geo_location": "Albania",
"device_hash": "c9ed14fa8de3640a3139eb210bcd9d523a41a898",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_8) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/34.0.833.0 Safari/534.1",
"session_id": "03d5050c-2100-4451-a505-bae54a4314c4",
"risk_score": 56.85,
"confidence"... | null | command_injection | null | null | null | MITRE Technique: T1053.005 | IoT device Medical command_injection MITRE Technique: T1053.005 | null | Medical | iot-f178280f | 3.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
970f31e5-118c-4b41-84a3-8e48a7052a71 | 2025-02-14T15:46:51 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth success for joneslisa via OAuth from 57.71.165.188 MITRE Technique: T1059.001 | {
"geo_location": "Andorra",
"device_hash": "8f6e489f46267350879a45fb15f9ff21",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; eo-US; rv:1.9.1.20) Gecko/4002-02-22 11:58:34 Firefox/3.6.19",
"session_id": "b7664637-0892-4448-8492-86ed0f08e8f5",
"risk_score": 45.38,
"confidence": 0.03
} | joneslisa | success | null | null | null | MITRE Technique: T1059.001 | Auth success for joneslisa via OAuth from 57.71.165.188 MITRE Technique: T1059.001 | null | null | null | null | 57.71.165.188 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | d0:df:72:66:11:f1 |
83d109ab-0850-4407-aef4-fc090f991405 | 2025-03-05T00:53:53 | firewall | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny RDP traffic from 201.149.47.174:75 to 146.174.143.61:103 MITRE Technique: T1486 noise=search/list | {
"geo_location": "Cameroon",
"device_hash": "a7573de876ecbcea8f0aa7cb8eb8c1ef",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/4.1)",
"session_id": "d945f1ed-0cec-4be4-9539-f4e524723ab4",
"risk_score": 46.98,
"confidence": 0.31
} | null | deny | null | null | null | MITRE Technique: T1486 | Firewall deny RDP traffic from 201.149.47.174:75 to 146.174.143.61:103 MITRE Technique: T1486 | null | null | null | null | 201.149.47.174 | 146.174.143.61 | null | null | null | null | null | null | null | null | 75 | 103 | RDP | 651,087 | 1,040 | null | null |
cb433818-fb85-4f16-99b8-991b4c2a45c4 | 2025-04-01T22:18:40 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by donnabrown Unconventional IOC: Quantum random number deviations | {
"geo_location": "Croatia",
"device_hash": "6653bdc6dacbd5338a1c96c438fb5aa59e00bc0d73c4038eed30cb3659a3c915",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/40.0.883.0 Safari/532.0",
"session_id": "4c098ebf-4779-431f-9e8b-823b1f591b09",
"risk_score": 39.9,
"confid... | donnabrown | prompt_injection | null | null | null | Unconventional IOC: Quantum random number deviations | AI system prompt_injection by donnabrown Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | null | null | model-ecd59394 | 6a8ec99e8a73fc92f073ba638868a5a06f064275 | 23237447c8101fc9a6d9efebcd82fd18 | null | null | null | null | null | null | null |
39b3a9a7-d1bf-4e34-9813-ea8a29553069 | 2025-02-20T00:20:18 | iot | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor battery_drain No additional info | {
"geo_location": "Bhutan",
"device_hash": "3d588c4aa6ebeac042476ee5e2cadfb9ec88b2a80fcac6d27780edc171e383e7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/3.1)",
"session_id": "cdec4c0e-7a99-4952-b49e-a02c46f11525",
"risk_score": 66.18,
"confidence": 0.42
} | null | battery_drain | null | null | null | No additional info | IoT device Sensor battery_drain No additional info | null | Sensor | iot-e2c97869 | 4.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ff793f0b-974d-4c03-9179-cd1446e9dee9 | 2025-04-24T17:10:03 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for william10 via passwordless from 41.64.1.198 No additional info noise=FA7DD24E | {
"geo_location": "Madagascar",
"device_hash": "6673e3132255189d1c97378a6b2b16c46a1ec318",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ur-PK) AppleWebKit/532.36.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6532.36.1",
"session_id": "0290b5e7-dc2a-409f-999e-d93b6945119b",
"... | william10 | bypass | null | null | null | No additional info | Auth bypass for william10 via passwordless from 41.64.1.198 No additional info | {
"baseline_deviation": 1.8,
"entropy": 5.05,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 41.64.1.198 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 1d:28:88:2f:14:66 |
05f92a23-c90a-4588-be8b-d41468052b86 | 2025-03-16T14:23:45 | endpoint | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop discover by qgonzalez No additional info | {
"geo_location": "Togo",
"device_hash": "8dd4cd5ac26cac97c9ff95de010b96912fb30a69f6f58e0818cba88a8ff0e6fd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/4.1)",
"session_id": "6ea53ac1-d899-4c60-b706-dff0b6ef51ca",
"risk_score": 84.51,
"confidence": 0.6
} | qgonzalez | process_stop | discover | 9,442 | svchost.exe | No additional info | Endpoint process_stop discover by qgonzalez No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
910ca731-7877-4a2b-9c37-79593e68583a | 2025-02-07T00:19:53 | firewall | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall deny ICMP traffic from 120.217.164.148:2594 to 21.96.49.53:451 No additional info | {
"geo_location": "Iran",
"device_hash": "031b76e21bbedcd26e753ab503f012c852f9b9d79949e5cbd6e61a4bfd49857d",
"user_agent": "Opera/8.34.(Windows NT 10.0; cmn-TW) Presto/2.9.167 Version/10.00",
"session_id": "5dd890f5-c16c-43fe-b33f-1a18d1d8fba8",
"risk_score": 35.25,
"confidence": 0.41
} | null | deny | null | null | null | No additional info | Firewall deny ICMP traffic from 120.217.164.148:2594 to 21.96.49.53:451 No additional info | {
"baseline_deviation": 2.25,
"entropy": 4.5,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 120.217.164.148 | 21.96.49.53 | null | null | null | null | null | null | null | null | 2,594 | 451 | ICMP | 814,709 | 2,375 | null | null |
b44ec46a-29da-432c-a5bc-9a6bd16cba68 | 2025-02-25T23:33:31 | network | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 184.67.209.194 to 171.117.219.124 Associated Threat Actor: APT35 noise=posts/tag/main | {
"geo_location": "Martinique",
"device_hash": "7916faf7a3255c82376369d8084875357784316e472f93f261bb9851a94c77d1",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/9.1c2827.0 Mobile/79M429 Safari/533.1",
"session_id": "fd684e43-8dc2-4dd4-b4aa-c01158... | null | beaconing | null | null | null | Associated Threat Actor: APT35 | Network beaconing from 184.67.209.194 to 171.117.219.124 Associated Threat Actor: APT35 | null | null | null | null | 184.67.209.194 | 171.117.219.124 | null | null | null | null | null | null | null | null | null | null | ICMP | 653,128 | null | null | null |
a9dce6eb-7192-41d0-9cf9-60e3f1991cb0 | 2025-03-13T14:28:47 | cloud | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in Alibaba by alvarezscott No additional info | {
"geo_location": "Yemen",
"device_hash": "352632a39b1e0b739ec91c4ad37b43cddd387468",
"user_agent": "Opera/9.33.(X11; Linux i686; tk-TM) Presto/2.9.178 Version/12.00",
"session_id": "c514c483-dd1a-4844-bc78-0aec9c245382",
"risk_score": 43.11,
"confidence": 0.04
} | alvarezscott | container_escape | null | null | null | No additional info | Cloud container_escape in Alibaba by alvarezscott No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-2b3d80c0 | null | null | null | null | null | null | null | null | null | null |
edec10d3-5c68-4797-bf53-56637a91abb8 | 2025-05-14T10:27:53 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth bypass for abailey via OAuth from 73.51.123.139 MITRE Technique: T1134.001 noise=Q292ZXIgZm9yLg== | {
"geo_location": "Honduras",
"device_hash": "f361950bae6afad2fe45552204bfc179",
"user_agent": "Opera/8.59.(X11; Linux i686; is-IS) Presto/2.9.175 Version/12.00",
"session_id": "a7c501de-3656-4afb-851d-ee9dd6933832",
"risk_score": 51.82,
"confidence": 0.85
} | abailey | bypass | null | null | null | MITRE Technique: T1134.001 | Auth bypass for abailey via OAuth from 73.51.123.139 MITRE Technique: T1134.001 | null | null | null | null | 73.51.123.139 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 00:6b:ab:12:f6:4d |
39d8bb76-352a-4043-a96d-7620cc0646ee | 2025-01-12T20:20:55 | firewall | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|low| desc=Firewall quarantine UDP traffic from 37.118.138.130:851 to 140.156.209.114:522 MITRE Technique: T1218.011 | Associated Threat Actor: APT38 | {
"geo_location": "Finland",
"device_hash": "47b65a9da3d693586cbf56ff558e9297d7606339dcd311441f34e6f67f7b6399",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/37.0.828.0 Safari/536.0",
"session_id": "351243f9-779d-4104-ac45-d8a004d7d6c0",
"risk_score": 59.41,
"confi... | null | quarantine | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: APT38 | Firewall quarantine UDP traffic from 37.118.138.130:851 to 140.156.209.114:522 MITRE Technique: T1218.011 | Associated Threat Actor: APT38 | null | null | null | null | 37.118.138.130 | 140.156.209.114 | null | null | null | null | null | null | null | null | 851 | 522 | UDP | 483,230 | 1,263 | null | null |
c08b796b-b26c-49fe-8c70-ea8c7c05b7ea | 2025-07-08T10:40:50 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by nanderson No additional info | {
"geo_location": "Cyprus",
"device_hash": "91841bd0dc3bdac0ac238a09cc52f2f5d2ef4c2197170db397ca4f3bd768445a",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_7; rv:1.9.2.20) Gecko/6489-12-24 08:59:43 Firefox/3.8",
"session_id": "4f324250-c0d2-45b9-bf09-808511c57d4e",
"risk_score": 44.69,
"con... | nanderson | prompt_injection | null | null | null | No additional info | AI system prompt_injection by nanderson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-86dbc3b6 | 053205fee1a1626acd9d57ef934b2813eac318c9 | 8efcc2d26fcfc65ca41b3687df6f70cb0ed83d33357a0fbb8f3c2f18e4dc2965 | null | null | null | null | null | null | null |
28f31e66-c5ef-4034-9f6b-a914b270ea80 | 2025-02-04T11:17:46 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: Brute Force detected from 136.174.93.105 targeting 118.174.139.196 MITRE Technique: T1071.001 | {
"geo_location": "Thailand",
"device_hash": "03b240850c6a829f2a0f168be196a5d893c810f6",
"user_agent": "Opera/8.83.(X11; Linux x86_64; ks-IN) Presto/2.9.174 Version/10.00",
"session_id": "e369b718-51a1-46eb-9e44-59e1da80100f",
"risk_score": 31.93,
"confidence": 0.28
} | null | null | null | null | null | MITRE Technique: T1071.001 | Snort Alert: Brute Force detected from 136.174.93.105 targeting 118.174.139.196 MITRE Technique: T1071.001 | null | null | null | null | 136.174.93.105 | 118.174.139.196 | Brute Force | SIG-7888 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
34790793-e6af-4a6e-bf6c-f632e151ba24 | 2025-04-21T05:57:46 | ids_alert | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|low| desc=Microsoft Sentinel Alert: ICS Attack detected from 72.72.48.165 targeting 99.11.179.201 MITRE Technique: T1053.005 | {
"geo_location": "Cook Islands",
"device_hash": "08107c1ffba72926c60bb687b812d138b6e207714ea9ee08adc2349ac7c7aab6",
"user_agent": "Opera/8.78.(Windows NT 6.0; cy-GB) Presto/2.9.168 Version/12.00",
"session_id": "50c670e6-b140-454d-b907-ff9406f59096",
"risk_score": 61.86,
"confidence": 0.36
} | null | null | null | null | null | MITRE Technique: T1053.005 | Microsoft Sentinel Alert: ICS Attack detected from 72.72.48.165 targeting 99.11.179.201 MITRE Technique: T1053.005 | null | null | null | null | 72.72.48.165 | 99.11.179.201 | ICS Attack | SIG-3251 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
ab4db08d-5c84-42b1-af41-6cbf225bd34e | 2025-06-20T11:18:15 | endpoint | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint scheduled_task /must/food.webm by wobrien Living-off-the-land technique detected | {
"geo_location": "Cambodia",
"device_hash": "385da5a8ffa21a2a14699e8b264ab2f275588e63981f9fcd4cb876530f66f7d2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "e813465c-7ca7-4b06-80e2-15ebd18d3fed",
"risk_score": 51.27,
"confidence": 0.16
} | wobrien | scheduled_task | /must/food.webm | 8,242 | powershell.exe | Living-off-the-land technique detected | Endpoint scheduled_task /must/food.webm by wobrien 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 |
16772cd0-21dd-4578-a9d9-ac24101493ff | 2025-02-11T15:44:53 | network | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|medium| desc=Network connection from 217.42.61.28 to 10.164.218.237 No additional info noise=open|voice|fish | {
"geo_location": "Angola",
"device_hash": "33c740469bc6081ecc068e95c0f8fcd0",
"user_agent": "Opera/8.55.(Windows NT 5.01; en-PH) Presto/2.9.183 Version/12.00",
"session_id": "fd905b62-98b1-4c06-8501-26f9f4b338e4",
"risk_score": 34.21,
"confidence": 0.03
} | null | connection | null | null | null | No additional info | Network connection from 217.42.61.28 to 10.164.218.237 No additional info | null | null | null | null | 217.42.61.28 | 10.164.218.237 | null | null | null | null | null | null | null | null | null | null | ICMP | 794,786 | null | null | null |
1292e4f4-836d-42e4-a3e0-d99dbdb90e21 | 2025-03-08T00:19:20 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth success for tjones via SAML from 136.162.86.2 No additional info noise=categories/categories | {
"geo_location": "Belize",
"device_hash": "ecdd36b7cbc041c1109c53086d7c1c18500fdcc9",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_6 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/12.1f3919.0 Mobile/83R998 Safari/532.0",
"session_id": "168b3312-3b68-4126-96c1-29dd9ddaf00d",
"risk_score":... | tjones | success | null | null | null | No additional info | Auth success for tjones via SAML from 136.162.86.2 No additional info | null | null | null | null | 136.162.86.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | d7:93:12:f9:2d:9e |
e3135fce-414a-4e17-b767-5056616e2f3c | 2025-04-19T18:42:51 | network | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|low| desc=Network beaconing from 213.49.124.237 to 10.102.8.248 No additional info | {
"geo_location": "Gambia",
"device_hash": "ebadf5c9ac20676957f93ae728b86b8e3d42b82b46fb76cbf8b6544bd84aaa3d",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 8_4_1 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/21.0.808.0 Mobile/87L784 Safari/534.2",
"session_id": "a2469e1f-5dc4-4aef-be14-ad06e6c... | null | beaconing | null | null | null | No additional info | Network beaconing from 213.49.124.237 to 10.102.8.248 No additional info | null | null | null | null | 213.49.124.237 | 10.102.8.248 | null | null | null | null | null | null | null | null | null | null | HTTP | 341,437 | null | null | null |
f2dae8d5-0fec-4b40-bff3-8706b8a3fd81 | 2025-03-21T10:50:43 | ai | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by masseyerik MITRE Technique: T1566.001 | {
"geo_location": "Saint Martin",
"device_hash": "f7ca0e82e12b3deecb101b93164ecdd76ae925dd",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; tn-ZA; rv:1.9.1.20) Gecko/3318-08-22 04:01:19 Firefox/7.0",
"session_id": "3d697116-dbb2-4d78-ba59-4f5c767015ba",
"risk_score": 21.48,
"confidence": 0.1
} | masseyerik | fine_tuning | null | null | null | MITRE Technique: T1566.001 | AI system fine_tuning by masseyerik MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-96b55b95 | 3611104a693fc517efc1e6d75d5ea08b | 118c8bf29a5f1cb5161344a7c6016075 | null | null | null | null | null | null | null |
86c20512-31c6-44e3-83d9-32afa6ac4ff7 | 2025-06-18T23:45:31 | ids_alert | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=FireEye HX Alert: Domain Fronting detected from 167.142.193.22 targeting 154.205.104.133 MITRE Technique: T1078.004 | Associated Threat Actor: Sandworm Team noise=categories | {
"geo_location": "Kyrgyz Republic",
"device_hash": "4fbcca503172cfd5f6b112efb127a20da3f7c789e08017ee29497852f3957071",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/3.1)",
"session_id": "f057f220-7dbf-4432-ba74-7afe7a9454a5",
"risk_score": 20.83,
"confidence": 0.12
} | null | null | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: Sandworm Team | FireEye HX Alert: Domain Fronting detected from 167.142.193.22 targeting 154.205.104.133 MITRE Technique: T1078.004 | Associated Threat Actor: Sandworm Team | null | null | null | null | 167.142.193.22 | 154.205.104.133 | Domain Fronting | SIG-5300 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
6e92f038-51b3-4cff-9f17-84cf518ffb1e | 2025-03-03T03:23:26 | ids_alert | QRadar v7.5.0 | emergency | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=QRadar Alert: Zero-Day Exploit detected from 215.33.68.153 targeting 24.168.38.151 No additional info | {
"geo_location": "Argentina",
"device_hash": "fb4b2e8ad9abe7bf9a11362323011f965813dc87",
"user_agent": "Opera/8.96.(X11; Linux x86_64; an-ES) Presto/2.9.175 Version/12.00",
"session_id": "6a5ca70a-a35d-4581-a555-60a9591e3abd",
"risk_score": 28.57,
"confidence": 0.2
} | null | null | null | null | null | No additional info | QRadar Alert: Zero-Day Exploit detected from 215.33.68.153 targeting 24.168.38.151 No additional info | null | null | null | null | 215.33.68.153 | 24.168.38.151 | Zero-Day Exploit | SIG-6671 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
c4712ff7-c1e6-49f5-b169-25ec7bd38c54 | 2025-03-22T04:42:05 | ids_alert | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|medium| desc=Darktrace Alert: AI Model Poisoning detected from 163.169.78.58 targeting N/A No additional info noise=list/tag | {
"geo_location": "Slovenia",
"device_hash": "d9a541dff12de18dc4a1c37de31d8a1866c6630d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_4 rv:5.0; fr-LU) AppleWebKit/534.13.1 (KHTML, like Gecko) Version/5.0 Safari/534.13.1",
"session_id": "917ad748-8d11-4c6a-b26e-e70116635c31",
"risk_score": 40.... | null | null | null | null | null | No additional info | Darktrace Alert: AI Model Poisoning detected from 163.169.78.58 targeting N/A No additional info | null | null | null | null | 163.169.78.58 | N/A | AI Model Poisoning | SIG-6413 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
f51e6b69-0754-4e57-ab4d-4049e449bc6b | 2025-03-04T06:38:46 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop TCP traffic from 67.183.156.18:28050 to 196.228.209.255:454 MITRE Technique: T1059.001 | {
"geo_location": "Montenegro",
"device_hash": "3d68fbffd085711a63533c0b279fdce7efe264c81c7988548d815ac96be98805",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/534.42.3 (KHTML, like Gecko) Version/4.1 Safari/534.42.3",
"session_id": "f6653992-e52f-4249-876e-bed983b7998e",
"risk... | null | drop | null | null | null | MITRE Technique: T1059.001 | Firewall drop TCP traffic from 67.183.156.18:28050 to 196.228.209.255:454 MITRE Technique: T1059.001 | {
"baseline_deviation": 2.39,
"entropy": 6.59,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 67.183.156.18 | 196.228.209.255 | null | null | null | null | null | null | null | null | 28,050 | 454 | TCP | 585,736 | 174 | null | null |
3c78fa42-0112-431b-8d4e-eceff545be30 | 2025-04-20T13:32:39 | firewall | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop NTP traffic from 129.19.208.12:41350 to 174.1.158.152:338 No additional info | {
"geo_location": "Iran",
"device_hash": "b288c5db4416d165c9bd838e6b6370fa1accb32c8b24d703129fee1dcfdea8f5",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/61.0.898.0 Safari/532.0",
"session_id": "0221d631-1411-4a60-83a3-362f43fd5944",
"risk_score": 36.88,
"confide... | null | drop | null | null | null | No additional info | Firewall drop NTP traffic from 129.19.208.12:41350 to 174.1.158.152:338 No additional info | null | null | null | null | 129.19.208.12 | 174.1.158.152 | null | null | null | null | null | null | null | null | 41,350 | 338 | NTP | 412,579 | 1,583 | null | null |
732c5d0a-7baf-483a-a9b3-95bf37e5acc7 | 2025-04-18T04:57:10 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by melissamarsh MITRE Technique: T1566.001 | {
"geo_location": "Turkey",
"device_hash": "11922290f4f00dd2258d3dee6c083c89fd79c111fe4bf4525fd5ed02cac66b71",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/27.0.883.0 Safari/535.1",
"session_id": "1bb3ff0a-5aaa-4ae5-af0f-f36e95ba778d",
"risk_score": 53.17,
"confidence... | melissamarsh | model_inversion | null | null | null | MITRE Technique: T1566.001 | AI system model_inversion by melissamarsh MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-c7d7dab9 | 0bddf93fe9af2ea144ef71982a32c2e246e545de | 9c4c137a008ac0c3dbae277b1af1a3a1 | null | null | null | null | null | null | null |
ef9155ad-5364-4dc7-8cbe-2dea8e1b87cf | 2025-07-08T09:17:35 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth challenge for osmith via password from 160.167.3.47 No additional info | {
"geo_location": "Cape Verde",
"device_hash": "3d281c430805c9e734ddaa2d1a692e4b",
"user_agent": "Opera/9.85.(Windows NT 11.0; it-CH) Presto/2.9.184 Version/10.00",
"session_id": "43310d68-be67-4d9d-a267-6c84b453846f",
"risk_score": 28.8,
"confidence": 0.1
} | osmith | challenge | null | null | null | No additional info | Auth challenge for osmith via password from 160.167.3.47 No additional info | null | null | null | null | 160.167.3.47 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 1f:c1:62:1e:64:7f |
538770cb-9a64-4923-beb5-d2ad578f9fc8 | 2025-05-14T15:51:14 | cloud | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in GCP by christopher39 No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "6a6c5ac5340dd1a16dbf411051c66628",
"user_agent": "Opera/8.52.(Windows 98; tcy-IN) Presto/2.9.176 Version/10.00",
"session_id": "07ac795b-4fc6-4e48-a6d2-9cd17c1a11b1",
"risk_score": 41.66,
"confidence": 0.19
} | christopher39 | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by christopher39 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-ed3e1ec5 | null | null | null | null | null | null | null | null | null | null |
d47489d7-8323-44f1-8f8e-0ac25ac7d070 | 2025-03-14T03:59:06 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load until by helen48 No additional info | {
"geo_location": "Guinea",
"device_hash": "5ccf565144b19f95d6d923bf2804b1b840aef1c6",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_8 rv:6.0; mi-NZ) AppleWebKit/534.33.6 (KHTML, like Gecko) Version/4.0 Safari/534.33.6",
"session_id": "6456f874-2c4e-40d0-aab2-58e6b3bc0847",
"risk_score": 46.4,
... | helen48 | driver_load | until | 7,540 | svchost.exe | No additional info | Endpoint driver_load until by helen48 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
60cb0ec3-4294-44f7-a02a-ac78298ec81b | 2025-04-20T06:18:57 | ai | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|info| desc=AI system model_access by garrisongregory No additional info | {
"geo_location": "Kuwait",
"device_hash": "0dd8a352bab755787d80d8c5babaf895091ca757dc8688bbf34cfb53ea7ac480",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/4.1)",
"session_id": "99c205c4-c2f8-4bea-85fd-cc46fbcaa40f",
"risk_score": 25.78,
"confidence": 0.65
} | garrisongregory | model_access | null | null | null | No additional info | AI system model_access by garrisongregory No additional info | null | null | null | null | null | null | null | null | null | null | null | model-9b6dba41 | ca9322becba1c4694be22a8be0bc55e9 | 40cff55c7c68e2a07696d9208ea56a606855181ca5f6c43fb373c36f1ecd9bd2 | null | null | null | null | null | null | null |
9f89a992-5e58-41f2-af04-9b6a78021eb0 | 2025-05-11T03:28:18 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth locked for caitlin60 via OAuth from 57.211.174.3 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Morocco",
"device_hash": "b9f777eeb7c632f87bfc8fc5bd9d19c1af212e6f",
"user_agent": "Opera/8.33.(Windows NT 10.0; cv-RU) Presto/2.9.173 Version/12.00",
"session_id": "f9806bdc-ac8a-48db-a658-25f29c77c67e",
"risk_score": 42.71,
"confidence": 0.88
} | caitlin60 | locked | null | null | null | Unconventional IOC: Bios timestamp anomalies | Auth locked for caitlin60 via OAuth from 57.211.174.3 Unconventional IOC: Bios timestamp anomalies | {
"baseline_deviation": 0.61,
"entropy": 7.04,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 57.211.174.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 26:3a:08:cb:aa:e0 |
51979ade-4207-4795-b36c-66b2b42ff130 | 2025-02-06T00:35:58 | network | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 155.91.35.119 to 10.189.109.3 No additional info | {
"geo_location": "Chad",
"device_hash": "b79591bd7bb62c4df119749ee13f0589504fe3458ae8def3e2535e3b42b81fe3",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/20.0.886.0 Mobile/57M137 Safari/531.2",
"session_id": "7c4067ac-72e4-4777-af3c-6914d79b3112"... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 155.91.35.119 to 10.189.109.3 No additional info | null | null | null | null | 155.91.35.119 | 10.189.109.3 | null | null | null | null | null | null | null | null | null | null | UDP | 920,232 | null | null | null |
9a246d89-1dc7-4e9e-a5c7-d2dedb558815 | 2025-04-04T11:57:25 | ids_alert | AlienVault v5.7.0 | emergency | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|emergency| desc=AlienVault Alert: XSS detected from 161.245.8.6 targeting N/A No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "a43d1f9ba995d56f0319dea0f1f069c3",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 2_2_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/13.6w1213.0 Mobile/58U415 Safari/536.1",
"session_id": "6692fcd1-111f-41ed-8ec6-80e672674978",
"risk_score": 41.... | null | null | null | null | null | No additional info | AlienVault Alert: XSS detected from 161.245.8.6 targeting N/A No additional info | {
"baseline_deviation": 2.58,
"entropy": 4.82,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 161.245.8.6 | N/A | XSS | SIG-6827 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
1b2e025c-f910-4aea-ad2e-758547f788e5 | 2025-03-18T16:28:32 | endpoint | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install ten by rwolf No additional info | {
"geo_location": "Russia",
"device_hash": "123f93418a200a713ec83adbf85d9f0a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_1_3 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/12.9m5587.0 Mobile/46Z000 Safari/531.1",
"session_id": "202502a4-b556-4e20-b8b5-a174f38354ec",
"risk_score": 93.5,
... | rwolf | service_install | ten | 9,545 | powershell.exe | No additional info | Endpoint service_install ten by rwolf No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dee70c59-b746-4068-98f2-3ae5acc9e53a | 2025-01-28T04:20:16 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install most by cynthiacruz Living-off-the-land technique detected noise=RW50ZXIu | {
"geo_location": "Monaco",
"device_hash": "a24d208ad55ec254ff8ffc6ca660c352a95fc9d2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.6.7 (KHTML, like Gecko) Version/5.0.2 Safari/535.6.7",
"session_id": "2a6c6941-293a-42ba-9e39-3351d630f9f3",
"risk_score": 43.46,
"confidence": 0.07... | cynthiacruz | service_install | most | 886 | svchost.exe | Living-off-the-land technique detected | Endpoint service_install most by cynthiacruz 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 |
ceff40b0-af2d-4f9f-ac67-16c25670adf2 | 2025-02-27T18:34:28 | ai | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by jessica90 No additional info | {
"geo_location": "Mozambique",
"device_hash": "3ee46c11fd02d2599422b3856df21a8c",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/24.0.879.0 Safari/534.0",
"session_id": "47e886d9-642d-4090-b508-36ae418d9fe7",
"risk_score": 27.94,
"confidence": 0.96
} | jessica90 | model_inversion | null | null | null | No additional info | AI system model_inversion by jessica90 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-689f98b9 | cfb72550030988db7f45feeec760ba05628246a924b95b610ea4e79d71ccc99b | a7d36d0ebff789235a6471f54184b4a1f1e9b01e63dd795e6eaa407a3f52bb59 | null | null | null | null | null | null | null |
23ed3ac9-0d2b-434a-9374-454ab446a657 | 2025-06-29T00:23:34 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor unusual_activity Associated Threat Actor: Lazarus Group | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "acd2816dd4fa50d341414077917de6b3b5461332",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_1) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/39.0.829.0 Safari/532.2",
"session_id": "6951c4fb-6035-498a-8461-997a... | null | unusual_activity | null | null | null | Associated Threat Actor: Lazarus Group | IoT device Sensor unusual_activity Associated Threat Actor: Lazarus Group | null | Sensor | iot-0cd95d1a | 1.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
34bdba2b-b1e5-4636-9b3b-b84a504225ef | 2025-06-01T10:07:45 | cloud | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in AWS by wanderson No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "100dca1f4a572e093b9793a11a39bd12",
"user_agent": "Opera/9.65.(X11; Linux i686; st-ZA) Presto/2.9.179 Version/11.00",
"session_id": "346a617a-4850-432a-adcc-aee89368a374",
"risk_score": 16.79,
"confidence": 0.62
} | wanderson | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by wanderson No additional info | null | null | null | null | null | null | null | null | null | AWS | res-3a58ed92 | null | null | null | null | null | null | null | null | null | null |
7958bd4b-327c-4ca6-b353-dfe75e45551b | 2025-03-19T19:41:35 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec his by mjackson MITRE Technique: T1204.002 | {
"geo_location": "Paraguay",
"device_hash": "61f7bf9d8f9bae4507797fb231155e428cfa0cc45f0489e600b3174f6cee8c17",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_6; rv:1.9.3.20) Gecko/7059-09-20 19:07:42 Firefox/3.6.18",
"session_id": "47b26b45-113a-4263-83eb-a8b18587762a",
"risk_score": 66.43,
"con... | mjackson | wmi_exec | his | 1,463 | cmd.exe | MITRE Technique: T1204.002 | Endpoint wmi_exec his by mjackson MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5fb678fc-d04c-44f0-b048-5fb1c1de8dcb | 2025-06-30T16:43:51 | iot | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|low| desc=IoT device Camera battery_drain MITRE Technique: T1218.011 | {
"geo_location": "Sri Lanka",
"device_hash": "35218d2d42b918bdb28447f8268d4867f3cd0ff6",
"user_agent": "Mozilla/5.0 (Android 2.0.1; Mobile; rv:58.0) Gecko/58.0 Firefox/58.0",
"session_id": "ef1e4f22-bd05-4fcc-9a47-20540bfa7a88",
"risk_score": 33.02,
"confidence": 0.89
} | null | battery_drain | null | null | null | MITRE Technique: T1218.011 | IoT device Camera battery_drain MITRE Technique: T1218.011 | null | Camera | iot-23c5a695 | 2.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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