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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
38fab038-e590-4bd5-b41b-bde2d89d2a36 | 2022-10-03T06:41:08 | endpoint | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task establish by deborahward No additional info noise=main/tags/app | {
"geo_location": "Niue",
"device_hash": "087981153601a5e9653966fbf2be8b6e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.20.7 (KHTML, like Gecko) Version/5.0 Safari/534.20.7",
"session_id": "9e0bafee-b97f-438f-bf14-969cb9fdc0e1",
"risk_score": 9.92,
"confidence": 0.67
} | deborahward | scheduled_task | establish | 1,966 | cmd.exe | No additional info | Endpoint scheduled_task establish by deborahward No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c90a6618-34ee-489b-a5f4-80208f995695 | 2025-04-11T00:21:05 | endpoint | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access /development/value.flac by alvarezjon MITRE Technique: T1204.002 | {
"geo_location": "Christmas Island",
"device_hash": "b6e1b183f574be31f56f60b782e3e546",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_5) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/48.0.826.0 Safari/532.0",
"session_id": "b6802046-7032-42b9-9f4e-73767df358ce",
"risk_score": 48.24,
"confide... | alvarezjon | file_access | /development/value.flac | 2,728 | explorer.exe | MITRE Technique: T1204.002 | Endpoint file_access /development/value.flac by alvarezjon 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 |
7d2e2f11-ad69-456a-abd1-3fd6a5eafd9e | 2025-03-29T10:30:08 | endpoint | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /management/style.mp3 by nmorrison No additional info noise=UG9zc2libGUu | {
"geo_location": "Netherlands Antilles",
"device_hash": "04d777baf57316a4e3cd1aee55df2aea5e1350a1",
"user_agent": "Opera/8.65.(Windows NT 6.2; eo-US) Presto/2.9.174 Version/12.00",
"session_id": "3d75b859-74aa-402e-8d51-dddfe41a1c91",
"risk_score": 60.91,
"confidence": 0.22
} | nmorrison | file_access | /management/style.mp3 | 977 | svchost.exe | No additional info | Endpoint file_access /management/style.mp3 by nmorrison No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
05e8d5a9-45a7-4ed0-b901-90d8a40cdf36 | 2025-02-04T12:26:13 | iot | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|high| desc=IoT device Sensor sensor_spoofing MITRE Technique: T1204.002 | Associated Threat Actor: Scattered Spider | {
"geo_location": "Burkina Faso",
"device_hash": "fdbfbcbe62d9e985826300c78a2394259af73059e522d81f422aa4b5f3c72906",
"user_agent": "Opera/9.56.(X11; Linux x86_64; lij-IT) Presto/2.9.162 Version/12.00",
"session_id": "252e06af-bfc7-464d-89cc-67796babca4e",
"risk_score": 34.58,
"confidence": 0.72
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: Scattered Spider | IoT device Sensor sensor_spoofing MITRE Technique: T1204.002 | Associated Threat Actor: Scattered Spider | null | Sensor | iot-d45e4f1c | 2.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7504cf82-b8b0-401e-92cb-d53df5e65a6d | 2025-03-25T04:20:16 | network | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 10.53.72.132 to 10.83.167.189 No additional info | {
"geo_location": "Barbados",
"device_hash": "bd8a2bd445210610094bfa6f5ed3f639",
"user_agent": "Opera/8.25.(Windows 95; wae-CH) Presto/2.9.169 Version/12.00",
"session_id": "cb3fb274-b9c0-486e-8b47-cf8758eccfd0",
"risk_score": 63.74,
"confidence": 0.26
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 10.53.72.132 to 10.83.167.189 No additional info | null | null | null | null | 10.53.72.132 | 10.83.167.189 | null | null | null | null | null | null | null | null | null | null | HTTP | 486,376 | null | null | null |
54a23cb3-f5c3-4c4c-8420-e7d384491560 | 2025-01-18T08:15:03 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in Azure by kespinoza No additional info | {
"geo_location": "Ireland",
"device_hash": "71a3cd75622cab5dc63c7489f7be475b96faacf7ad999ae5de86b1c8d12f6367",
"user_agent": "Opera/8.38.(X11; Linux x86_64; om-ET) Presto/2.9.170 Version/10.00",
"session_id": "d631fe13-df0b-4cc3-a6ee-991bbcd967f0",
"risk_score": 53.12,
"confidence": 0.39
} | kespinoza | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by kespinoza No additional info | null | null | null | null | null | null | null | null | null | Azure | res-ca3e169f | null | null | null | null | null | null | null | null | null | null |
a6ca577a-328f-4c9e-8684-9bcf5f943155 | 2025-06-08T22:17:10 | endpoint | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install /question/politics.wav by richmondcameron No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "15dbcc29df7628171263b7324d73cb1512f011905cfb2d65ca170517c19c28a2",
"user_agent": "Mozilla/5.0 (Android 13; Mobile; rv:56.0) Gecko/56.0 Firefox/56.0",
"session_id": "8bffb95b-0b50-439a-920c-8da73ca039b2",
"risk_score": 44.57,
"confidence":... | richmondcameron | service_install | /question/politics.wav | 1,849 | explorer.exe | No additional info | Endpoint service_install /question/politics.wav by richmondcameron No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b0659c08-f85e-4906-b68e-a9f152e99b1f | 2025-06-02T05:10:58 | ids_alert | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|high| desc=Suricata Alert: Zero-Day Exploit detected from 204.164.233.18 targeting 216.186.134.147 MITRE Technique: T1059.001 | {
"geo_location": "Central African Republic",
"device_hash": "20cf50ab30d0cf07a0ec7fea80563a92",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_0 rv:3.0; oc-FR) AppleWebKit/532.15.3 (KHTML, like Gecko) Version/5.0 Safari/532.15.3",
"session_id": "68a8d12a-7701-40ff-8751-c2b076126541",
"risk_score... | null | null | null | null | null | MITRE Technique: T1059.001 | Suricata Alert: Zero-Day Exploit detected from 204.164.233.18 targeting 216.186.134.147 MITRE Technique: T1059.001 | null | null | null | null | 204.164.233.18 | 216.186.134.147 | Zero-Day Exploit | SIG-7071 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
a977cf50-cff3-4f65-923f-4bc0a324909a | 2025-02-20T16:30:37 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by ethompson MITRE Technique: T1078.004 | {
"geo_location": "Portugal",
"device_hash": "086607edd20b04f51a7774af77112b2f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/534.23.7 (KHTML, like Gecko) Version/5.0.2 Safari/534.23.7",
"session_id": "91f01482-a210-4cfe-ae36-ba9813bdc999",
"risk_score": 43.22,
"confidence": 0.04
} | ethompson | adversarial_input | null | null | null | MITRE Technique: T1078.004 | AI system adversarial_input by ethompson MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-f9c20292 | fec11c3fdf9e0f9197feac6ed303b3a63aa4b1ec | 98b42608cc1357760dab19d77cf4dee3 | null | null | null | null | null | null | null |
7f497ccf-d66c-4d15-b291-fbf3bd2544a7 | 2025-02-01T13:30:09 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for jerryward via MFA from 209.193.20.189 No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "28db8ce775209d6cae562afe2d1d3c500a278caa11b2a00be92819e43c37c17a",
"user_agent": "Mozilla/5.0 (Android 3.2.1; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0",
"session_id": "563d683c-41c4-4bdd-adf4-a86bb5da17ff",
"risk_score": 79.72,
"confidence": 0.7
} | jerryward | bypass | null | null | null | No additional info | Auth bypass for jerryward via MFA from 209.193.20.189 No additional info | null | null | null | null | 209.193.20.189 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 51:22:b9:fb:87:cc |
50bce784-75d3-4e6e-969d-25af250609af | 2025-01-13T18:30:21 | ids_alert | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|low| desc=Elastic SIEM Alert: Fileless Attack detected from 174.69.247.177 targeting 10.14.89.231 No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "3d178d5f27e0bf66dd69617d0bb97158",
"user_agent": "Mozilla/5.0 (Android 2.3; Mobile; rv:28.0) Gecko/28.0 Firefox/28.0",
"session_id": "7bec5a9f-e83b-4d36-bd3e-bd3208f62915",
"risk_score": 65.07,
"confidence": 0.08
} | null | null | null | null | null | No additional info | Elastic SIEM Alert: Fileless Attack detected from 174.69.247.177 targeting 10.14.89.231 No additional info | null | null | null | null | 174.69.247.177 | 10.14.89.231 | Fileless Attack | SIG-1900 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
9e844804-ce87-4477-8061-0d47ebd0505e | 2025-03-29T08:33:10 | firewall | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect HTTPS traffic from 116.193.110.91:155 to 79.106.36.147:14096 No additional info | {
"geo_location": "Jersey",
"device_hash": "7bd9f9e776e15d0f5d8497a09c86c2c88765322087b6917bf9cc6ec880378870",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3284-06-07 03:53:02 Firefox/3.6.14",
"session_id": "39549b2d-4e74-4a14-a033-289e58ce2015",
"risk_score": 89.18,
"confidence": 0.48
... | null | inspect | null | null | null | No additional info | Firewall inspect HTTPS traffic from 116.193.110.91:155 to 79.106.36.147:14096 No additional info | null | null | null | null | 116.193.110.91 | 79.106.36.147 | null | null | null | null | null | null | null | null | 155 | 14,096 | HTTPS | 677,636 | 3,368 | null | null |
7891fd27-5679-4da6-bb74-4b8b6e6aa33f | 2025-01-14T03:20:10 | iot | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat battery_drain No additional info | {
"geo_location": "Jersey",
"device_hash": "a89b77e27185f85cf833bbeea51b2775",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_7) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/16.0.803.0 Safari/532.1",
"session_id": "4def2949-4de3-47bc-abc7-50a78398364c",
"risk_score": 58.93,
"confidence": 0.56
} | null | battery_drain | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | null | Thermostat | iot-304f6657 | 9.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1f631ca5-30e5-43ff-93b2-cc13b05785b8 | 2025-02-03T14:13:42 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth bypass for hlamb via passwordless from 166.51.53.115 No additional info | {
"geo_location": "Isle of Man",
"device_hash": "f2c108a43e73658bd7e2ac3368764028735cd6d9fab3c57fa246d717901fad70",
"user_agent": "Opera/8.53.(Windows NT 5.0; mk-MK) Presto/2.9.167 Version/12.00",
"session_id": "6fe99dad-4b41-4d02-b3ec-394f462201ac",
"risk_score": 43.98,
"confidence": 0.4
} | hlamb | bypass | null | null | null | No additional info | Auth bypass for hlamb via passwordless from 166.51.53.115 No additional info | null | null | null | null | 166.51.53.115 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 54:18:a7:9f:75:4b |
f6e22cc1-e787-4f99-a2d7-907b29166454 | 2023-04-29T14:19:26 | ai | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by lisaelliott MITRE Technique: T1574.002 | {
"geo_location": "Sierra Leone",
"device_hash": "adb4ba69429649d25c168863026c9518aab01337dfb69025396ec9387ce198b0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/4.0)",
"session_id": "014f6411-aa7b-4108-bcac-91f4c9bcedd3",
"risk_score": 59.72,
"confidence": 0.41
} | lisaelliott | fine_tuning | null | null | null | MITRE Technique: T1574.002 | AI system fine_tuning by lisaelliott MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | model-702e3afd | 3a170c38ef54cd4f4fb9027f9809816f | 64a8377a5818350249610b8b0d7e8a50 | null | null | null | null | null | null | null |
182c7220-cf1f-4965-9e64-e54dd8af9801 | 2025-04-21T09:55:11 | iot | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor physical_tamper No additional info noise=category/search | {
"geo_location": "Eritrea",
"device_hash": "489f797834c85216c9cb901f8950b2067eae6dd4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.0)",
"session_id": "ccb600bb-ebdb-4ad0-b397-2959c6a0502e",
"risk_score": 11.56,
"confidence": 0.13
} | null | physical_tamper | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | {
"baseline_deviation": 2.81,
"entropy": 5.06,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Sensor | iot-368b25b8 | 7.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c1f9c5d4-8d3c-4f4b-a9cb-16f7009bd4a2 | 2022-06-07T13:33:20 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC sensor_spoofing No additional info | {
"geo_location": "Latvia",
"device_hash": "5a430d7f279f4fd93705b048da2cd121",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_6 rv:4.0; ce-RU) AppleWebKit/533.29.5 (KHTML, like Gecko) Version/4.1 Safari/533.29.5",
"session_id": "a40875ce-980f-4b8a-a3fd-46e7eacb9537",
"risk_score": 66.26,
"confiden... | null | sensor_spoofing | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | null | HVAC | iot-d9bf6338 | 10.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
690019cc-023c-4418-84c2-de379476f0a3 | 2025-04-04T10:40:30 | network | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 58.29.14.205 to 129.178.147.255 MITRE Technique: T1204.002 | {
"geo_location": "Thailand",
"device_hash": "d6898fd880125b88b93fcf61472a7904fbe7ebc8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/5.0)",
"session_id": "5ca2a87c-6f60-4923-910f-6a58a63d4d7d",
"risk_score": 27.18,
"confidence": 0.5
} | null | latency_spike | null | null | null | MITRE Technique: T1204.002 | Network latency_spike from 58.29.14.205 to 129.178.147.255 MITRE Technique: T1204.002 | null | null | null | null | 58.29.14.205 | 129.178.147.255 | null | null | null | null | null | null | null | null | null | null | HTTP | 962,012 | null | null | null |
402c7173-4c4b-4d56-aa9f-6945c3a00f74 | 2025-03-06T21:42:34 | firewall | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow ICMP traffic from 103.24.7.156:680 to 195.17.134.243:2509 No additional info | {
"geo_location": "Myanmar",
"device_hash": "d73f1a872c8b76fa4e7e797e3125995c",
"user_agent": "Opera/8.67.(Windows NT 11.0; an-ES) Presto/2.9.163 Version/12.00",
"session_id": "673ca858-3538-4f1d-bd61-c579d2bd4917",
"risk_score": 34.03,
"confidence": 0.67
} | null | allow | null | null | null | No additional info | Firewall allow ICMP traffic from 103.24.7.156:680 to 195.17.134.243:2509 No additional info | null | null | null | null | 103.24.7.156 | 195.17.134.243 | null | null | null | null | null | null | null | null | 680 | 2,509 | ICMP | 714,647 | 709 | null | null |
0dfcd725-8d79-4af2-b03b-9a2db852053d | 2025-07-05T09:33:39 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth success for lance80 via MFA from 76.171.23.200 MITRE Technique: T1059.005 | {
"geo_location": "Saint Lucia",
"device_hash": "3da12bfec97f9e0e8d35d090b27dbda5",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/60.0.883.0 Safari/535.1",
"session_id": "d81c308d-39bf-4961-8cd4-cef7ecf06f73",
"risk_score": 37.74,
"confidence": 0.19
} | lance80 | success | null | null | null | MITRE Technique: T1059.005 | Auth success for lance80 via MFA from 76.171.23.200 MITRE Technique: T1059.005 | {
"baseline_deviation": 2.95,
"entropy": 6.86,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 76.171.23.200 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 6a:c0:3c:be:28:27 |
2e60a9b9-326e-4477-b46d-e28cccd6da4f | 2025-05-12T12:49:53 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only SMB traffic from 203.138.176.71:937 to 205.242.174.42:700 MITRE Technique: T1547.001 noise=app/list/blog | {
"geo_location": "Lithuania",
"device_hash": "deb60d71426aff06e27c2bc9415e33d9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/4.1)",
"session_id": "93e3dd38-558e-4538-87ce-59dfc74d22c9",
"risk_score": 56.81,
"confidence": 0.79
} | null | log-only | null | null | null | MITRE Technique: T1547.001 | Firewall log-only SMB traffic from 203.138.176.71:937 to 205.242.174.42:700 MITRE Technique: T1547.001 | null | null | null | null | 203.138.176.71 | 205.242.174.42 | null | null | null | null | null | null | null | null | 937 | 700 | SMB | 249,096 | 1,557 | null | null |
aa4dc625-eba9-4962-a478-a2b9fc5f0293 | 2025-03-26T14:52:48 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by awalters No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "36caf6ebcf226f11522742cfcfa205d7",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/47.0.811.0 Safari/536.2",
"session_id": "47fe9900-248f-489a-981c-816aac3bd1ae",
"risk_score": 46.64,
"confidence": 0.55
} | awalters | prompt_injection | null | null | null | No additional info | AI system prompt_injection by awalters No additional info | null | null | null | null | null | null | null | null | null | null | null | model-2af7dce5 | 49dabec330d4bae1180818ada5f3b87b | c6004d7aa454cccb28aac44d3712154d55be6235 | null | null | null | null | null | null | null |
259013a5-14fc-4064-b97e-dbb268be3f76 | 2025-06-08T21:08:59 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in Alibaba by robinsonreginald MITRE Technique: T1543.003 | {
"geo_location": "Jersey",
"device_hash": "39dbe6b968b11dd10b8d4267ed6605a0fdae1a13",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_7 rv:2.0; sv-FI) AppleWebKit/531.42.7 (KHTML, like Gecko) Version/4.0.4 Safari/531.42.7",
"session_id": "6a9a8b22-ce19-4296-b3ee-d3b5d80c625b",
"risk_score": 74... | robinsonreginald | config_change | null | null | null | MITRE Technique: T1543.003 | Cloud config_change in Alibaba by robinsonreginald MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | Alibaba | res-0bd59299 | null | null | null | null | null | null | null | null | null | null |
52c7c5dd-1b0e-4e0e-bfec-35484688322e | 2025-02-08T17:35:47 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Camera protocol_violation Associated Threat Actor: APT29 | {
"geo_location": "Fiji",
"device_hash": "b7dc2c36e256adefafbdff9d6aba8368",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_4; rv:1.9.3.20) Gecko/8015-12-29 14:21:38 Firefox/3.6.18",
"session_id": "c15bfa8f-8c74-4d6c-b24a-3167081d3710",
"risk_score": 66.11,
"confidence": 0.08
} | null | protocol_violation | null | null | null | Associated Threat Actor: APT29 | IoT device Camera protocol_violation Associated Threat Actor: APT29 | null | Camera | iot-760f72bc | 5.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
21ef7f1d-90fd-4465-ae73-0c881d8c8cf5 | 2025-04-23T00:59:39 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in Azure by franceshenry No additional info noise=F2E0FFB2 | {
"geo_location": "Timor-Leste",
"device_hash": "6cccd89ff8543d7296c3f8b7981fb0c2110bf4ec34db43ba45d7e42b6828552a",
"user_agent": "Opera/9.49.(Windows NT 5.0; crh-UA) Presto/2.9.188 Version/12.00",
"session_id": "d966bc26-dd26-41e8-9551-18ab2abccd07",
"risk_score": 50.26,
"confidence": 0.78
} | franceshenry | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Azure by franceshenry No additional info | null | null | null | null | null | null | null | null | null | Azure | res-da28e7ce | null | null | null | null | null | null | null | null | null | null |
b1a63a42-3c41-43f8-9239-6f777a828ba9 | 2025-02-26T11:45:01 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by stephaniecampbell No additional info noise=022A5243 | {
"geo_location": "Pakistan",
"device_hash": "1a897cd11c369ff34538406b3455896d79a93c6f",
"user_agent": "Mozilla/5.0 (Android 2.2; Mobile; rv:46.0) Gecko/46.0 Firefox/46.0",
"session_id": "c7ff0b51-319b-46e8-86d4-c15ac53f6546",
"risk_score": 74.84,
"confidence": 0.06
} | stephaniecampbell | api_abuse | null | null | null | No additional info | AI system api_abuse by stephaniecampbell No additional info | null | null | null | null | null | null | null | null | null | null | null | model-3975ee0b | bd575006f8f4cf0aecb409e6d4a18fea | 8cd46c53f25cf6464df0873fb38fb896bbc41884 | null | null | null | null | null | null | null |
c3ddbfc5-64c8-4893-a1c3-db8b97c7c439 | 2025-02-03T13:02:50 | iot | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor firmware_update MITRE Technique: T1190 | Sensor spoofing detected | {
"geo_location": "Niue",
"device_hash": "cf1d348637c4f93f555bb9d172bf3c935d5c0e52",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.1)",
"session_id": "a3c0d60d-7fd1-4cc8-beb9-2945694f24fe",
"risk_score": 20.14,
"confidence": 0.66
} | null | firmware_update | null | null | null | MITRE Technique: T1190 | Sensor spoofing detected | IoT device Sensor firmware_update MITRE Technique: T1190 | Sensor spoofing detected | {
"baseline_deviation": 2.64,
"entropy": 6.95,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Sensor | iot-1d7f5a46 | 2.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
29497300-3bca-448c-a407-049b620209d4 | 2023-03-10T05:49:26 | network | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 88.56.147.183 to 10.102.166.246 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Sao Tome and Principe",
"device_hash": "762b44406cda0d784c5746c9da017e1568c2b589c2ec392fa17a3afb64d8f1ad",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/23.0.818.0 Safari/532.0",
"session_id": "fa7aa28f-7803-495d-940d-ba7f4be28710",
"risk_score... | null | protocol_anomaly | null | null | null | Unconventional IOC: Thermal sensor anomalies | Network protocol_anomaly from 88.56.147.183 to 10.102.166.246 Unconventional IOC: Thermal sensor anomalies | null | null | null | null | 88.56.147.183 | 10.102.166.246 | null | null | null | null | null | null | null | null | null | null | UDP | 729,473 | null | null | null |
9a2967de-8e1d-4a70-ad81-44084773766a | 2025-03-06T14:48:56 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall log-only DNS traffic from 1.16.252.90:452 to 68.181.233.98:552 No additional info noise=blog/blog | {
"geo_location": "Saint Barthelemy",
"device_hash": "182c7af88aed2f7de5db9f2048ae933230b8f54e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/28.0.858.0 Safari/533.2",
"session_id": "7bc645a0-6fd5-49a5-97b1-82a7be73c347",
"risk_score": 53.95,
"confidence": 0.4
... | null | log-only | null | null | null | No additional info | Firewall log-only DNS traffic from 1.16.252.90:452 to 68.181.233.98:552 No additional info | null | null | null | null | 1.16.252.90 | 68.181.233.98 | null | null | null | null | null | null | null | null | 452 | 552 | DNS | 600,861 | 1,506 | null | null |
6271a507-7a22-4e95-ae48-4b7435548f13 | 2025-07-08T16:41:16 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network disconnection from 66.161.94.201 to 38.191.171.165 No additional info | {
"geo_location": "Bahrain",
"device_hash": "74665af9018b8fa4684ab67e33b65e20",
"user_agent": "Opera/9.13.(X11; Linux i686; is-IS) Presto/2.9.186 Version/10.00",
"session_id": "a6de08f5-8b33-4c27-a310-55b51b6680f7",
"risk_score": 26.88,
"confidence": 0.76
} | null | disconnection | null | null | null | No additional info | Network disconnection from 66.161.94.201 to 38.191.171.165 No additional info | null | null | null | null | 66.161.94.201 | 38.191.171.165 | null | null | null | null | null | null | null | null | null | null | ICMP | 447,447 | null | null | null |
1f309bf9-c947-475b-b051-f7e42383462b | 2025-06-05T15:04:45 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth locked for rodriguezrachel via SAML from 154.197.90.117 No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "d29b2bddf80793095e62703f432e3cf2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ko-KR) AppleWebKit/531.33.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6531.33.2",
"session_id": "071858b4-9843-459f-9bd7-d6ae... | rodriguezrachel | locked | null | null | null | No additional info | Auth locked for rodriguezrachel via SAML from 154.197.90.117 No additional info | {
"baseline_deviation": 2.21,
"entropy": 6.37,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 154.197.90.117 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 4e:c7:a1:a1:da:5c |
51d3de49-fbf8-43c8-b1c9-e3827290813d | 2025-06-05T14:28:24 | ai | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by steven03 No additional info noise=SHVzYmFuZC4= | {
"geo_location": "China",
"device_hash": "62f863f0eb34778ed8d1bc050a0f95a8",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/7888-08-24 07:06:59 Firefox/12.0",
"session_id": "17281a00-57ea-4ede-a9d9-0ae3b7b8bb37",
"risk_score": 24.32,
"confidence": 0.59
} | steven03 | membership_inference | null | null | null | No additional info | AI system membership_inference by steven03 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-40898788 | ce47bf79acaa722264b5a6c31f17a2c27067d78b8a27ae25ce6edc6ca2945508 | cff5006436c63782e5573243fa8da896 | null | null | null | null | null | null | null |
1432b07e-2cb4-4f3d-8133-eb6685886650 | 2025-01-17T16:45:13 | ids_alert | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|medium| desc=OSSEC Alert: SQL Injection detected from 148.164.152.180 targeting N/A MITRE Technique: T1059.005 | {
"geo_location": "Namibia",
"device_hash": "3280698740420f511b8206b0231311367fd043a42bc1d49234f62de810c29246",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/4867-07-24 21:37:32 Firefox/15.0",
"session_id": "d42cd7b6-8b84-4001-a200-1ff925a5dc76",
"risk_score": 63.41,
"confidence": 0.88
} | null | null | null | null | null | MITRE Technique: T1059.005 | OSSEC Alert: SQL Injection detected from 148.164.152.180 targeting N/A MITRE Technique: T1059.005 | null | null | null | null | 148.164.152.180 | N/A | SQL Injection | SIG-1873 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
9082785f-7d9a-40bb-b584-6856f1123f25 | 2025-02-05T09:42:34 | network | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|low| desc=Network latency_spike from 3.182.29.200 to 22.254.85.39 No additional info | {
"geo_location": "Costa Rica",
"device_hash": "0778613622f853a325956bcf0c17c506139fc401",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_8_1 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/18.8z2947.0 Mobile/30W958 Safari/535.1",
"session_id": "e527dc42-1597-467f-ac5a-6867e360ca34",
"risk_score"... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 3.182.29.200 to 22.254.85.39 No additional info | null | null | null | null | 3.182.29.200 | 22.254.85.39 | null | null | null | null | null | null | null | null | null | null | HTTP | 368,771 | null | null | null |
4f87459e-f18e-4d4e-bdd5-99a752f6b37c | 2025-06-17T11:02:23 | endpoint | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access kitchen by davidmiller No additional info | {
"geo_location": "Cape Verde",
"device_hash": "b21fbe0d079e09ef55ae3b49aedfc42ade19611a04eb948b44d89620807d2c3b",
"user_agent": "Mozilla/5.0 (Android 4.1; Mobile; rv:52.0) Gecko/52.0 Firefox/52.0",
"session_id": "17e84365-b5e3-48f4-a368-f19f42f1cffa",
"risk_score": 28.7,
"confidence": 0.72
} | davidmiller | file_access | kitchen | 4,711 | cmd.exe | No additional info | Endpoint file_access kitchen by davidmiller No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ce95e125-8184-4fce-be91-9116c48f3804 | 2025-04-16T18:40:04 | firewall | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow NTP traffic from 91.231.11.122:85 to 117.55.155.124:629 MITRE Technique: T1134.001 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "2f4d6fbfbb4323f85fbbb1b5e809efd73c74a7a6740c5fc87b1cfe687d28d18d",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_7 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/9.5z8359.0 Mobile/34G223 Safari/534.2",
"session_id": "f602557c-1fe8-4... | null | allow | null | null | null | MITRE Technique: T1134.001 | Firewall allow NTP traffic from 91.231.11.122:85 to 117.55.155.124:629 MITRE Technique: T1134.001 | {
"baseline_deviation": 1.58,
"entropy": 7.57,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 91.231.11.122 | 117.55.155.124 | null | null | null | null | null | null | null | null | 85 | 629 | NTP | 303,131 | 1,320 | null | null |
a3c75055-6cb8-4e15-a9c8-a3603c525529 | 2025-06-24T04:22:48 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in Alibaba by jamesrobert No additional info | {
"geo_location": "Uganda",
"device_hash": "dad68031815e1c1cfee6638f7572db591d94ae988f9ced34e036ad7d9e21ed3b",
"user_agent": "Opera/8.39.(Windows 98; crh-UA) Presto/2.9.165 Version/12.00",
"session_id": "a7e1a372-ca32-4bf9-916e-1e23999acd86",
"risk_score": 26.8,
"confidence": 0.86
} | jamesrobert | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in Alibaba by jamesrobert No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-1f2e1739 | null | null | null | null | null | null | null | null | null | null |
349a97b2-0bc6-4bce-bc5c-4b48a59f665e | 2025-03-04T05:38:14 | network | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 156.43.224.121 to 153.83.131.228 MITRE Technique: T1486 | {
"geo_location": "Sierra Leone",
"device_hash": "b0155dc818be6d2c3d8501f5c7d5e90f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; aa-ER) AppleWebKit/533.4.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6533.4.4",
"session_id": "5d3154d4-571a-438e-833e-5bf815057f0b",
"risk_sco... | null | latency_spike | null | null | null | MITRE Technique: T1486 | Network latency_spike from 156.43.224.121 to 153.83.131.228 MITRE Technique: T1486 | null | null | null | null | 156.43.224.121 | 153.83.131.228 | null | null | null | null | null | null | null | null | null | null | ICMP | 978,534 | null | null | null |
de5f0e12-8911-452d-82e6-d8a8fb45c413 | 2025-04-29T06:04:44 | cloud | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in AWS by rferguson No additional info | {
"geo_location": "Rwanda",
"device_hash": "688defabb9f0163a6573d10909eea05188ff09aa596728602a0dd8fc85d842bd",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_2) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/23.0.851.0 Safari/534.0",
"session_id": "7017704a-7d45-4d4c-b342-2ef0c203a052",
"risk_score"... | rferguson | container_escape | null | null | null | No additional info | Cloud container_escape in AWS by rferguson No additional info | null | null | null | null | null | null | null | null | null | AWS | res-e4f1b0ae | null | null | null | null | null | null | null | null | null | null |
de15625c-f488-4da2-8556-57fac32ed159 | 2025-01-26T06:38:23 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in GCP by joshuaburns No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "aa8eb6299b3ac66a3becfb8bac690fb29805c03f",
"user_agent": "Opera/9.61.(X11; Linux x86_64; wal-ET) Presto/2.9.188 Version/11.00",
"session_id": "e76ecea0-b256-4350-9bfc-ccd0a47ae439",
"risk_score": 7.1,
"confidence": 0.89
} | joshuaburns | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in GCP by joshuaburns No additional info | null | null | null | null | null | null | null | null | null | GCP | res-75d6bac2 | null | null | null | null | null | null | null | null | null | null |
32f5ed1b-019e-43bc-a52f-240d55ba2e23 | 2025-04-08T19:11:20 | cloud | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in Alibaba by cassandra14 MITRE Technique: T1071.001 | {
"geo_location": "El Salvador",
"device_hash": "f46a4f46442aaf8d2c04167c87eed46a1519c012",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/535.3.2 (KHTML, like Gecko) Version/4.0 Safari/535.3.2",
"session_id": "2c5e3182-929e-43c9-b02a-e676127d5f0c",
"risk_score": 56.12,
"confidence": 0.... | cassandra14 | lambda_execution | null | null | null | MITRE Technique: T1071.001 | Cloud lambda_execution in Alibaba by cassandra14 MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | Alibaba | res-cd38f7e2 | null | null | null | null | null | null | null | null | null | null |
80065145-94cf-4ed0-8414-552c86144891 | 2025-07-09T16:50:55 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in Azure by lorismith Associated Threat Actor: APT34 | {
"geo_location": "Zambia",
"device_hash": "033146c6034503e7272c2ba0f70fab56",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/3.1)",
"session_id": "9fcfb088-4cab-4d0d-a5b8-e85eaada0e06",
"risk_score": 25.52,
"confidence": 0.17
} | lorismith | instance_creation | null | null | null | Associated Threat Actor: APT34 | Cloud instance_creation in Azure by lorismith Associated Threat Actor: APT34 | null | null | null | null | null | null | null | null | null | Azure | res-f8410c0e | null | null | null | null | null | null | null | null | null | null |
e2992926-ecac-4b19-9416-61ec9860c119 | 2025-06-08T22:28:56 | 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 119.148.166.12 targeting N/A MITRE Technique: T1204.002 | {
"geo_location": "Russian Federation",
"device_hash": "c295a2ebf7fd55917a50dc46a583ce24af52a361",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/47.0.821.0 Safari/536.1",
"session_id": "5cc27577-ccde-4965-bfb1-15d1f0f3de9f",
"risk_score": 51.05,
"confidence": 0.48... | null | null | null | null | null | MITRE Technique: T1204.002 | Elastic SIEM Alert: Living-off-the-Land detected from 119.148.166.12 targeting N/A MITRE Technique: T1204.002 | null | null | null | null | 119.148.166.12 | N/A | Living-off-the-Land | SIG-6009 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
f6e15118-2310-41cc-b56c-26f96686100b | 2025-02-20T10:59:35 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access hair by debbie87 No additional info noise=RmF0aGVyLg== | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "0f37b4e5aaacfac9dbc3920eaed3d3b2853d61ad",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/535.4.5 (KHTML, like Gecko) Version/4.0.1 Safari/535.4.5",
"session_id": "f5417ba7-297a-43af-893f-cfd0c05426bd",
"risk_score": 22.02,
"con... | debbie87 | file_access | hair | 255 | cmd.exe | No additional info | Endpoint file_access hair by debbie87 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
238df1ca-267a-44bf-a2ba-cf5abe3f9fcf | 2025-01-18T20:40:47 | firewall | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall deny SMB traffic from 196.81.76.182:382 to 211.16.19.199:17177 MITRE Technique: T1059.005 | {
"geo_location": "British Virgin Islands",
"device_hash": "e8ab53713105b79295be5deb004d7b412f5367331ea03d7d93a53a8188e73d6a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.0)",
"session_id": "a443b788-0f79-451c-9173-07b04c619338",
"risk_score": 45.48,
"confidence": 0.76
} | null | deny | null | null | null | MITRE Technique: T1059.005 | Firewall deny SMB traffic from 196.81.76.182:382 to 211.16.19.199:17177 MITRE Technique: T1059.005 | null | null | null | null | 196.81.76.182 | 211.16.19.199 | null | null | null | null | null | null | null | null | 382 | 17,177 | SMB | 806,333 | 2,903 | null | null |
6a5716c4-0ee3-4e11-afc6-2f046fed5b95 | 2025-07-03T18:19:54 | cloud | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in AWS by melissaedwards No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "2883cdae9827b47f19fe6d75f7c4e921",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/531.22.7 (KHTML, like Gecko) Version/5.1 Safari/531.22.7",
"session_id": "d03fc069-8886-415a-823b-0baba16ff39b",
"risk_score": 37.22,
"confidence": 0.... | melissaedwards | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by melissaedwards No additional info | null | null | null | null | null | null | null | null | null | AWS | res-00c85582 | null | null | null | null | null | null | null | null | null | null |
51d287bb-f8e6-4f43-a6cc-bb8107a06977 | 2025-05-13T14:30:42 | cloud | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in OCI by jhaynes No additional info | {
"geo_location": "Israel",
"device_hash": "ebc8086e6f29996c225d24bf33f0523364aa7673",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/5.0)",
"session_id": "871068e7-7893-4ca0-9271-9a94c06cefa4",
"risk_score": 88.38,
"confidence": 0.71
} | jhaynes | shadow_it | null | null | null | No additional info | Cloud shadow_it in OCI by jhaynes No additional info | null | null | null | null | null | null | null | null | null | OCI | res-c99430a5 | null | null | null | null | null | null | null | null | null | null |
7f5aa49c-bf31-41be-b0f3-0a5f65616382 | 2025-06-25T12:58:44 | ai | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|high| desc=AI system membership_inference by carrclifford MITRE Technique: T1059.001 | {
"geo_location": "Tonga",
"device_hash": "94d8d8a47269097d230acf7c17f48f3f0107d46e54767da273eb15fb7ec58e6f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "942b33c4-75ba-4c6c-b9c8-f883ba20a412",
"risk_score": 84.33,
"confidence": 0.33
} | carrclifford | membership_inference | null | null | null | MITRE Technique: T1059.001 | AI system membership_inference by carrclifford MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | model-537ece04 | b3ac1f6efa11cada74636bd0ef1f7f4be6a37806 | a739bb8348b43475515fe6730938eab6 | null | null | null | null | null | null | null |
4ea3ef7f-d613-4b38-a990-4f78da9d9ede | 2025-04-10T18:09:31 | endpoint | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start image by laura34 Associated Threat Actor: FIN7 | Living-off-the-land technique detected | {
"geo_location": "Uganda",
"device_hash": "06237bb26d6742219c0d635e8d3b700e015794d3ac62c7bed97d3fc51bd4de1b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "82e92ca8-b1eb-4264-821c-a5171af045b5",
"risk_score": 31.26,
"confidence": 0.34
} | laura34 | process_start | image | 9,629 | svchost.exe | Associated Threat Actor: FIN7 | Living-off-the-land technique detected | Endpoint process_start image by laura34 Associated Threat Actor: FIN7 | 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 |
a090a04a-b359-429d-b952-350f27e8c609 | 2025-01-19T16:33:52 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 184.163.225.91 to 218.93.135.172 No additional info | {
"geo_location": "North Korea",
"device_hash": "04b3b05b090dccf0684c95cf2f21425676b8b2d6",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/47.0.858.0 Safari/532.0",
"session_id": "3601a144-469c-43cd-84b6-f74d10ab160a",
"risk_score": 34.45,
"confidence": 0.5
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 184.163.225.91 to 218.93.135.172 No additional info | null | null | null | null | 184.163.225.91 | 218.93.135.172 | null | null | null | null | null | null | null | null | null | null | TCP | 508,855 | null | null | null |
f3688791-51f7-4c75-8728-82ddb7e5d30a | 2025-04-18T01:19:48 | cloud | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in OCI by darlenehobbs No additional info | {
"geo_location": "Iran",
"device_hash": "81ed52822410eb2414e44bfff059ed4cab36afa20c6ae330d5a28bf059c22cff",
"user_agent": "Opera/9.14.(Windows 95; sr-ME) Presto/2.9.175 Version/10.00",
"session_id": "5781a5a9-5d03-4ba5-9b7a-60eba5accbda",
"risk_score": 42.93,
"confidence": 0.59
} | darlenehobbs | container_escape | null | null | null | No additional info | Cloud container_escape in OCI by darlenehobbs No additional info | null | null | null | null | null | null | null | null | null | OCI | res-504a889a | null | null | null | null | null | null | null | null | null | null |
80f5dce9-6225-42b4-b444-7c60cf858849 | 2025-03-08T12:14:44 | iot | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC unusual_activity MITRE Technique: T1190 noise=1503368A | {
"geo_location": "Belarus",
"device_hash": "7f986322c6f01dc9f549d1b20ad598d6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/5.1)",
"session_id": "09a49aaa-5810-42f7-81a4-9884584c1192",
"risk_score": 50.44,
"confidence": 0.8
} | null | unusual_activity | null | null | null | MITRE Technique: T1190 | IoT device HVAC unusual_activity MITRE Technique: T1190 | null | HVAC | iot-39417814 | 8.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7d2ddc14-6152-4f59-a2f2-a11f34878be7 | 2025-05-17T22:58:06 | ai | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by kevinjoyce No additional info | {
"geo_location": "Guernsey",
"device_hash": "6298eae74da6e0d49572f8b5ef7fe722dced4897352b5065c991a5dc28241a77",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/4.0)",
"session_id": "8a6b12b7-ed2f-4df6-9a43-322a120701e1",
"risk_score": 37.04,
"confidence": 0.21
} | kevinjoyce | api_abuse | null | null | null | No additional info | AI system api_abuse by kevinjoyce No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e45b27cc | ec45d80a42de538e6cddce8b22f37195 | e6d8e1ccc3619a4b0af9ecb71c94d5e80b2b74d6 | null | null | null | null | null | null | null |
73e85f77-01c0-47f8-8986-e5e9a8855e70 | 2025-06-05T06:39:56 | firewall | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine HTTP traffic from 68.212.178.202:478 to 128.119.138.231:540 No additional info | {
"geo_location": "Iran",
"device_hash": "b35a1c85f95046c62abd0c21e40a5d56f7c2771cb829696fe82e460173451824",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 7_1_2 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/15.0i7643.0 Mobile/06K477 Safari/535.1",
"session_id": "05590b31-6487-490e-91de-678ccf05... | null | quarantine | null | null | null | No additional info | Firewall quarantine HTTP traffic from 68.212.178.202:478 to 128.119.138.231:540 No additional info | null | null | null | null | 68.212.178.202 | 128.119.138.231 | null | null | null | null | null | null | null | null | 478 | 540 | HTTP | 274,347 | 835 | null | null |
3f667ed7-3fdc-4c43-b5fc-b2d526cf01a1 | 2025-05-17T16:21:04 | cloud | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in GCP by nchristian Associated Threat Actor: BlueNoroff | {
"geo_location": "Luxembourg",
"device_hash": "29e1d9bf7049bc38dae1e50a3370220c81d7c8de",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_0 rv:6.0; ak-GH) AppleWebKit/532.26.7 (KHTML, like Gecko) Version/4.1 Safari/532.26.7",
"session_id": "b833abc7-f492-49b9-8462-fa6f0cfe08ed",
"risk_score": 46.0... | nchristian | permission_escalation | null | null | null | Associated Threat Actor: BlueNoroff | Cloud permission_escalation in GCP by nchristian Associated Threat Actor: BlueNoroff | null | null | null | null | null | null | null | null | null | GCP | res-0cfb23f7 | null | null | null | null | null | null | null | null | null | null |
2ec0844a-5753-49dd-842b-d4a1786cb5ac | 2025-05-16T16:36:08 | firewall | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|low| desc=Firewall quarantine NTP traffic from 213.249.90.163:248 to 60.80.148.181:36 No additional info | {
"geo_location": "Argentina",
"device_hash": "d374ffb8aae510dc2d56cbf79305096d45c2c034",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_5) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/27.0.886.0 Safari/535.2",
"session_id": "7d6a53e7-f991-41f3-98a6-2053a7ea1d60",
"risk_score": 55.56,
"confiden... | null | quarantine | null | null | null | No additional info | Firewall quarantine NTP traffic from 213.249.90.163:248 to 60.80.148.181:36 No additional info | null | null | null | null | 213.249.90.163 | 60.80.148.181 | null | null | null | null | null | null | null | null | 248 | 36 | NTP | 550,074 | 2,283 | null | null |
f11ec176-0bd0-41ad-9a5b-4443a396783b | 2025-05-14T06:41:19 | ai | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by joneselizabeth MITRE Technique: T1486 noise=tag/main/explore | {
"geo_location": "Turkmenistan",
"device_hash": "275a3e0580ce608f0459108148de1b332c8b4588",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/5.1)",
"session_id": "11073f4c-0bda-41f0-891b-0938b954a6b0",
"risk_score": 38.39,
"confidence": 0.65
} | joneselizabeth | membership_inference | null | null | null | MITRE Technique: T1486 | AI system membership_inference by joneselizabeth MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | model-80e80d26 | 38f7587dfb3a19b2cc20abbfbcc3f209e99d4c71 | cbd488ad9d2daa275d1436e318c8936e | null | null | null | null | null | null | null |
128ef504-2119-4f8b-b437-41534f33998c | 2025-06-12T15:36:53 | auth | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|medium| desc=Auth bypass for areed via passwordless from 153.205.47.208 Associated Threat Actor: Kimsuky | {
"geo_location": "Senegal",
"device_hash": "e3ffe159f1941359ca0b02e6c912c9f6fd9cc2f5",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_0 rv:3.0; the-NP) AppleWebKit/535.35.3 (KHTML, like Gecko) Version/4.0 Safari/535.35.3",
"session_id": "300d227c-39a2-4e5a-a0b9-e138079b2dcf",
"risk_score": 79.54,
... | areed | bypass | null | null | null | Associated Threat Actor: Kimsuky | Auth bypass for areed via passwordless from 153.205.47.208 Associated Threat Actor: Kimsuky | null | null | null | null | 153.205.47.208 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | cf:55:55:56:9b:cb |
fcc8bf6a-8822-4079-b28f-8d7c8abd1676 | 2025-06-28T08:31:42 | iot | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera command_injection MITRE Technique: T1218.011 | {
"geo_location": "Italy",
"device_hash": "001c4bfbf3450e87df661833db4c49a8b6e273f928e372103d5ad7c914e05118",
"user_agent": "Opera/9.17.(X11; Linux x86_64; hsb-DE) Presto/2.9.166 Version/11.00",
"session_id": "029b0f16-1fe9-4c9e-af1f-ec0efc3f89a4",
"risk_score": 17.32,
"confidence": 0.86
} | null | command_injection | null | null | null | MITRE Technique: T1218.011 | IoT device Camera command_injection MITRE Technique: T1218.011 | {
"baseline_deviation": 1.73,
"entropy": 4.84,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Camera | iot-187f8414 | 3.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8b002f56-fb27-4fb2-b08c-1f2c2c86cdaa | 2025-05-10T23:20:30 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in GCP by juarezchristopher MITRE Technique: T1059.005 | {
"geo_location": "Iran",
"device_hash": "a7af2f6d5293dca5d4af829dd753f17e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 2_2_1 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/17.3f1760.0 Mobile/98Y211 Safari/535.1",
"session_id": "938cb4f1-960f-471e-82cd-6a95ed99ac73",
"risk_score": 35.69,
"con... | juarezchristopher | instance_creation | null | null | null | MITRE Technique: T1059.005 | Cloud instance_creation in GCP by juarezchristopher MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | GCP | res-bff2c070 | null | null | null | null | null | null | null | null | null | null |
a1d44899-eef2-417d-acba-ca11e5bfd1b7 | 2025-02-26T13:21:49 | firewall | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|low| desc=Firewall inspect DNS traffic from 26.118.20.143:996 to 102.90.241.163:93 MITRE Technique: T1574.002 | {
"geo_location": "Hungary",
"device_hash": "877bba9711ce102eb32080ee993f1c92a29ea847",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/4.1)",
"session_id": "bb49e35b-c16a-4f3a-88fd-421ef0244077",
"risk_score": 52.52,
"confidence": 0.25
} | null | inspect | null | null | null | MITRE Technique: T1574.002 | Firewall inspect DNS traffic from 26.118.20.143:996 to 102.90.241.163:93 MITRE Technique: T1574.002 | null | null | null | null | 26.118.20.143 | 102.90.241.163 | null | null | null | null | null | null | null | null | 996 | 93 | DNS | 43,369 | 2,014 | null | null |
5bd05dae-20fd-4cd7-89a0-467009450f45 | 2025-03-03T11:29:25 | iot | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor physical_tamper Unconventional IOC: TPM attestation failures noise=tags/categories | {
"geo_location": "Iraq",
"device_hash": "45a0e6425f11f9ef159834aa330d6a3c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/4.1)",
"session_id": "4a054a66-219c-4140-a6a2-e0d7f82f0a50",
"risk_score": 31.75,
"confidence": 0.66
} | null | physical_tamper | null | null | null | Unconventional IOC: TPM attestation failures | IoT device Sensor physical_tamper Unconventional IOC: TPM attestation failures | null | Sensor | iot-3dffb55c | 2.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9df459d2-e372-4ac4-9b3f-616cb7114ce9 | 2025-05-13T04:05:15 | firewall | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect SMB traffic from 90.106.106.78:56569 to 6.226.5.7:150 MITRE Technique: T1071.001 | {
"geo_location": "Mauritania",
"device_hash": "73978a97d6eab5aae4249401c12ff40a24bc2cad",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/19.0.850.0 Safari/533.0",
"session_id": "d48bbf6b-c995-49f4-9915-a7532d780467",
"risk_score": 57,
"confidence": 0.29
} | null | inspect | null | null | null | MITRE Technique: T1071.001 | Firewall inspect SMB traffic from 90.106.106.78:56569 to 6.226.5.7:150 MITRE Technique: T1071.001 | null | null | null | null | 90.106.106.78 | 6.226.5.7 | null | null | null | null | null | null | null | null | 56,569 | 150 | SMB | 498,786 | 1,690 | null | null |
3c0dae8c-4262-49f7-a50b-4f3803d6c29b | 2025-04-30T08:38:29 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by glenn60 No additional info | {
"geo_location": "Benin",
"device_hash": "286ef1e740e19c279c3ec5481c3d17016b19fbc40773bc3846ea73585d183b10",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/5063-09-07 01:06:29 Firefox/3.8",
"session_id": "01206579-ce9a-432e-ab0d-dfe765477480",
"risk_score": 26.95,
"confidence": 0.38
} | glenn60 | adversarial_input | null | null | null | No additional info | AI system adversarial_input by glenn60 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7e69c018 | 611f6d68e60027814b7566fb1f2081d18267a5e2 | bd0747bbcb9cac2b7689771687942ab741894045 | null | null | null | null | null | null | null |
73abc40f-4d13-4b05-be17-fd21c1f9857f | 2025-07-09T01:00:20 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start series by grahamnichole No additional info | {
"geo_location": "South Africa",
"device_hash": "0fd6bd565179c1f75f6382583575c5587fb52ddf45e61066d7cde421a6a12593",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/44.0.838.0 Safari/532.0",
"session_id": "1684dae3-3b77-4e3d-a818-b79f81ccf86a",
"r... | grahamnichole | process_start | series | 2,070 | svchost.exe | No additional info | Endpoint process_start series by grahamnichole No additional info | {
"baseline_deviation": 1.25,
"entropy": 5.79,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d6fc89fe-eebc-464b-b558-e6df2884a2e6 | 2025-05-25T20:19:23 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by johnsongail No additional info | {
"geo_location": "Korea",
"device_hash": "c023c098a3b543c3428e8929c2cdd3b82aaede9d",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/8968-04-03 20:15:25 Firefox/3.8",
"session_id": "667ce7c8-0210-4037-9cb9-3d14dc52b0e2",
"risk_score": 18.92,
"confidence": 0.87
} | johnsongail | membership_inference | null | null | null | No additional info | AI system membership_inference by johnsongail No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8e34951c | c4e3e6a143f80032da38ebbe53eb9f3ac52f8274 | c5dd5704df199cdcc9a442fa2edd7118bb650ec8 | null | null | null | null | null | null | null |
c534003d-6c44-4345-8d2e-a63775ae102a | 2025-06-11T00:17:10 | ids_alert | CrowdStrike v6.45.0 | emergency | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|emergency| desc=CrowdStrike Alert: Port Scan detected from 10.54.143.96 targeting N/A No additional info | {
"geo_location": "Myanmar",
"device_hash": "bc43eafed79530cfc320efe087371ebdf4ef3f85",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/7382-05-14 11:48:46 Firefox/3.6.5",
"session_id": "7e7b87ee-7756-4b33-b741-c9da06e0abab",
"risk_score": 48.78,
"confidence": 0.59
} | null | null | null | null | null | No additional info | CrowdStrike Alert: Port Scan detected from 10.54.143.96 targeting N/A No additional info | null | null | null | null | 10.54.143.96 | N/A | Port Scan | SIG-4092 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
48848c64-79f6-44e4-b122-b176cdb5b754 | 2025-06-25T19:40:00 | auth | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|low| desc=Auth timeout for uharris via key from 10.7.132.58 No additional info | {
"geo_location": "Hong Kong",
"device_hash": "f042d2b94b2d5f64994f0f714740d975",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_5) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/55.0.810.0 Safari/534.1",
"session_id": "c5f1f3bb-c9ae-4855-9c5c-7e4a101a8cdb",
"risk_score": 52.32,
"confidence": 0.7... | uharris | timeout | null | null | null | No additional info | Auth timeout for uharris via key from 10.7.132.58 No additional info | null | null | null | null | 10.7.132.58 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 50:af:4d:48:29:4d |
1e722cbc-0cf8-413e-a88f-85ad25f3e88c | 2025-03-08T16:11:48 | cloud | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in OCI by gamblesharon Unconventional IOC: CPU microcode changes | {
"geo_location": "Cape Verde",
"device_hash": "25b16fa6751503d61043ac925472b635",
"user_agent": "Opera/8.51.(X11; Linux x86_64; hak-TW) Presto/2.9.160 Version/12.00",
"session_id": "98765b41-82d4-4279-9e17-ec7d071e747e",
"risk_score": 33.54,
"confidence": 0.38
} | gamblesharon | permission_escalation | null | null | null | Unconventional IOC: CPU microcode changes | Cloud permission_escalation in OCI by gamblesharon Unconventional IOC: CPU microcode changes | null | null | null | null | null | null | null | null | null | OCI | res-385c3564 | null | null | null | null | null | null | null | null | null | null |
ef92889e-30d7-49f2-89e9-b3f06c3c5039 | 2025-02-25T03:26:41 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop song by forbesandrew No additional info | {
"geo_location": "Ukraine",
"device_hash": "c1b13958ce0846f75e7533d7c860b842c77e9701",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/531.26.1 (KHTML, like Gecko) Version/5.0.4 Safari/531.26.1",
"session_id": "605532aa-5817-4463-97c1-5dca9a9b0822",
"risk_score": 34.03,
"confidence": 0.... | forbesandrew | process_stop | song | 7,338 | svchost.exe | No additional info | Endpoint process_stop song by forbesandrew No additional info | {
"baseline_deviation": 0.59,
"entropy": 7.63,
"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 |
31c6eb91-7f89-4a2a-a6c2-8c782dbde889 | 2025-01-27T07:11:59 | cloud | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Alibaba by veronicaburke No additional info | {
"geo_location": "South Africa",
"device_hash": "31feb90e39114eff130ed9bedf7fd7e165570bdb94238059b4a25f6d0eb38b2e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_3; rv:1.9.6.20) Gecko/8147-05-11 10:49:55 Firefox/3.6.17",
"session_id": "8c5fe74a-0176-4b25-a8e7-014058a11f22",
"risk_score": 70.87,
... | veronicaburke | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Alibaba by veronicaburke No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-67b2bba9 | null | null | null | null | null | null | null | null | null | null |
b8957661-a45b-41c2-8c97-fa510c1f20f9 | 2025-05-17T00:10:06 | iot | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC physical_tamper No additional info noise=U2VjdXJpdHku | {
"geo_location": "Iran",
"device_hash": "19ba693cab0acc92d4f2f8b330e414b8",
"user_agent": "Mozilla/5.0 (Android 3.2.1; Mobile; rv:26.0) Gecko/26.0 Firefox/26.0",
"session_id": "e4795820-e3fa-4947-a1e2-35f841d39c90",
"risk_score": 37.57,
"confidence": 0.57
} | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-f318efc7 | 5.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
225d1b1c-320a-4fb4-8bfb-5b05ded2330f | 2025-02-25T00:24:39 | endpoint | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection /owner/own.wav by janetcarter No additional info | {
"geo_location": "Mauritania",
"device_hash": "fa7cf5f77df813bc83fdeb6207b371ef",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; brx-IN) AppleWebKit/535.9.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6535.9.3",
"session_id": "70167582-825f-4918-b84f-542de77da44e",
"risk_scor... | janetcarter | memory_injection | /owner/own.wav | 7,500 | cmd.exe | No additional info | Endpoint memory_injection /owner/own.wav by janetcarter No additional info | {
"baseline_deviation": 2.32,
"entropy": 6.76,
"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 |
eaab8027-e12f-4b70-b38c-6abb6a07d642 | 2025-05-24T22:51:44 | endpoint | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /operation/edge.mov by qscott No additional info | {
"geo_location": "Ghana",
"device_hash": "0f4888840f1e40cd68b145ba689f38a51c6e6ea7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.6.1 (KHTML, like Gecko) Version/5.0 Safari/534.6.1",
"session_id": "ca49da60-7615-44d0-884f-a773f973d3b6",
"risk_score": 46.43,
"confidence": 0.35
} | qscott | scheduled_task | /operation/edge.mov | 5,379 | explorer.exe | No additional info | Endpoint scheduled_task /operation/edge.mov by qscott No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f0374e20-9cbd-4393-8950-10773d2177b9 | 2025-05-01T06:03:58 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for rperez via MFA from 119.157.98.46 MITRE Technique: T1059.001 | {
"geo_location": "Barbados",
"device_hash": "d9fa4ea77ec1a892e298743e1cae0e4b09f403c3",
"user_agent": "Opera/8.31.(X11; Linux x86_64; ps-AF) Presto/2.9.181 Version/11.00",
"session_id": "dec95e5f-233f-4798-a0cf-3fb85abd1719",
"risk_score": 13.41,
"confidence": 0.09
} | rperez | timeout | null | null | null | MITRE Technique: T1059.001 | Auth timeout for rperez via MFA from 119.157.98.46 MITRE Technique: T1059.001 | null | null | null | null | 119.157.98.46 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 97:58:2d:72:94:7a |
fadb3da5-49ba-4a14-9c2c-176ed5b7f008 | 2025-01-19T14:59:49 | endpoint | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access hand by bryan02 MITRE Technique: T1078.004 noise=RXllLg== | {
"geo_location": "Iraq",
"device_hash": "35add158a3976d6dd55367bf881bb10f2ccc865f813a859c4d4a6e5863bb8a94",
"user_agent": "Opera/8.74.(X11; Linux x86_64; mai-IN) Presto/2.9.161 Version/12.00",
"session_id": "d9072230-a1a2-4710-9c2f-b0f357027a16",
"risk_score": 49.87,
"confidence": 0.03
} | bryan02 | file_access | hand | 5,115 | powershell.exe | MITRE Technique: T1078.004 | Endpoint file_access hand by bryan02 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7078a4c6-59e4-4e13-bf0a-3794e38a7e89 | 2025-03-27T01:57:17 | cloud | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in GCP by jennifer06 No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "ae5166cbbad680b05dfc97ed7258067835e39960",
"user_agent": "Mozilla/5.0 (Linux; Android 10) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/35.0.825.0 Safari/531.2",
"session_id": "0bedb4dd-decb-4345-a000-b458d9bcbfbd",
"risk_score": 58.02,
"confidence": 0.15
} | jennifer06 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in GCP by jennifer06 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-f5a33077 | null | null | null | null | null | null | null | null | null | null |
c6829f04-ec20-4840-a527-e076276c488e | 2025-04-24T23:30:23 | ai | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by pwright No additional info | {
"geo_location": "Bahamas",
"device_hash": "e73e57ea6ebb9da54809a76b8e43150ad7207347",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/5.0)",
"session_id": "551cd00c-e743-4648-b136-828cb4cdcf1e",
"risk_score": 68.17,
"confidence": 0.14
} | pwright | model_inversion | null | null | null | No additional info | AI system model_inversion by pwright No additional info | null | null | null | null | null | null | null | null | null | null | null | model-9432e691 | 280b9171f39a0eabd4a3c7a20125494f | 9d86c326c567de3a1787f0954d773c16 | null | null | null | null | null | null | null |
677700bd-f5eb-4e1e-af26-14374722b44e | 2025-06-25T07:44:15 | ai | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by andrewjones Associated Threat Actor: APT41 | {
"geo_location": "Tunisia",
"device_hash": "8a4be8d626a41595257beafc3e37dd6e2f5994ec00341fa50ae685fb4d591fe5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/4.1)",
"session_id": "f5d1c3d8-ad39-4234-976d-473b6369868e",
"risk_score": 49.11,
"confidence": 0.75
} | andrewjones | fine_tuning | null | null | null | Associated Threat Actor: APT41 | AI system fine_tuning by andrewjones Associated Threat Actor: APT41 | null | null | null | null | null | null | null | null | null | null | null | model-40e69690 | 39f0b95f93205f951996f879ebce4b0f1f170c2b | 60eba9d26605511801de3f938c2a40e1d2efe39a0cfc19cad5f37ac9cd6adfe2 | null | null | null | null | null | null | null |
1d121870-00ae-4110-b9a5-50aaa4e5b696 | 2025-06-23T03:56:01 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth failed for kimmatthew via password from 10.174.175.18 No additional info noise=8CC980D8 | {
"geo_location": "Mozambique",
"device_hash": "7a6989ba3475d81fe876ea94db2cf196b8eb9cf4",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_2 rv:6.0; et-EE) AppleWebKit/532.20.6 (KHTML, like Gecko) Version/4.0 Safari/532.20.6",
"session_id": "594ad66b-8b69-4b40-971d-5e06d42cb518",
"risk_score": 65.06... | kimmatthew | failed | null | null | null | No additional info | Auth failed for kimmatthew via password from 10.174.175.18 No additional info | null | null | null | null | 10.174.175.18 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 89:b3:e8:cd:7f:7c |
31e10d02-6f44-45ca-9615-1331480d9d33 | 2025-04-18T23:57:39 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for zjohnson via MFA from 110.185.234.59 MITRE Technique: T1547.001 | Associated Threat Actor: Sandworm Team | {
"geo_location": "Montserrat",
"device_hash": "5678112a463b0d384e443fcfbfd9616523c34b0b",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_8; rv:1.9.2.20) Gecko/6790-03-16 04:05:14 Firefox/10.0",
"session_id": "b76f8224-f9aa-454f-9851-0542d1945f89",
"risk_score": 34.98,
"confidence": 0.81
} | zjohnson | challenge | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: Sandworm Team | Auth challenge for zjohnson via MFA from 110.185.234.59 MITRE Technique: T1547.001 | Associated Threat Actor: Sandworm Team | null | null | null | null | 110.185.234.59 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 87:2d:d6:c1:ee:ce |
dd2f8c8b-116f-452c-b3b4-95c18add269d | 2025-01-31T01:33:20 | iot | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Comoros",
"device_hash": "96e07852d11046df981a88eac2468f32fc398668",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/531.40.7 (KHTML, like Gecko) Version/5.0 Safari/531.40.7",
"session_id": "5c8d40a4-cd96-4f83-add3-2be180b183d7",
"risk_score": 47.93,
"confidence": 0.53... | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | null | Camera | iot-6aeca9b5 | 8.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2cd38216-6ff9-44ee-a031-5871db5f5774 | 2025-03-24T14:49:43 | iot | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC side_channel No additional info noise=0B94ED56 | {
"geo_location": "Latvia",
"device_hash": "1db34c7b16ae5869f1b54c527e33c7f1",
"user_agent": "Opera/8.48.(Windows NT 4.0; cv-RU) Presto/2.9.165 Version/10.00",
"session_id": "517570d4-0ccc-444a-89d4-12e079dfed4e",
"risk_score": 24.74,
"confidence": 0.01
} | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | null | HVAC | iot-b0c89cb3 | 4.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
39da8c97-95cf-4722-be15-0765bb35ce15 | 2025-06-30T00:01:18 | cloud | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in AWS by latoyaroberson No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "0876e521e2e80529e1b587d598955481f13529cb",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3567-04-20 00:59:37 Firefox/10.0",
"session_id": "4c26e001-6e08-4e28-9687-4e2a65ce57d6",
"risk_score": 97.06,
"confidence": 0.95
} | latoyaroberson | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in AWS by latoyaroberson No additional info | null | null | null | null | null | null | null | null | null | AWS | res-c59f8424 | null | null | null | null | null | null | null | null | null | null |
c3e1bbbb-32cb-4126-88c9-267bdb4e84a7 | 2025-05-02T12:35:06 | firewall | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect TCP traffic from 193.19.214.57:559 to 29.173.41.34:148 No additional info | {
"geo_location": "Netherlands",
"device_hash": "542fc4b48c2f55905e6ef80feff81d9c9f963a8c",
"user_agent": "Opera/9.33.(Windows CE; fr-CA) Presto/2.9.186 Version/11.00",
"session_id": "8cb7cbb4-2a49-46b9-99aa-6909c4d2130f",
"risk_score": 47.09,
"confidence": 0.54
} | null | inspect | null | null | null | No additional info | Firewall inspect TCP traffic from 193.19.214.57:559 to 29.173.41.34:148 No additional info | null | null | null | null | 193.19.214.57 | 29.173.41.34 | null | null | null | null | null | null | null | null | 559 | 148 | TCP | 559,598 | 3,308 | null | null |
f86feca5-b7b1-4493-94e9-62953c157bef | 2025-05-14T21:45:41 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in OCI by jessicalucas No additional info | {
"geo_location": "Seychelles",
"device_hash": "0f1d5b5b1fde2d7cc878b644ebab207d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_7 rv:2.0; or-IN) AppleWebKit/532.18.7 (KHTML, like Gecko) Version/4.1 Safari/532.18.7",
"session_id": "4b1aa40a-1df0-42a2-aec9-d29b636cec83",
"risk_score": 37.47,
... | jessicalucas | storage_access | null | null | null | No additional info | Cloud storage_access in OCI by jessicalucas No additional info | null | null | null | null | null | null | null | null | null | OCI | res-c1277305 | null | null | null | null | null | null | null | null | null | null |
22e8524d-df75-4eaa-a724-ce8782eb99a6 | 2025-05-22T19:00:57 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 193.223.6.223 to 23.203.129.49 Associated Threat Actor: REvil | {
"geo_location": "Iceland",
"device_hash": "f5d8f8c8359ad469fcd8c2fd24e2407a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/4.1)",
"session_id": "30a96799-ec9b-4952-a689-a08d86a4ed65",
"risk_score": 58.9,
"confidence": 0.77
} | null | latency_spike | null | null | null | Associated Threat Actor: REvil | Network latency_spike from 193.223.6.223 to 23.203.129.49 Associated Threat Actor: REvil | null | null | null | null | 193.223.6.223 | 23.203.129.49 | null | null | null | null | null | null | null | null | null | null | HTTP | 244,651 | null | null | null |
481e8e1e-2249-47cf-a14d-e053a296e2e3 | 2025-04-27T11:43:56 | auth | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for hmcdaniel via MFA from 192.162.186.41 MITRE Technique: T1059.005 | Unconventional IOC: ACPI table modifications | {
"geo_location": "Jersey",
"device_hash": "b34843e56fca16ed565245258cdbb61f",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; kw-GB; rv:1.9.1.20) Gecko/9883-02-27 22:00:36 Firefox/3.8",
"session_id": "3085f05e-a571-4bf4-98e8-f27a7b2245d7",
"risk_score": 16.21,
"confidence": 0.07
} | hmcdaniel | failed | null | null | null | MITRE Technique: T1059.005 | Unconventional IOC: ACPI table modifications | Auth failed for hmcdaniel via MFA from 192.162.186.41 MITRE Technique: T1059.005 | Unconventional IOC: ACPI table modifications | null | null | null | null | 192.162.186.41 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | f5:b8:16:31:f4:98 |
453a5ab7-d5c4-4164-8bba-809ac036da34 | 2025-04-06T00:38:19 | endpoint | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install /win/hope.webm by barkerashley MITRE Technique: T1566.001 | {
"geo_location": "Guadeloupe",
"device_hash": "41a08ec68594e6e9dc291d619f1358dbfe1432f2",
"user_agent": "Opera/9.67.(X11; Linux i686; uk-UA) Presto/2.9.170 Version/11.00",
"session_id": "0ffe7dd8-2ecb-4880-9e1c-e2158671ec5d",
"risk_score": 67.87,
"confidence": 0.29
} | barkerashley | service_install | /win/hope.webm | 8,943 | explorer.exe | MITRE Technique: T1566.001 | Endpoint service_install /win/hope.webm by barkerashley MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9611c8f2-8daf-4a48-ada6-8a037b8e3aca | 2025-04-15T11:32:32 | ids_alert | ArcSight v7.4.0 | emergency | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=ArcSight Alert: Brute Force detected from 19.160.59.237 targeting N/A MITRE Technique: T1059.001 noise=scene|peace|watch | {
"geo_location": "Palestinian Territory",
"device_hash": "39a768121f55659d96d3d623e8136c203c3d1249",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/4.1)",
"session_id": "30760966-10e9-4bfc-a98a-2c7552e520d4",
"risk_score": 59.29,
"confidence": 0.22
} | null | null | null | null | null | MITRE Technique: T1059.001 | ArcSight Alert: Brute Force detected from 19.160.59.237 targeting N/A MITRE Technique: T1059.001 | null | null | null | null | 19.160.59.237 | N/A | Brute Force | SIG-7332 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
8253c3df-2840-4dbd-9f56-7d8b5b291daf | 2025-06-16T06:53:35 | auth | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for michael29 via password from 37.205.129.143 No additional info | {
"geo_location": "Monaco",
"device_hash": "14ed0ed683fd91dc86c3b085d5dc57c7",
"user_agent": "Opera/9.68.(X11; Linux i686; ga-IE) Presto/2.9.172 Version/11.00",
"session_id": "14d025e9-264e-4cf2-8557-4b5b8ce9df36",
"risk_score": 90.12,
"confidence": 0.67
} | michael29 | timeout | null | null | null | No additional info | Auth timeout for michael29 via password from 37.205.129.143 No additional info | null | null | null | null | 37.205.129.143 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 98:7e:2e:a3:14:e0 |
d8600fd7-cc7b-43ea-8ea2-8fee436e3c2a | 2022-11-22T09:59:43 | ai | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by youngsara No additional info | {
"geo_location": "Cuba",
"device_hash": "664aa187f5db9e884756a9d7474405d258485e7c4eade29abdf0ef204b964e35",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/5531-06-26 23:37:59 Firefox/12.0",
"session_id": "d2bd2443-f228-4686-96e1-f8163f0f19fe",
"risk_score": 59.98,
"confidence": 0.51
} | youngsara | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by youngsara No additional info | null | null | null | null | null | null | null | null | null | null | null | model-12b5d4c3 | 77e50c858cf645f87989077b67bda007c003ae4f | ce812e69f5b56a3c2b64dda2b03785011f7cd574 | null | null | null | null | null | null | null |
2efc3c4a-490c-4b56-baca-0473db457453 | 2025-03-25T17:11:12 | cloud | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in Alibaba by claire75 No additional info | {
"geo_location": "Gambia",
"device_hash": "9f3a9f23e33ebda3e0f3be15fd5a7dc0f37baf84",
"user_agent": "Opera/8.98.(Windows NT 11.0; pl-PL) Presto/2.9.162 Version/10.00",
"session_id": "0fa39b8a-372d-45ea-936f-7af90a7422ce",
"risk_score": 76.82,
"confidence": 0.04
} | claire75 | api_abuse | null | null | null | No additional info | Cloud api_abuse in Alibaba by claire75 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-d4699546 | null | null | null | null | null | null | null | null | null | null |
8d89a17b-dfd4-4186-a36a-9e8c6a925884 | 2025-04-24T11:00:40 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system model_access by chapmancynthia No additional info | {
"geo_location": "Jordan",
"device_hash": "4300dcf433e79c12f75edceafa59e02c2dab5164",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/9559-04-12 18:58:57 Firefox/3.8",
"session_id": "6ab4296d-2db9-4cf7-9a32-7af32194f51e",
"risk_score": 33.92,
"confidence": 0.63
} | chapmancynthia | model_access | null | null | null | No additional info | AI system model_access by chapmancynthia No additional info | null | null | null | null | null | null | null | null | null | null | null | model-2492c60c | 22dbb830781929593ba546eab254e731 | 4e69cc691f8bbc26b9e117faf8924ccdb24387d19a974508eed3b121901b9fcd | null | null | null | null | null | null | null |
9f7710c5-5179-4eaf-876a-1b048f7d93bc | 2025-06-18T15:06:46 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change /guy/effort.gif by matthewoliver No additional info | {
"geo_location": "Gabon",
"device_hash": "a8211869f9ab0f10427509c979f7432dc9c880df92666fe0372c10511133c692",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/3750-08-11 02:28:25 Firefox/3.6.16",
"session_id": "98e15267-4ee2-40a4-a719-ab439bc266a8",
"risk_score": 47.95,
"confidence": 0.65
} | matthewoliver | registry_change | /guy/effort.gif | 8,163 | explorer.exe | No additional info | Endpoint registry_change /guy/effort.gif by matthewoliver No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
88fae6d1-b05e-4615-abf5-2562e7496976 | 2025-04-26T10:10:50 | iot | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Germany",
"device_hash": "cfdbf8cc5c74afd04dd01537e00650b2b7b1b18474fdbdbce5782a20c8ff08af",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_4 rv:5.0; sid-ET) AppleWebKit/531.49.1 (KHTML, like Gecko) Version/5.0 Safari/531.49.1",
"session_id": "840c7e2d-3e15-45d6-86fc-71670724f... | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | null | HVAC | iot-45c9aef2 | 10.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bf2ee319-f7fb-4ce5-8667-d69b9da2107c | 2025-02-17T11:08:00 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud config_change in GCP by theresaolson Unconventional IOC: CPU microcode changes | {
"geo_location": "Bulgaria",
"device_hash": "671d0594016d96f08b858f863d8ef1a3",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_0; rv:1.9.6.20) Gecko/8858-11-24 16:15:42 Firefox/3.6.1",
"session_id": "c867fca4-5ae9-4df6-b649-a098c397d9f8",
"risk_score": 31.78,
"confidence": 0.96
} | theresaolson | config_change | null | null | null | Unconventional IOC: CPU microcode changes | Cloud config_change in GCP by theresaolson Unconventional IOC: CPU microcode changes | null | null | null | null | null | null | null | null | null | GCP | res-00757a75 | null | null | null | null | null | null | null | null | null | null |
c4d1b0c5-9dd1-48b6-928e-2ca556b6822e | 2025-04-30T00:43:59 | iot | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Camera battery_drain Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Moldova",
"device_hash": "e45cae48950671be53d57bd0ccc892b2",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/36.0.891.0 Safari/532.2",
"session_id": "335ee010-321f-43ab-9f87-8d78a64b0161",
"risk_score": 87.44,
"confidence": 0.91
} | null | battery_drain | null | null | null | Unconventional IOC: Bios timestamp anomalies | IoT device Camera battery_drain Unconventional IOC: Bios timestamp anomalies | null | Camera | iot-85465ec1 | 4.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5f060a3a-2d76-4a7e-8472-7fc848177949 | 2025-04-29T19:08:17 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Medical protocol_violation MITRE Technique: T1134.001 | {
"geo_location": "Swaziland",
"device_hash": "f2c8a7b64dc6c625718ac20f534e4c3a505e0543",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/2519-08-13 23:48:34 Firefox/3.8",
"session_id": "cdc0e023-e4e5-4c4c-b9bd-27952f8676b2",
"risk_score": 58.11,
"confidence": 0.97
} | null | protocol_violation | null | null | null | MITRE Technique: T1134.001 | IoT device Medical protocol_violation MITRE Technique: T1134.001 | null | Medical | iot-1808d956 | 8.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bf37f3b4-deda-4ac6-bded-4ce9c9e2bf63 | 2025-04-02T13:29:53 | ai | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by charlesholden No additional info | {
"geo_location": "Moldova",
"device_hash": "204d92fda4a91684a1eb03366e661cae96453bd67767ddb56b34b833f0060d99",
"user_agent": "Mozilla/5.0 (Android 8.1.0; Mobile; rv:53.0) Gecko/53.0 Firefox/53.0",
"session_id": "f06aef78-8c50-4ed3-997d-0c22a373d8cb",
"risk_score": 63.25,
"confidence": 0
} | charlesholden | api_abuse | null | null | null | No additional info | AI system api_abuse by charlesholden No additional info | null | null | null | null | null | null | null | null | null | null | null | model-a9ed023e | b7c7692e3a379531855e3944993b7b05 | 0997c10baac0bfa3a1c639336f40ce33 | null | null | null | null | null | null | null |
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