event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8 values | source stringclasses 20 values | severity stringclasses 6 values | raw_log stringlengths 91 282 | advanced_metadata dict | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
7925df01-7d3a-447e-a040-b28b00e032a1 | 2025-05-11T23:26:44 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection decade by robertfox MITRE Technique: T1204.002 | {
"geo_location": "Guam",
"device_hash": "82afe2d11e29ee83bc9c0eae83a5842ad8a8fda123534d67350f5a909b31acb0",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; byn-ER; rv:1.9.2.20) Gecko/4262-12-04 22:07:01 Firefox/11.0",
"session_id": "9bdf9c90-8f39-4db6-b968-61d95cf66068",
"risk_score": 48.5,
"confidence": 0.37
} | null | null | null | null | null | MITRE Technique: T1204.002 | Endpoint memory_injection decade by robertfox MITRE Technique: T1204.002 | memory_injection | null | null | robertfox | decade | 2,136 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
78960c31-30a1-4d0f-b524-4389ff2f53ab | 2025-03-07T06:24:37 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth timeout for jessicamiddleton via MFA from 160.3.89.159 MITRE Technique: T1543.003 | {
"geo_location": "Niger",
"device_hash": "5bc6c24b917a848c7e26ec7fc50a413998f3d0be",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/41.0.892.0 Safari/534.0",
"session_id": "e39e13ff-1ab5-44a8-b168-2f24119b3abb",
"risk_score": 69.27,
"confidence": 0.7
} | 160.3.89.159 | null | null | null | null | MITRE Technique: T1543.003 | Auth timeout for jessicamiddleton via MFA from 160.3.89.159 MITRE Technique: T1543.003 | timeout | null | null | jessicamiddleton | null | null | null | null | null | null | null | null | null | null | MFA | 7c:c8:52:c6:22:b1 | null | null | null | null | null |
1caa907d-4daf-411d-b549-dbdf94e5496a | 2025-05-24T18:37:29 | iot | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Mexico",
"device_hash": "801420a9bbc84bff8ad71c56f14a8c85f7d90664c095d10a6ce2a60444375bad",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_1 rv:3.0; be-BY) AppleWebKit/532.30.6 (KHTML, like Gecko) Version/4.0.2 Safari/532.30.6",
"session_id": "686465d1-ccfc-4032-ad58-036161565360",
"risk_score": 52.14,
"confidence": 0.44
} | null | null | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Camera | iot-b2acc8dd | 7.0 | null | null | null | null | null | null | null | null | null | null |
077018c9-666c-4f40-bc69-f7b26bdcb202 | 2025-05-11T03:22:05 | ids_alert | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|medium| desc=Palo Alto Cortex Alert: Cloud API Abuse detected from 84.206.54.25 targeting 10.198.197.230 No additional info | {
"geo_location": "Bulgaria",
"device_hash": "0882ef936819e30fb396077497f2d29e5ec06a1d79aa4cda230bbd51cb13cb00",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_2 rv:5.0; id-ID) AppleWebKit/532.8.1 (KHTML, like Gecko) Version/4.0.1 Safari/532.8.1",
"session_id": "3b758eea-dfbf-4ec5-9e44-97d9c21d6671",
"risk_score": 63.58,
"confidence": 0.7
} | 84.206.54.25 | 10.198.197.230 | Cloud API Abuse | SIG-3538 | Recon | No additional info | Palo Alto Cortex Alert: Cloud API Abuse detected from 84.206.54.25 targeting 10.198.197.230 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eba67d00-f82f-4c42-9f54-31c826714f1d | 2025-03-20T18:41:44 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 118.56.26.64 to 167.124.181.156 No additional info noise=ready|despite|series | {
"geo_location": "United Kingdom",
"device_hash": "eff2ba3341b357741d518cdadc1c68692bdf13ab",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/4.0)",
"session_id": "9ebda353-86ed-42df-8dc5-b669acb718f0",
"risk_score": 78.34,
"confidence": 0.16
} | 118.56.26.64 | 167.124.181.156 | null | null | null | No additional info | Network latency_spike from 118.56.26.64 to 167.124.181.156 No additional info | latency_spike | 38,027 | HTTP | null | null | null | null | {
"baseline_deviation": 1.11,
"entropy": 4.52,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
910bb514-ea90-4109-887b-5804c5554b4b | 2025-04-29T10:28:43 | ai | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system model_access by seth47 No additional info | {
"geo_location": "Norway",
"device_hash": "d2110cf5e7bb61c19efcd8f449f78fab124bf5e46d20aa01b9b7b4602b102934",
"user_agent": "Mozilla/5.0 (Android 2.3.7; Mobile; rv:37.0) Gecko/37.0 Firefox/37.0",
"session_id": "882717b0-a5a5-40e4-8c5b-1da83a6448ca",
"risk_score": 74.08,
"confidence": 0.98
} | null | null | null | null | null | No additional info | AI system model_access by seth47 No additional info | model_access | null | null | seth47 | null | null | null | null | null | null | null | null | null | null | null | null | model-735aaa1c | ef5cdf4ed8dfe4892c8fdd476594f69a4cb90db60b937a30d9937b2d9e983b8b | 776605b7698cbbfcf1708f5ce988ca23e8d35f574d15510c9b5680a993307462 | null | null |
490703de-23e8-47ce-9f51-28d533e403db | 2025-02-21T02:59:03 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network connection from 10.127.82.7 to 10.52.110.50 No additional info noise=travel|rock|blue | {
"geo_location": "French Southern Territories",
"device_hash": "0bc6fd05af034fe1a67467baebea2f57407ff2ca04ee0a8942a6266d554f9e71",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/533.16.1 (KHTML, like Gecko) Version/5.0.5 Safari/533.16.1",
"session_id": "d16b9ca3-3cbd-499e-b1a9-64b4b8661a06",
"risk_score": 54.84,
"confidence": 0.52
} | 10.127.82.7 | 10.52.110.50 | null | null | null | No additional info | Network connection from 10.127.82.7 to 10.52.110.50 No additional info | connection | 996,434 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2bb15956-b383-4e2a-a5f2-6cad5f06fb58 | 2025-04-21T02:26:51 | firewall | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow ICMP traffic from 130.31.135.62:155 to 178.246.183.156:722 No additional info | {
"geo_location": "Austria",
"device_hash": "aa7b439ef761cdbeeb1bf2231120b2f60ff3b2b2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/535.4.6 (KHTML, like Gecko) Version/4.1 Safari/535.4.6",
"session_id": "ef6749f5-3a3d-4e31-89a4-790dd1aa4973",
"risk_score": 37.58,
"confidence": 0.94
} | 130.31.135.62 | 178.246.183.156 | null | null | null | No additional info | Firewall allow ICMP traffic from 130.31.135.62:155 to 178.246.183.156:722 No additional info | allow | 942,118 | ICMP | null | null | null | null | {
"baseline_deviation": 2.92,
"entropy": 7.02,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 155 | 722 | 1,896 | null | null | null | null | null | null | null |
fc4a6209-1138-4f11-b427-9576f98f2563 | 2025-04-01T09:11:41 | endpoint | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install /attorney/prepare.pages by brownnicole Fileless execution detected | {
"geo_location": "El Salvador",
"device_hash": "c5eb32d249d7d9d12296391667f07543145e8680",
"user_agent": "Opera/9.27.(Windows NT 5.2; yo-NG) Presto/2.9.179 Version/10.00",
"session_id": "105b64f6-c197-4f56-bb5d-06933317aec9",
"risk_score": 15.58,
"confidence": 0.24
} | null | null | null | null | null | Fileless execution detected | Endpoint service_install /attorney/prepare.pages by brownnicole Fileless execution detected | service_install | null | null | brownnicole | /attorney/prepare.pages | 8,843 | powershell.exe | {
"baseline_deviation": 2.66,
"entropy": 3.38,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
4604cc7c-1a9a-41e2-b949-308ad1af6a28 | 2025-06-03T13:12:36 | iot | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC battery_drain MITRE Technique: T1134.001 | Associated Threat Actor: Mustang Panda | {
"geo_location": "Equatorial Guinea",
"device_hash": "ffe57e8e50a4674b56d0d2ed80ac09ca",
"user_agent": "Mozilla/5.0 (Android 5.1; Mobile; rv:13.0) Gecko/13.0 Firefox/13.0",
"session_id": "79b61d7c-5aa2-4fe3-ab79-2ad65711ecde",
"risk_score": 1.26,
"confidence": 0.01
} | null | null | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: Mustang Panda | IoT device HVAC battery_drain MITRE Technique: T1134.001 | Associated Threat Actor: Mustang Panda | battery_drain | null | null | null | null | null | null | {
"baseline_deviation": 1.78,
"entropy": 3.52,
"frequency_anomaly": true,
"sequence_anomaly": false
} | HVAC | iot-e75877c6 | 10.3 | null | null | null | null | null | null | null | null | null | null |
e4fb9329-36ec-4a1e-a734-d9cb4fd6c963 | 2025-04-17T23:24:36 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth challenge for barbaraweeks via MFA from 10.144.239.220 No additional info noise=tag/categories/categories | {
"geo_location": "Iceland",
"device_hash": "a884cbfb02fc2937c296d8b28594e748",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.1) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/41.0.864.0 Safari/534.1",
"session_id": "78072a70-2062-4605-aaed-694318eee132",
"risk_score": 83.56,
"confidence": 0.8
} | 10.144.239.220 | null | null | null | null | No additional info | Auth challenge for barbaraweeks via MFA from 10.144.239.220 No additional info | challenge | null | null | barbaraweeks | null | null | null | null | null | null | null | null | null | null | MFA | 0a:c2:34:b8:c1:eb | null | null | null | null | null |
7b7f5920-5fed-464c-9dec-a184a8fdf6a0 | 2025-02-20T09:22:01 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start try by williamssean Living-off-the-land technique detected | {
"geo_location": "Andorra",
"device_hash": "ce8a98d3e255b74c9628ded3e8071ae2",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/60.0.885.0 Safari/536.0",
"session_id": "e0f5b65c-d871-4443-b533-60845ca61118",
"risk_score": 38.83,
"confidence": 0.99
} | null | null | null | null | null | Living-off-the-land technique detected | Endpoint process_start try by williamssean Living-off-the-land technique detected | process_start | null | null | williamssean | try | 7,447 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e98305db-733a-4a1a-8208-8be7241293cc | 2025-01-30T02:47:31 | cloud | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in Azure by ddiaz MITRE Technique: T1059.005 | {
"geo_location": "Congo",
"device_hash": "f029eb3a8910e5f0d4c4325433460298",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.2) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/47.0.806.0 Safari/534.1",
"session_id": "652d9c28-a1d2-47da-b5ed-9a9f51208201",
"risk_score": 58.14,
"confidence": 0.2
} | null | null | null | null | null | MITRE Technique: T1059.005 | Cloud permission_escalation in Azure by ddiaz MITRE Technique: T1059.005 | permission_escalation | null | null | ddiaz | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-48ee9b78 |
e3a6cbe0-8592-417d-8d17-afaa1dc5f2eb | 2025-01-24T22:23:41 | endpoint | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec spring by hgraham Fileless execution detected | {
"geo_location": "New Zealand",
"device_hash": "77993ee8f5d7fb93c24824196ad439a9702a2d20",
"user_agent": "Opera/9.97.(Windows NT 5.2; ss-ZA) Presto/2.9.183 Version/10.00",
"session_id": "1918c821-70d6-4a9a-b4d7-27f14a2b8a0c",
"risk_score": 44.55,
"confidence": 0.56
} | null | null | null | null | null | Fileless execution detected | Endpoint wmi_exec spring by hgraham Fileless execution detected | wmi_exec | null | null | hgraham | spring | 1,079 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5cb228f7-719b-4f7e-a2f7-0aa2041adfab | 2025-02-16T03:35:33 | ids_alert | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|low| desc=Palo Alto Cortex Alert: Fileless Attack detected from 203.91.223.254 targeting 89.75.189.253 No additional info noise=trial|make|finally | {
"geo_location": "Seychelles",
"device_hash": "c686e4906d0d7cb6b6309cce7a20a73a",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; it-CH; rv:1.9.1.20) Gecko/2377-04-21 10:54:11 Firefox/5.0",
"session_id": "da904854-7c8a-4230-9be9-ad93c3c0890b",
"risk_score": 74.97,
"confidence": 0.48
} | 203.91.223.254 | 89.75.189.253 | Fileless Attack | SIG-8079 | Malware | No additional info | Palo Alto Cortex Alert: Fileless Attack detected from 203.91.223.254 targeting 89.75.189.253 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1044c228-49c8-43d6-8910-3a983e37f871 | 2025-05-21T06:24:27 | ids_alert | Palo Alto Cortex v3.0.0 | emergency | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Palo Alto Cortex Alert: Domain Fronting detected from 10.219.87.196 targeting 149.146.17.50 Zero-day exploit pattern detected | {
"geo_location": "Somalia",
"device_hash": "f73c289e1edceaf09ce3fa15fadc8d86",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_4; rv:1.9.4.20) Gecko/7389-07-24 07:07:42 Firefox/3.8",
"session_id": "cf9d6d98-0765-4767-a535-c010088ae069",
"risk_score": 35.52,
"confidence": 0.41
} | 10.219.87.196 | 149.146.17.50 | Domain Fronting | SIG-5384 | Recon | Zero-day exploit pattern detected | Palo Alto Cortex Alert: Domain Fronting detected from 10.219.87.196 targeting 149.146.17.50 Zero-day exploit pattern detected | null | null | null | null | null | null | null | {
"baseline_deviation": 2.04,
"entropy": 5.74,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
81ba99ce-d8b5-4525-975a-0c3099449e4c | 2025-06-06T07:45:22 | ai | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by ukennedy No additional info | {
"geo_location": "Luxembourg",
"device_hash": "a8611dc92b46535447e0b8d44782dcdbccb870d914e3b82a08938419e5f42b07",
"user_agent": "Opera/8.29.(X11; Linux x86_64; wal-ET) Presto/2.9.163 Version/12.00",
"session_id": "2670076b-fab8-4cd5-972e-199b6be23b99",
"risk_score": 58.55,
"confidence": 0.35
} | null | null | null | null | null | No additional info | AI system model_inversion by ukennedy No additional info | model_inversion | null | null | ukennedy | null | null | null | null | null | null | null | null | null | null | null | null | model-494a0957 | 96b49a7bae0ea5f8ea21d989c3151ec5 | 37a6be8f27f0ea71518c17cc951f04cb116b22dc47c491fc7e350468d105ee6c | null | null |
3aa1e521-49ab-4007-baf4-d27bbc5bbbcf | 2025-01-13T15:08:01 | iot | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC battery_drain No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "e39c759d88ff3f8396c0d323074316de8a177fe6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/5.1)",
"session_id": "593c88f2-86ad-4ef4-a9c4-69db906482ea",
"risk_score": 29.51,
"confidence": 0.11
} | null | null | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | HVAC | iot-84db1c48 | 4.6 | null | null | null | null | null | null | null | null | null | null |
ad7b08de-ed49-4a4b-8250-c8f1dc647197 | 2025-04-14T07:13:09 | ai | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by andre87 MITRE Technique: T1053.005 | Associated Threat Actor: Leafminer | Unconventional IOC: CPU microcode changes | Training data poisoning attempt noise=main/search/explore | {
"geo_location": "Trinidad and Tobago",
"device_hash": "070b1c099f454ab296599a58ed5d082b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/16.0.819.0 Safari/536.0",
"session_id": "c178bbce-4944-4989-83b3-53bfd3cbb444",
"risk_score": 65.63,
"confidence": 0.64
} | null | null | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: Leafminer | Unconventional IOC: CPU microcode changes | Training data poisoning attempt | AI system prompt_injection by andre87 MITRE Technique: T1053.005 | Associated Threat Actor: Leafminer | Unconventional IOC: CPU microcode changes | Training data poisoning attempt | prompt_injection | null | null | andre87 | null | null | null | null | null | null | null | null | null | null | null | null | model-cb39eee4 | c6fd045bb607c93fb34edcfedbaface22f8eda96 | f129380eeda26a427e5fad96f0a6d6859e7ecea1 | null | null |
e25fc1f2-dbee-41d6-8639-127908b9d3a8 | 2025-02-11T03:24:07 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Christmas Island",
"device_hash": "f2c72bd866620407bd2bfa28e4b57d5181d719dfb89ee878b4505b5b8313305f",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.2) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/27.0.828.0 Safari/535.2",
"session_id": "1253d2b5-2898-4a6d-abae-6a82946d176d",
"risk_score": 51.61,
"confidence": 0.81
} | null | null | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Camera | iot-71067f88 | 1.4 | null | null | null | null | null | null | null | null | null | null |
527fac10-01ea-470b-a994-f912252abd9f | 2025-01-23T20:55:40 | auth | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for joshuajacobs via SAML from 221.221.190.56 MITRE Technique: T1110.003 | {
"geo_location": "Angola",
"device_hash": "be19663564eb81d05003f173725c62013b840f7a",
"user_agent": "Opera/8.93.(X11; Linux x86_64; tg-TJ) Presto/2.9.188 Version/10.00",
"session_id": "a7865af5-b4c1-465d-923c-696525a9ed0f",
"risk_score": 44.98,
"confidence": 0.56
} | 221.221.190.56 | null | null | null | null | MITRE Technique: T1110.003 | Auth challenge for joshuajacobs via SAML from 221.221.190.56 MITRE Technique: T1110.003 | challenge | null | null | joshuajacobs | null | null | null | null | null | null | null | null | null | null | SAML | 0e:dd:c2:c9:64:e4 | null | null | null | null | null |
6fbd9600-ac8a-45f7-9ab8-c9b8ccdaa225 | 2025-05-09T21:43:55 | ids_alert | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|medium| desc=Palo Alto Cortex Alert: Supply Chain Compromise detected from 44.194.166.249 targeting 211.199.150.187 No additional info noise=V2hvbGUu | {
"geo_location": "Anguilla",
"device_hash": "5623cb1316a352ab1310bcfb7166de958ced9a98",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/4.0)",
"session_id": "8c0918b1-7d3f-46ab-a2e8-aeba60c8f452",
"risk_score": 72.25,
"confidence": 0.6
} | 44.194.166.249 | 211.199.150.187 | Supply Chain Compromise | SIG-3329 | Evasion | No additional info | Palo Alto Cortex Alert: Supply Chain Compromise detected from 44.194.166.249 targeting 211.199.150.187 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a3103259-a4a6-450c-9223-d4527c62c5dc | 2025-06-12T09:07:24 | network | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 156.18.217.101 to 88.110.201.112 No additional info | {
"geo_location": "Uzbekistan",
"device_hash": "3f1706c639dec094be5aab972b809eeaecdf2214",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/5.0)",
"session_id": "5089a389-3b39-41ef-a162-221e75a5459f",
"risk_score": 52.18,
"confidence": 0.72
} | 156.18.217.101 | 88.110.201.112 | null | null | null | No additional info | Network latency_spike from 156.18.217.101 to 88.110.201.112 No additional info | latency_spike | 341,145 | ICMP | null | null | null | null | {
"baseline_deviation": 2.39,
"entropy": 3.23,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
0d3cd472-73c2-4e4c-b680-dba598bd6f45 | 2025-03-02T10:52:49 | firewall | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop NTP traffic from 156.172.38.104:52517 to 37.212.34.28:634 No additional info | {
"geo_location": "Grenada",
"device_hash": "5b308dff92af681b3ce12a47a31c3140206ac424",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/20.0.843.0 Safari/535.2",
"session_id": "b294f221-f866-4059-990c-75c7314dcc5c",
"risk_score": 62.79,
"confidence": 0.72
} | 156.172.38.104 | 37.212.34.28 | null | null | null | No additional info | Firewall drop NTP traffic from 156.172.38.104:52517 to 37.212.34.28:634 No additional info | drop | 574,945 | NTP | null | null | null | null | {
"baseline_deviation": 1.04,
"entropy": 6.93,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 52,517 | 634 | 1,184 | null | null | null | null | null | null | null |
d146249c-cd0b-41e3-91d4-49e8252270ae | 2025-02-03T22:41:34 | ai | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by christopherhawkins No additional info | {
"geo_location": "Honduras",
"device_hash": "999d59f67f57f995c1cb7ca5249bbd4b177368df",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/3.0)",
"session_id": "9f0b4429-288c-4ee8-9af2-2d87610c577e",
"risk_score": 46.38,
"confidence": 0.65
} | null | null | null | null | null | No additional info | AI system api_abuse by christopherhawkins No additional info | api_abuse | null | null | christopherhawkins | null | null | null | null | null | null | null | null | null | null | null | null | model-7c8d8fb9 | 50e5c80625e332199fd95847ac915a15 | 872b352e15f73240a6ace32e0ffac678 | null | null |
f90644f1-d683-4e28-981f-f9ebcc979855 | 2025-05-18T15:23:37 | iot | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "524a335db963b1186ccfff15fffc94a511cf0fe3",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_1) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/60.0.825.0 Safari/532.2",
"session_id": "5e8fcf43-10bf-4355-a7c5-660109497ff4",
"risk_score": 20.24,
"confidence": 0.36
} | null | null | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | HVAC | iot-97082f97 | 10.6 | null | null | null | null | null | null | null | null | null | null |
b19e35c1-3802-4bce-8ef9-c9bc9a35fb18 | 2025-02-12T03:44:50 | iot | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor physical_tamper No additional info | {
"geo_location": "Lesotho",
"device_hash": "6cd3b66c4798a96b6e1751a8bc066c0b1bd8d4e0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/3.0)",
"session_id": "3de396b2-4d89-44e8-8aa0-6a9b58648e17",
"risk_score": 39.05,
"confidence": 0.04
} | null | null | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Sensor | iot-5afe5ad9 | 4.5 | null | null | null | null | null | null | null | null | null | null |
0665b363-f3cd-415b-8a5f-15c31d0fa1f6 | 2025-03-10T12:28:09 | endpoint | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install card by boydbruce No additional info noise=painting|catch|color | {
"geo_location": "Andorra",
"device_hash": "ed6c67cd40f5dcb77ada91dcd9c2432512c65a55428efda39a5227a0c4174115",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; fil-PH) AppleWebKit/533.5.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6533.5.6",
"session_id": "7582bd97-17f1-4741-8229-8a4eedbdfa5f",
"risk_score": 15.49,
"confidence": 0.17
} | null | null | null | null | null | No additional info | Endpoint service_install card by boydbruce No additional info | service_install | null | null | boydbruce | card | 9,303 | cmd.exe | {
"baseline_deviation": 0.86,
"entropy": 6.16,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
20f61463-1efa-46ed-bc5c-f7d8a6670a4b | 2025-04-17T05:42:31 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Camera side_channel MITRE Technique: T1543.003 | {
"geo_location": "Philippines",
"device_hash": "82843fd155fadcbd6791a9b3abad854a",
"user_agent": "Opera/8.11.(X11; Linux i686; br-FR) Presto/2.9.168 Version/12.00",
"session_id": "abb33555-48dc-4157-ae4b-fd874dcaba36",
"risk_score": 57.73,
"confidence": 0.47
} | null | null | null | null | null | MITRE Technique: T1543.003 | IoT device Camera side_channel MITRE Technique: T1543.003 | side_channel | null | null | null | null | null | null | null | Camera | iot-842c5127 | 7.3 | null | null | null | null | null | null | null | null | null | null |
5ae3961e-dc22-4395-9bcd-be59542d24de | 2025-06-06T15:34:47 | 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 36.254.7.189 targeting 125.32.164.72 MITRE Technique: T1204.002 noise=posts/posts | {
"geo_location": "Botswana",
"device_hash": "85e4027c07aae5c84badce8b4c75136ba80a19af2c903505897f461158a55b5a",
"user_agent": "Mozilla/5.0 (Android 4.3.1; Mobile; rv:67.0) Gecko/67.0 Firefox/67.0",
"session_id": "a39f1e57-5d4e-4de2-b8f8-2d2b8b83de6e",
"risk_score": 34.27,
"confidence": 0.89
} | 36.254.7.189 | 125.32.164.72 | Domain Fronting | SIG-3664 | Malware | MITRE Technique: T1204.002 | FireEye HX Alert: Domain Fronting detected from 36.254.7.189 targeting 125.32.164.72 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 |
09e47000-e04f-4906-8749-5e174165d12a | 2025-03-18T19:50:25 | network | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 162.63.109.241 to 74.176.189.126 Associated Threat Actor: APT37 | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "420acbe5af03b0573a3c12fc98ae1337",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/534.34.5 (KHTML, like Gecko) Version/4.1 Safari/534.34.5",
"session_id": "f3500f6d-299e-4d43-a0cd-4a19b49acbe6",
"risk_score": 70.19,
"confidence": 0.25
} | 162.63.109.241 | 74.176.189.126 | null | null | null | Associated Threat Actor: APT37 | Network data_exfiltration from 162.63.109.241 to 74.176.189.126 Associated Threat Actor: APT37 | data_exfiltration | 779,597 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d56f3c8f-928b-40c1-9bbf-d99ab2c8f7f6 | 2025-02-21T16:12:01 | network | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 68.24.186.247 to 61.65.105.76 MITRE Technique: T1078.004 | Associated Threat Actor: Conti | {
"geo_location": "Martinique",
"device_hash": "6038de9676058bcf76d9747644d033bd",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4_1 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/63.0.810.0 Mobile/38K811 Safari/534.1",
"session_id": "093fac8d-4bd2-4d29-a827-6792a6f01559",
"risk_score": 9.15,
"confidence": 0.72
} | 68.24.186.247 | 61.65.105.76 | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: Conti | Network covert_channel from 68.24.186.247 to 61.65.105.76 MITRE Technique: T1078.004 | Associated Threat Actor: Conti | covert_channel | 89,881 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
515991c9-26d4-4565-88f9-a3ca9929b820 | 2025-05-19T06:52:34 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow DNS traffic from 223.168.111.213:732 to 160.106.55.246:59817 Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "French Guiana",
"device_hash": "11800347fa423965408be811829d36c2",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_3) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/61.0.865.0 Safari/532.2",
"session_id": "f4523da1-5d52-41cd-896c-388f6fdb2634",
"risk_score": 52.46,
"confidence": 0.44
} | 223.168.111.213 | 160.106.55.246 | null | null | null | Unconventional IOC: Unusual DNS TXT records | Firewall allow DNS traffic from 223.168.111.213:732 to 160.106.55.246:59817 Unconventional IOC: Unusual DNS TXT records | allow | 941,054 | DNS | null | null | null | null | null | null | null | null | 732 | 59,817 | 1,549 | null | null | null | null | null | null | null |
cf39b94e-7225-4a3d-9ae1-81b53c826433 | 2025-05-05T00:13:37 | firewall | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall drop UDP traffic from 166.175.221.119:9 to 221.52.226.185:65161 No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "8c8492de3ad9105552840419728aed1f4a68de360a2443c206451948d7e35737",
"user_agent": "Mozilla/5.0 (Android 2.2.3; Mobile; rv:59.0) Gecko/59.0 Firefox/59.0",
"session_id": "99461ebe-bf07-4133-a260-76939239c2b7",
"risk_score": 57.3,
"confidence": 0.32
} | 166.175.221.119 | 221.52.226.185 | null | null | null | No additional info | Firewall drop UDP traffic from 166.175.221.119:9 to 221.52.226.185:65161 No additional info | drop | 692,275 | UDP | null | null | null | null | null | null | null | null | 9 | 65,161 | 847 | null | null | null | null | null | null | null |
5a32bf8d-900c-4cfd-9c34-4738a36793b9 | 2025-01-26T10:27:07 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth failed for moorejohn via OAuth from 130.21.22.210 No additional info noise=WW91IHNpbmcu | {
"geo_location": "Russian Federation",
"device_hash": "7e19a9dda66aecb535da9d42bbff0ed6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; nhn-MX) AppleWebKit/535.39.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6535.39.7",
"session_id": "e8142ad0-c7e3-44fc-b362-a17bf727e808",
"risk_score": 60.31,
"confidence": 0.18
} | 130.21.22.210 | null | null | null | null | No additional info | Auth failed for moorejohn via OAuth from 130.21.22.210 No additional info | failed | null | null | moorejohn | null | null | null | null | null | null | null | null | null | null | OAuth | 8c:0c:47:c1:44:d5 | null | null | null | null | null |
4b95c018-522d-45bf-b3da-935915fe4c34 | 2025-02-07T13:18:51 | firewall | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|high| desc=Firewall deny SMB traffic from 10.61.33.12:403 to 107.121.248.86:54882 No additional info | {
"geo_location": "Vietnam",
"device_hash": "0331c6f6768c08192d8d00ea85a0b08ecfe27b235e8f951ee7ab645889562dcd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; te-IN) AppleWebKit/532.39.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6532.39.5",
"session_id": "9a8d42a7-d3bb-43f5-b632-53729df0b2e4",
"risk_score": 54.88,
"confidence": 0.15
} | 10.61.33.12 | 107.121.248.86 | null | null | null | No additional info | Firewall deny SMB traffic from 10.61.33.12:403 to 107.121.248.86:54882 No additional info | deny | 281,704 | SMB | null | null | null | null | null | null | null | null | 403 | 54,882 | 3,555 | null | null | null | null | null | null | null |
ca8fa265-3a12-4573-8f2d-24178405c921 | 2025-06-08T04:29:57 | network | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 137.208.92.221 to 101.95.223.234 No additional info | {
"geo_location": "China",
"device_hash": "b01a8cddf46e72b873e5cf378f245a5de1ad7513b45b19ec72fffd899d80baae",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_2_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/13.3t3392.0 Mobile/96X452 Safari/535.2",
"session_id": "dd5613ea-7979-4ddd-8898-62518965b03a",
"risk_score": 35.81,
"confidence": 0.18
} | 137.208.92.221 | 101.95.223.234 | null | null | null | No additional info | Network data_exfiltration from 137.208.92.221 to 101.95.223.234 No additional info | data_exfiltration | 705,352 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2c13b74f-1a0c-4a46-a835-c9b51d5a7f1f | 2025-03-31T08:58:10 | firewall | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only UDP traffic from 77.87.229.201:115 to 221.24.253.155:356 No additional info noise=172936DF | {
"geo_location": "Comoros",
"device_hash": "0a4c4ce575a27f61c3f1a43e519cec1d47a8b346",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/3.1)",
"session_id": "da951c1f-96e3-4995-a6b8-43af655e211e",
"risk_score": 39.28,
"confidence": 0.11
} | 77.87.229.201 | 221.24.253.155 | null | null | null | No additional info | Firewall log-only UDP traffic from 77.87.229.201:115 to 221.24.253.155:356 No additional info | log-only | 433,817 | UDP | null | null | null | null | null | null | null | null | 115 | 356 | 1,828 | null | null | null | null | null | null | null |
18a2bd6d-b68a-4160-a71b-0a23402abbc2 | 2024-06-14T16:07:16 | ids_alert | Carbon Black v7.8.0 | emergency | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|emergency| desc=Carbon Black Alert: Zero-Day Exploit detected from 25.132.130.99 targeting N/A No additional info | {
"geo_location": "Belgium",
"device_hash": "0e2deedd0cde721bc29f1d2f8894ce5651d3cc84",
"user_agent": "Opera/8.78.(X11; Linux i686; pap-AW) Presto/2.9.185 Version/12.00",
"session_id": "bbbb3aa6-cb34-46a2-9da1-e213c2b30454",
"risk_score": 60.2,
"confidence": 0.8
} | 25.132.130.99 | N/A | Zero-Day Exploit | SIG-3972 | Recon | No additional info | Carbon Black Alert: Zero-Day Exploit detected from 25.132.130.99 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8e5fae40-5321-407c-9960-3056fbb2c25d | 2025-05-26T23:36:59 | network | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 49.38.149.95 to 172.199.25.193 MITRE Technique: T1218.011 | Associated Threat Actor: APT41 | {
"geo_location": "Burkina Faso",
"device_hash": "d18a6d5f99569d5dd53e2066ee3ef0e454ca9cd9daa525b77667da7e646022e6",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_8; rv:1.9.2.20) Gecko/6849-02-12 08:22:05 Firefox/3.8",
"session_id": "84378974-59de-443c-97be-a287412fc1ed",
"risk_score": 83.69,
"confidence": 1
} | 49.38.149.95 | 172.199.25.193 | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: APT41 | Network beaconing from 49.38.149.95 to 172.199.25.193 MITRE Technique: T1218.011 | Associated Threat Actor: APT41 | beaconing | 870,400 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2e867490-ca63-411c-a3ea-5bddcf3b55c8 | 2025-04-18T00:01:47 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor command_injection No additional info | {
"geo_location": "South Africa",
"device_hash": "2ff5e4a0b3c80d9058d0127e6a420f1a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; et-EE) AppleWebKit/534.8.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6534.8.6",
"session_id": "91beb311-2649-4b1c-98a0-252342369236",
"risk_score": 52.09,
"confidence": 0.73
} | null | null | null | null | null | No additional info | IoT device Sensor command_injection No additional info | command_injection | null | null | null | null | null | null | null | Sensor | iot-8378104f | 9.6 | null | null | null | null | null | null | null | null | null | null |
d579cf6f-624a-47c1-9a38-fbd316c0175f | 2025-02-10T05:32:49 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by linda21 MITRE Technique: T1110.003 | {
"geo_location": "Guernsey",
"device_hash": "af24945ea152547c3b7980b9e175e1c6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; zu-ZA) AppleWebKit/531.7.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6531.7.1",
"session_id": "19bc995c-3cf3-4fe1-992f-8ca2ee3fccc7",
"risk_score": 43.69,
"confidence": 0.42
} | null | null | null | null | null | MITRE Technique: T1110.003 | AI system model_access by linda21 MITRE Technique: T1110.003 | model_access | null | null | linda21 | null | null | null | null | null | null | null | null | null | null | null | null | model-4113f886 | eddd8feb49af593637d9716a8cabab73 | 290590db6a1412e096eed5e83fa768af | null | null |
af949b2e-7d3c-44ef-856f-2ad7b9fa7c34 | 2028-12-22T10:32:38 | cloud | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in OCI by wellsmichael Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Mauritius",
"device_hash": "f2eb090ea3085b3c091e28ceb7334daab984af880684c28d0220ca28155ed923",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_5; rv:1.9.6.20) Gecko/5258-07-27 00:47:35 Firefox/3.8",
"session_id": "a82ec6d2-9418-4fb8-9872-a0d5c01914bb",
"risk_score": 9.81,
"confidence": 0.02
} | null | null | null | null | null | Unconventional IOC: Unusual DNS TXT records | Cloud permission_escalation in OCI by wellsmichael Unconventional IOC: Unusual DNS TXT records | permission_escalation | null | null | wellsmichael | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-80fee2c0 |
ada8b99b-75fc-4ed9-9989-8a1d252638e2 | 2025-04-09T06:44:23 | endpoint | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install /say/defense.gif by shawn87 Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Saudi Arabia",
"device_hash": "3a415d14cd90aa01c9d0980c562ab2bef2b44737",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 7_1_2 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/41.0.811.0 Mobile/21X293 Safari/534.1",
"session_id": "ccd08b2c-7dd5-48d0-9b1e-627ae6185f2f",
"risk_score": 78.16,
"confidence": 0.18
} | null | null | null | null | null | Unconventional IOC: Unusual DNS TXT records | Endpoint service_install /say/defense.gif by shawn87 Unconventional IOC: Unusual DNS TXT records | service_install | null | null | shawn87 | /say/defense.gif | 3,071 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9ebf3e43-7ef7-4b36-9a49-51c027da9657 | 2025-06-04T22:05:43 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by smithcasey No additional info noise=posts/tag | {
"geo_location": "United States Virgin Islands",
"device_hash": "18c97e4777b62b3fe2c422e5a5e43705dcdb32b4",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/36.0.808.0 Safari/536.1",
"session_id": "761a441e-976c-4dee-898f-98f1fb8b76b7",
"risk_score": 46.1,
"confidence": 0.76
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by smithcasey No additional info | training_data_poisoning | null | null | smithcasey | null | null | null | {
"baseline_deviation": 0.7,
"entropy": 5.03,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-7b6b54df | ff1cae948b21014c473a9cdedfd52f529b9f8b45c003cd4a230b60f9074345fd | ec6d6bb807d3a356930011ad3e8526ee8a1ca948 | null | null |
1f3c2a13-b08d-47d3-81d5-e12c9e278ec5 | 2025-05-17T08:47:37 | iot | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat firmware_update MITRE Technique: T1059.001 | {
"geo_location": "Germany",
"device_hash": "37ad0c1afc4d9ad9dbecaad24e06b6e062244d5de73cecbb741f3fc8b434c65f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/4.0)",
"session_id": "5af98d67-4430-4a69-b526-743e032675df",
"risk_score": 61.6,
"confidence": 0.02
} | null | null | null | null | null | MITRE Technique: T1059.001 | IoT device Thermostat firmware_update MITRE Technique: T1059.001 | firmware_update | null | null | null | null | null | null | null | Thermostat | iot-efbe29fd | 4.0 | null | null | null | null | null | null | null | null | null | null |
c3321286-01d5-4796-a19f-5f648afbf5af | 2025-01-22T05:31:17 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Camera side_channel MITRE Technique: T1204.002 | {
"geo_location": "United States of America",
"device_hash": "62298287d5567b33456b6dba2e163038cfa7bab3",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_5) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/33.0.848.0 Safari/533.0",
"session_id": "fb0f040f-eb99-46ac-b914-ef71b343b9b4",
"risk_score": 48.65,
"confidence": 0.69
} | null | null | null | null | null | MITRE Technique: T1204.002 | IoT device Camera side_channel MITRE Technique: T1204.002 | side_channel | null | null | null | null | null | null | null | Camera | iot-9ec0f37b | 2.4 | null | null | null | null | null | null | null | null | null | null |
17a8dbaa-fe92-4d79-9eec-f0d9206a3085 | 2029-05-19T00:15:35 | ai | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by nicholasfritz No additional info | {
"geo_location": "Cambodia",
"device_hash": "14d5395afbb0967141baa4b71f01266f2ae70b36",
"user_agent": "Opera/9.40.(X11; Linux x86_64; ar-OM) Presto/2.9.165 Version/10.00",
"session_id": "2b7e5042-70b4-4d76-b8a4-efbeb5c2af5d",
"risk_score": 64.6,
"confidence": 0.72
} | null | null | null | null | null | No additional info | AI system model_inversion by nicholasfritz No additional info | model_inversion | null | null | nicholasfritz | null | null | null | null | null | null | null | null | null | null | null | null | model-ba014ebc | 0207d97acc33d36b76407a28e82a024da4387c4e | 3a87b7135d6030673368d8379ad00df9 | null | null |
bc8aaf49-d4f9-44d6-9fae-ab5e3cef9dca | 2025-05-25T16:46:01 | ai | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by davidmcdonald MITRE Technique: T1486 | {
"geo_location": "Paraguay",
"device_hash": "cbddf522ce51c7cf549f81ba960858e05b9f026a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "4b57889c-bee4-4172-a5ff-1587e34888dd",
"risk_score": 58.7,
"confidence": 0.8
} | null | null | null | null | null | MITRE Technique: T1486 | AI system prompt_injection by davidmcdonald MITRE Technique: T1486 | prompt_injection | null | null | davidmcdonald | null | null | null | null | null | null | null | null | null | null | null | null | model-13ecf998 | 1f312f2d8b181aec49cc09f624614aa0476fa28e | 348c25cd4a5c58fafa780af9bf7694b2 | null | null |
83bfe7b1-ecc1-4b53-b219-43fd93a7d35b | 2025-01-17T06:26:17 | iot | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat side_channel No additional info | {
"geo_location": "Iraq",
"device_hash": "79cb30506478d1886e2a811ff82970c5",
"user_agent": "Opera/9.23.(Windows NT 6.0; an-ES) Presto/2.9.171 Version/11.00",
"session_id": "36df69bd-bb15-471c-b6db-fe90d6f85f6b",
"risk_score": 79.47,
"confidence": 0.27
} | null | null | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | side_channel | null | null | null | null | null | null | null | Thermostat | iot-b27666d4 | 10.9 | null | null | null | null | null | null | null | null | null | null |
10a394c1-038d-455f-b6cd-cc1521176241 | 2025-02-06T16:01:39 | cloud | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in Alibaba by matthew61 No additional info | {
"geo_location": "Marshall Islands",
"device_hash": "0d6954185bf37ee44c6e03f39f3c12e7",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_5 rv:4.0; dz-BT) AppleWebKit/532.11.5 (KHTML, like Gecko) Version/4.0.3 Safari/532.11.5",
"session_id": "67e6e40f-3a1c-4da1-8ff8-cae511bd74b9",
"risk_score": 66.76,
"confidence": 0.65
} | null | null | null | null | null | No additional info | Cloud instance_creation in Alibaba by matthew61 No additional info | instance_creation | null | null | matthew61 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-48d1c248 |
fff3879a-920a-4805-8476-d4ea4eafeda1 | 2020-09-07T16:24:12 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: AI Model Poisoning detected from 163.121.176.62 targeting 71.217.196.155 No additional info noise=mother|either|attack | {
"geo_location": "Sierra Leone",
"device_hash": "126defd278dbd15d7986f526951a281482c910718e0b4cfaad883f983f8a9ed0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; fur-IT) AppleWebKit/532.49.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6532.49.5",
"session_id": "9619d4f2-38bf-4952-81b3-816bf5973bc2",
"risk_score": 64.95,
"confidence": 0.76
} | 163.121.176.62 | 71.217.196.155 | AI Model Poisoning | SIG-5605 | Recon | No additional info | LogRhythm Alert: AI Model Poisoning detected from 163.121.176.62 targeting 71.217.196.155 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fde90e1e-178a-4a06-a13e-d3d5e46c8115 | 2025-06-19T15:41:30 | ai | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by mmoore Associated Threat Actor: APT41 | {
"geo_location": "Barbados",
"device_hash": "2bca08b75bdbd9cf88b7a2cdd77b7b7c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_7; rv:1.9.3.20) Gecko/9149-11-04 03:12:35 Firefox/3.8",
"session_id": "32d7fb92-dcec-4d2a-9d38-516b6ee55104",
"risk_score": 30.66,
"confidence": 0.64
} | null | null | null | null | null | Associated Threat Actor: APT41 | AI system api_abuse by mmoore Associated Threat Actor: APT41 | api_abuse | null | null | mmoore | null | null | null | null | null | null | null | null | null | null | null | null | model-a26eb9ba | cd059ed38cc762f2ead8a827a0ef079205d7c126 | 273c384941bf668164699f600ed01d3e | null | null |
37895c72-b241-40bd-b777-be2de284af07 | 2025-01-30T13:20:18 | firewall | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|low| desc=Firewall quarantine TCP traffic from 91.36.134.154:808 to 145.168.211.124:73 No additional info noise=app/explore/search | {
"geo_location": "Equatorial Guinea",
"device_hash": "fb1727a5a8187d7abc8accba5800ab4b65575a7c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/3.1)",
"session_id": "e780c39e-8809-47a6-bb80-83e25760ed2e",
"risk_score": 46.62,
"confidence": 0.92
} | 91.36.134.154 | 145.168.211.124 | null | null | null | No additional info | Firewall quarantine TCP traffic from 91.36.134.154:808 to 145.168.211.124:73 No additional info | quarantine | 623,429 | TCP | null | null | null | null | null | null | null | null | 808 | 73 | 582 | null | null | null | null | null | null | null |
c4ad1f7f-9970-4c43-b496-9fc1b6b6ac5e | 2025-05-04T01:54:47 | cloud | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in Azure by ncoleman No additional info | {
"geo_location": "Sweden",
"device_hash": "82484f671c0e7cf8fe3188ddb7bc9094fda17fd381291530f46f7123ccc4a151",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; om-ET; rv:1.9.1.20) Gecko/3616-01-16 11:32:43 Firefox/13.0",
"session_id": "8942e07e-5aa7-42cc-b7b2-3f632de4d9e2",
"risk_score": 40.98,
"confidence": 0.74
} | null | null | null | null | null | No additional info | Cloud shadow_it in Azure by ncoleman No additional info | shadow_it | null | null | ncoleman | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-f70a1f62 |
fa7715c6-c797-4aec-ba62-38208d099d0d | 2025-03-15T01:46:04 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in GCP by kentdarren No additional info | {
"geo_location": "San Marino",
"device_hash": "e18d0340a04282df73601fa8f07623cbad3d74df84c6c2315d1528908013004f",
"user_agent": "Opera/9.92.(X11; Linux x86_64; fur-IT) Presto/2.9.181 Version/12.00",
"session_id": "78a35710-9ad1-47c0-a474-d784560a0419",
"risk_score": 33.35,
"confidence": 0.73
} | null | null | null | null | null | No additional info | Cloud lambda_execution in GCP by kentdarren No additional info | lambda_execution | null | null | kentdarren | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-3f5f9536 |
3e1fc664-ffe6-4e59-b1e4-dd47505225ce | 2025-05-12T07:05:38 | ai | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by jill93 No additional info | {
"geo_location": "Samoa",
"device_hash": "cecb251ec3730ae9cf1b3f52cc3534f7e3ca58ce",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; vi-VN; rv:1.9.0.20) Gecko/5861-05-09 22:06:45 Firefox/3.6.13",
"session_id": "db528699-3088-485e-aa29-45f5183d0577",
"risk_score": 15.44,
"confidence": 0.55
} | null | null | null | null | null | No additional info | AI system fine_tuning by jill93 No additional info | fine_tuning | null | null | jill93 | null | null | null | null | null | null | null | null | null | null | null | null | model-5b524015 | e615c0b305d8f48135b073c489964de361ea65a9 | 8c7721dc1ef61185c03a3d926b968b781020d5c7b79c79bcb68abac0c2261e91 | null | null |
bbe436f2-d3e2-461c-bffd-b55315a9dc00 | 2025-06-15T06:46:02 | ai | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by alyssalopez No additional info | {
"geo_location": "Iran",
"device_hash": "1d47f2aa90ee527c5aba4ca6fb1d49a4",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_3 rv:3.0; rw-RW) AppleWebKit/531.14.4 (KHTML, like Gecko) Version/5.0.1 Safari/531.14.4",
"session_id": "37417655-9592-46de-9402-f8bc68a23977",
"risk_score": 19.31,
"confidence": 0.67
} | null | null | null | null | null | No additional info | AI system model_inversion by alyssalopez No additional info | model_inversion | null | null | alyssalopez | null | null | null | null | null | null | null | null | null | null | null | null | model-ccd75b54 | 3ccb52010a3b522df4fc8bc576a1b4e2 | 041863c7cc1a6da4962c5a1f9a4bf803 | null | null |
a0b02243-9e69-4f36-8e7a-5b6352f560d4 | 2025-05-04T15:43:57 | endpoint | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec what by hoashley No additional info | {
"geo_location": "Romania",
"device_hash": "957d6f81f4c2c6dc68c9df025cac0fc7b8accb0da6b51d2d4ebff83bf2e6654a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_6 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/34.0.848.0 Mobile/84O509 Safari/536.0",
"session_id": "87e4ba0f-fc2d-47e5-9894-9c03618cf798",
"risk_score": 64.94,
"confidence": 0.73
} | null | null | null | null | null | No additional info | Endpoint wmi_exec what by hoashley No additional info | wmi_exec | null | null | hoashley | what | 668 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
85807bfa-3007-448f-b6eb-587d80ba7c91 | 2025-03-08T16:36:23 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth failed for matthewssheryl via MFA from 124.171.22.95 No additional info | {
"geo_location": "Christmas Island",
"device_hash": "bafd5fc90416c9fbe751465b1f675af3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/531.6.7 (KHTML, like Gecko) Version/5.0.2 Safari/531.6.7",
"session_id": "836837d9-fb77-4e56-86d3-d5e48fde7cc2",
"risk_score": 54.64,
"confidence": 0.19
} | 124.171.22.95 | null | null | null | null | No additional info | Auth failed for matthewssheryl via MFA from 124.171.22.95 No additional info | failed | null | null | matthewssheryl | null | null | null | null | null | null | null | null | null | null | MFA | 86:6b:d6:88:fe:ed | null | null | null | null | null |
3580bed6-a959-4881-b290-761596ef6c98 | 2025-06-08T09:26:08 | endpoint | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change /month/bed.csv by donald97 No additional info | {
"geo_location": "Bahamas",
"device_hash": "85927660909f267966a4d254b0520525190dadc6",
"user_agent": "Mozilla/5.0 (Linux; Android 4.1) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/46.0.834.0 Safari/532.2",
"session_id": "f2b54685-4e12-47e1-9db2-abce42953271",
"risk_score": 57.68,
"confidence": 0.69
} | null | null | null | null | null | No additional info | Endpoint registry_change /month/bed.csv by donald97 No additional info | registry_change | null | null | donald97 | /month/bed.csv | 8,366 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0b33572b-b5a4-4be6-85e6-19565564dd95 | 2025-01-22T21:46:49 | endpoint | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec /event/power.csv by marcus58 No additional info | {
"geo_location": "Iraq",
"device_hash": "6ae3ccb50891716d3fa0bd5a05d75f6e",
"user_agent": "Mozilla/5.0 (Linux; Android 2.0.1) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/21.0.850.0 Safari/532.2",
"session_id": "8efcc5de-ceb6-4009-9e07-f4c6913402b8",
"risk_score": 60.45,
"confidence": 0.12
} | null | null | null | null | null | No additional info | Endpoint powershell_exec /event/power.csv by marcus58 No additional info | powershell_exec | null | null | marcus58 | /event/power.csv | 2,737 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5cf3a24d-7df5-4950-ba66-6f0c2250912f | 2024-05-24T14:45:08 | endpoint | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism letter by ernest57 No additional info | {
"geo_location": "China",
"device_hash": "61bc9da2f6beacd38bba0c0951cd78fa6d5ceba9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.1)",
"session_id": "bf8f1f24-dba9-4fe7-b6bd-35787088df62",
"risk_score": 50.3,
"confidence": 0.74
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism letter by ernest57 No additional info | persistence_mechanism | null | null | ernest57 | letter | 7,638 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ef0aefaa-7d18-4ff3-9109-55429af36f58 | 2025-02-07T05:06:46 | ai | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by michelle24 Associated Threat Actor: Scattered Spider | {
"geo_location": "Honduras",
"device_hash": "618fe6c0b993fc8811fe58385c790be95013ff68",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)",
"session_id": "e0df00a3-bd5d-41fd-abf4-c42f83dc30d2",
"risk_score": 38.44,
"confidence": 0.59
} | null | null | null | null | null | Associated Threat Actor: Scattered Spider | AI system api_abuse by michelle24 Associated Threat Actor: Scattered Spider | api_abuse | null | null | michelle24 | null | null | null | null | null | null | null | null | null | null | null | null | model-0f6a3de2 | fea74c5c2a6243bf4145931bdea2a013 | 7e886b39f75d81dea0cf4bbc7f354b86 | null | null |
51aac1b4-59f2-47bc-af5d-ecf0204f4266 | 2025-06-02T13:36:14 | firewall | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|high| desc=Firewall deny NTP traffic from 27.204.16.148:37322 to 9.41.248.82:971 No additional info | {
"geo_location": "Taiwan",
"device_hash": "53cb5e337bdd8fecb81e9978f8debe1106c1cf83",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/3.0)",
"session_id": "5208769f-e751-471f-b8bf-613558dd58fe",
"risk_score": 56.53,
"confidence": 0.67
} | 27.204.16.148 | 9.41.248.82 | null | null | null | No additional info | Firewall deny NTP traffic from 27.204.16.148:37322 to 9.41.248.82:971 No additional info | deny | 372,976 | NTP | null | null | null | null | null | null | null | null | 37,322 | 971 | 936 | null | null | null | null | null | null | null |
655a24ae-5599-404f-9118-45cc7bc9feaa | 2025-05-29T13:26:16 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: Living-off-the-Land detected from 216.186.231.148 targeting N/A No additional info noise=DCE03BEF | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "dea429df3d56f6f4aa892d546cb058f032b82e3ab230671092ebc6b2b2a5f6fd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.0)",
"session_id": "450a2e22-5349-4ca2-b8c7-55bba819cefe",
"risk_score": 23.03,
"confidence": 0.18
} | 216.186.231.148 | N/A | Living-off-the-Land | SIG-6442 | Policy | No additional info | CrowdStrike Alert: Living-off-the-Land detected from 216.186.231.148 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c5bc497a-b87d-4e8d-8569-56cdf665b8d7 | 2025-06-06T06:53:38 | auth | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|low| desc=Auth challenge for brianamurphy via biometric from 140.82.68.99 No additional info | {
"geo_location": "Mali",
"device_hash": "a8187c257c27c80983ec7df54cfb94b1",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.3) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/38.0.839.0 Safari/536.2",
"session_id": "c6a32473-223c-46b1-b799-e6ae7301bf02",
"risk_score": 76.87,
"confidence": 0.94
} | 140.82.68.99 | null | null | null | null | No additional info | Auth challenge for brianamurphy via biometric from 140.82.68.99 No additional info | challenge | null | null | brianamurphy | null | null | null | null | null | null | null | null | null | null | biometric | f2:2c:e6:53:c6:7d | null | null | null | null | null |
b6c23e33-8986-4b1a-bad5-95789c43e52c | 2025-03-17T11:32:47 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in GCP by sanderselaine Associated Threat Actor: Equation Group | {
"geo_location": "Guatemala",
"device_hash": "40c1df26b9402d808f41621921adcbd9bb324080",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/3.0)",
"session_id": "34663c64-db32-42cb-97aa-7d6b0de2e6bb",
"risk_score": 45.52,
"confidence": 0.38
} | null | null | null | null | null | Associated Threat Actor: Equation Group | Cloud shadow_it in GCP by sanderselaine Associated Threat Actor: Equation Group | shadow_it | null | null | sanderselaine | null | null | null | {
"baseline_deviation": 2.3,
"entropy": 5.48,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | GCP | res-744070b9 |
50e33131-e993-4a49-8f0e-7d1dc24e1be9 | 2025-03-14T16:04:37 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth bypass for myerskelsey via OAuth from 214.187.38.40 MITRE Technique: T1078.004 | {
"geo_location": "Moldova",
"device_hash": "3279044a8d01728363da288444932e257b527ec4",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 6_1_6 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/51.0.813.0 Mobile/28Q978 Safari/532.0",
"session_id": "ab172e7e-eb7c-420b-ac36-9d6384baae0b",
"risk_score": 62.92,
"confidence": 0.23
} | 214.187.38.40 | null | null | null | null | MITRE Technique: T1078.004 | Auth bypass for myerskelsey via OAuth from 214.187.38.40 MITRE Technique: T1078.004 | bypass | null | null | myerskelsey | null | null | null | null | null | null | null | null | null | null | OAuth | b6:c9:ae:16:9e:1d | null | null | null | null | null |
fd7460e6-bebc-4040-82fa-053ce1ebd4e8 | 2025-04-09T22:58:23 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall deny RDP traffic from 41.30.149.27:993 to 174.174.198.111:61778 No additional info | {
"geo_location": "Cambodia",
"device_hash": "15ab7e09b5eaecf08650e15ac90540ece7cdfb8d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/4.0)",
"session_id": "271154e9-bf1f-4283-a2f7-4374b52a72b5",
"risk_score": 70.84,
"confidence": 0.41
} | 41.30.149.27 | 174.174.198.111 | null | null | null | No additional info | Firewall deny RDP traffic from 41.30.149.27:993 to 174.174.198.111:61778 No additional info | deny | 322,094 | RDP | null | null | null | null | null | null | null | null | 993 | 61,778 | 2,325 | null | null | null | null | null | null | null |
8e4dd186-f92c-4727-9562-4adf5d2c442b | 2025-03-10T12:17:28 | cloud | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in Azure by emilysnyder MITRE Technique: T1566.001 | {
"geo_location": "Israel",
"device_hash": "80bb4e11dfd1e10ca7d401624dd00c245fed1254715ea3bb62df5b4ee664971b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_2 rv:3.0; sw-TZ) AppleWebKit/532.1.1 (KHTML, like Gecko) Version/4.0.5 Safari/532.1.1",
"session_id": "e6d29021-6ce2-41fb-a36f-89efc8c99bfe",
"risk_score": 22.92,
"confidence": 0.82
} | null | null | null | null | null | MITRE Technique: T1566.001 | Cloud instance_creation in Azure by emilysnyder MITRE Technique: T1566.001 | instance_creation | null | null | emilysnyder | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-0a2ed4c1 |
5f9c38bb-d550-4b6f-a691-a0d08c7a631e | 2025-03-28T22:39:21 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by brandy43 No additional info | {
"geo_location": "Haiti",
"device_hash": "cbdd27b2020f3742b8ca4b7f7eec4fd5694b338e3ea39ca7c0b5eb922eb8ab1c",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/63.0.873.0 Safari/531.2",
"session_id": "8693d6c2-5f39-4498-8299-83ff90c3e33c",
"risk_score": 52.43,
"confidence": 0.13
} | null | null | null | null | null | No additional info | AI system adversarial_input by brandy43 No additional info | adversarial_input | null | null | brandy43 | null | null | null | null | null | null | null | null | null | null | null | null | model-c7e6b38b | 8e6492329dc4da96a3328de4eaa77e4b | d111e6b491c2469bfb7f9fc7d66304862fd3e645 | null | null |
f004acf8-7ef4-4bcb-b370-dcaf56d715b8 | 2025-01-22T09:30:41 | iot | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "Greenland",
"device_hash": "7a3bba46d2e1496c5980169a5d8f2e331a3d7f81",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/49.0.831.0 Safari/532.2",
"session_id": "b2e58e61-a617-4760-a76c-3d5d2f0a5e04",
"risk_score": 18.95,
"confidence": 0.87
} | null | null | null | null | null | No additional info | IoT device HVAC command_injection No additional info | command_injection | null | null | null | null | null | null | null | HVAC | iot-fae4aec9 | 6.2 | null | null | null | null | null | null | null | null | null | null |
5d771096-77b9-4d4d-a436-4246f869c83e | 2025-02-23T18:14:02 | iot | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor command_injection No additional info | {
"geo_location": "Albania",
"device_hash": "17fedbcd793915c5cec135749fdf442490adece56c37ed5ba076c4df5066ba73",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/533.38.5 (KHTML, like Gecko) Version/5.1 Safari/533.38.5",
"session_id": "8348c5dc-c473-44c9-b925-e823c3a832df",
"risk_score": 53.33,
"confidence": 0.69
} | null | null | null | null | null | No additional info | IoT device Sensor command_injection No additional info | command_injection | null | null | null | null | null | null | {
"baseline_deviation": 1.41,
"entropy": 7.48,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Sensor | iot-84e1bb66 | 4.7 | null | null | null | null | null | null | null | null | null | null |
30e6e313-b846-4589-a55a-1a4204ad7e5e | 2025-07-10T21:56:21 | ai | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by michael13 No additional info | {
"geo_location": "Ghana",
"device_hash": "24689928c304c32f990f77336421ad3c50f9e0b3",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/58.0.896.0 Safari/536.0",
"session_id": "78300143-84ed-493d-b99e-1bc90ea90ab7",
"risk_score": 0,
"confidence": 0.89
} | null | null | null | null | null | No additional info | AI system membership_inference by michael13 No additional info | membership_inference | null | null | michael13 | null | null | null | null | null | null | null | null | null | null | null | null | model-f6e7a4a3 | a4d117a5f5dc7a5797cdd305071e7dfcfb5ae1bc | 844d7bad60bd7082fc4e0b60ba7b79a0e558cb214bed2e5a0177bdf869f73cf4 | null | null |
81d76b2b-32aa-4804-9111-3eba5f47a823 | 2025-03-18T03:23:48 | ids_alert | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|low| desc=Splunk Alert: XSS detected from 165.173.125.245 targeting N/A No additional info | {
"geo_location": "Sri Lanka",
"device_hash": "63c91597a6260f85da91373994e7a34299518749144e58d2d5bde4467874334c",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_3) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/49.0.871.0 Safari/535.1",
"session_id": "5043aa20-b2a6-492d-b18b-1a30ae9e7187",
"risk_score": 25.4,
"confidence": 0.38
} | 165.173.125.245 | N/A | XSS | SIG-3163 | Malware | No additional info | Splunk Alert: XSS detected from 165.173.125.245 targeting N/A No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 1.48,
"entropy": 6.33,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
63921044-f02b-4013-ad8d-49c346889b1e | 2025-06-29T16:49:18 | ai | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by xchavez Associated Threat Actor: Cobalt Group | {
"geo_location": "Grenada",
"device_hash": "446b0a8996bb48018ec4a70babb0e6f6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/535.3.6 (KHTML, like Gecko) Version/5.1 Safari/535.3.6",
"session_id": "e8b0ab28-f83e-46a5-8d13-002674b2ca15",
"risk_score": 49.99,
"confidence": 0.87
} | null | null | null | null | null | Associated Threat Actor: Cobalt Group | AI system training_data_poisoning by xchavez Associated Threat Actor: Cobalt Group | training_data_poisoning | null | null | xchavez | null | null | null | null | null | null | null | null | null | null | null | null | model-a3c2c6e4 | a24d3f209cd4ff11898caf26e0179b2856528578 | 142a1269aa03dc61cefc13f971dd099f | null | null |
0738a537-ec47-4829-bc9b-c24436db9e7e | 2025-04-24T20:12:50 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start thing by carrollmarc MITRE Technique: T1071.001 | {
"geo_location": "Sierra Leone",
"device_hash": "eeb7ec77259988ab47d4e56f9ad0f18ca48c98eb",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; eu-FR) AppleWebKit/531.29.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6531.29.2",
"session_id": "f0a7d4da-7b75-43de-85af-03d61d2ee38e",
"risk_score": 43.46,
"confidence": 0.6
} | null | null | null | null | null | MITRE Technique: T1071.001 | Endpoint process_start thing by carrollmarc MITRE Technique: T1071.001 | process_start | null | null | carrollmarc | thing | 7,537 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f2a903d2-fb6e-49fc-bd51-6d07e18831f5 | 2025-05-18T17:54:24 | iot | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|low| desc=IoT device Camera unusual_activity MITRE Technique: T1543.003 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Greenland",
"device_hash": "37e58720162f50343a69baf0064d4c3ceaa9a1958af8eab0b9d49410fe919d85",
"user_agent": "Opera/9.15.(Windows NT 10.0; id-ID) Presto/2.9.166 Version/12.00",
"session_id": "6f55bdac-d251-434b-a514-ecde6b4e9e85",
"risk_score": 42.26,
"confidence": 0.33
} | null | null | null | null | null | MITRE Technique: T1543.003 | Unconventional IOC: Unusual DNS TXT records | IoT device Camera unusual_activity MITRE Technique: T1543.003 | Unconventional IOC: Unusual DNS TXT records | unusual_activity | null | null | null | null | null | null | null | Camera | iot-0579fc6c | 8.4 | null | null | null | null | null | null | null | null | null | null |
5c42e5f3-8f0e-40f6-90b3-49392fd37bcf | 2025-04-04T15:27:53 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: Cloud API Abuse detected from 137.34.97.2 targeting 213.199.6.154 No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "a47c24cb641da24b71f402fd6b43a22a",
"user_agent": "Opera/9.74.(X11; Linux x86_64; ckb-IQ) Presto/2.9.161 Version/11.00",
"session_id": "c24dc093-44d6-44d9-962f-e76cae2f9681",
"risk_score": 25.5,
"confidence": 0.67
} | 137.34.97.2 | 213.199.6.154 | Cloud API Abuse | SIG-9071 | Evasion | No additional info | ArcSight Alert: Cloud API Abuse detected from 137.34.97.2 targeting 213.199.6.154 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4a204356-c8d2-4ce8-a314-3b42ea7f8665 | 2025-04-09T07:40:02 | ai | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by angelashaffer No additional info | {
"geo_location": "Martinique",
"device_hash": "e6a31d04c7e186fa71617e6a964be1b60dec92a8",
"user_agent": "Opera/9.38.(Windows NT 5.0; yo-NG) Presto/2.9.167 Version/12.00",
"session_id": "f6269190-7e20-4202-9fd1-70f07d08f69c",
"risk_score": 45.7,
"confidence": 0.8
} | null | null | null | null | null | No additional info | AI system fine_tuning by angelashaffer No additional info | fine_tuning | null | null | angelashaffer | null | null | null | null | null | null | null | null | null | null | null | null | model-a1fff4a5 | 4bf50edcc899cd38b6f8f07d61d755d4f06fecb2 | bbde16773a66fa099473984c0c04f6fa3ad50a76 | null | null |
aa033c3b-ac2f-4307-841b-e063a86ef1cd | 2025-07-08T14:27:46 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system model_access by william52 MITRE Technique: T1059.001 | {
"geo_location": "Afghanistan",
"device_hash": "34ecdce9375bfa2c117e9863a75020ac",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; vi-VN; rv:1.9.0.20) Gecko/3866-09-14 19:39:09 Firefox/3.8",
"session_id": "c06a3b0a-c848-4a87-8dc8-a24bd9398aa2",
"risk_score": 49.02,
"confidence": 0.31
} | null | null | null | null | null | MITRE Technique: T1059.001 | AI system model_access by william52 MITRE Technique: T1059.001 | model_access | null | null | william52 | null | null | null | null | null | null | null | null | null | null | null | null | model-c8ece15f | 5c692dd25e36816b9e2a73b69083d07e7b903ed5dc5be373595afe5d6b166e16 | 00eee5dc5e8a9e774cd0d46257341950 | null | null |
0ee433cc-dc99-44dc-ad7a-be539c8b1130 | 2025-02-13T21:43:58 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine RDP traffic from 168.24.96.214:717 to 40.145.169.26:142 MITRE Technique: T1218.011 | {
"geo_location": "Macao",
"device_hash": "0a4f3bae276ec0d8ce877d01f7a4d233",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/5.1)",
"session_id": "d510c592-2b52-4c8c-9a66-51438fb7a1d9",
"risk_score": 32.61,
"confidence": 0.99
} | 168.24.96.214 | 40.145.169.26 | null | null | null | MITRE Technique: T1218.011 | Firewall quarantine RDP traffic from 168.24.96.214:717 to 40.145.169.26:142 MITRE Technique: T1218.011 | quarantine | 58,690 | RDP | null | null | null | null | null | null | null | null | 717 | 142 | 3,147 | null | null | null | null | null | null | null |
44782b21-a6e5-4957-bb07-116d5a038708 | 2025-04-18T03:28:32 | auth | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|medium| desc=Auth challenge for jamie95 via OAuth from 10.133.45.1 MITRE Technique: T1059.001 | {
"geo_location": "Vanuatu",
"device_hash": "20a7025d620bcce145dbc4249ca6a0ca",
"user_agent": "Opera/9.96.(Windows NT 11.0; ckb-IQ) Presto/2.9.171 Version/10.00",
"session_id": "a10ec1e8-0b5e-4a4c-bb3f-a42afef7dfcb",
"risk_score": 44.92,
"confidence": 0.81
} | 10.133.45.1 | null | null | null | null | MITRE Technique: T1059.001 | Auth challenge for jamie95 via OAuth from 10.133.45.1 MITRE Technique: T1059.001 | challenge | null | null | jamie95 | null | null | null | null | null | null | null | null | null | null | OAuth | a2:45:f3:52:e8:0d | null | null | null | null | null |
d373a279-0133-4d38-b8a1-a1c8e824570d | 2025-01-13T00:10:17 | endpoint | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism /southern/create.html by mbrown No additional info | {
"geo_location": "Burundi",
"device_hash": "3315e69658a566c379fd2b74a0ea0e1de9a3e1b0797ede41f913a6b38528e136",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/3.1)",
"session_id": "ef2e422b-f20f-4e3a-a43c-a7da5ca6b7a4",
"risk_score": 18.62,
"confidence": 0.65
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism /southern/create.html by mbrown No additional info | persistence_mechanism | null | null | mbrown | /southern/create.html | 5,044 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
43d838ce-04c8-4257-8ec4-fad53699cf48 | 2025-04-17T02:22:43 | firewall | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine ICMP traffic from 15.46.68.23:382 to 18.255.137.131:226 Associated Threat Actor: APT29 | {
"geo_location": "Argentina",
"device_hash": "84fb042f70367aa53f65b0f874aa400434b1f080",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/15.0.839.0 Safari/533.0",
"session_id": "aeac8408-81e2-4a13-80e4-fa4cb07f8882",
"risk_score": 93.49,
"confidence": 0.3
} | 15.46.68.23 | 18.255.137.131 | null | null | null | Associated Threat Actor: APT29 | Firewall quarantine ICMP traffic from 15.46.68.23:382 to 18.255.137.131:226 Associated Threat Actor: APT29 | quarantine | 425,979 | ICMP | null | null | null | null | null | null | null | null | 382 | 226 | 2,886 | null | null | null | null | null | null | null |
e5fd5778-0992-4a4a-acaa-d712e590f296 | 2025-02-14T21:09:34 | ai | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by powellmakayla No additional info noise=T2Z0ZW4u | {
"geo_location": "Guinea",
"device_hash": "6de2433ce9a02d40846ff9b5c6a6d813",
"user_agent": "Opera/9.42.(Windows NT 5.2; tr-CY) Presto/2.9.171 Version/11.00",
"session_id": "e2715698-88d1-4ab2-ad51-2afe7446e0b6",
"risk_score": 31.54,
"confidence": 0.54
} | null | null | null | null | null | No additional info | AI system fine_tuning by powellmakayla No additional info | fine_tuning | null | null | powellmakayla | null | null | null | null | null | null | null | null | null | null | null | null | model-38c2c38d | 454abf73e164413c609df285d3babd67 | 60d968d78a524e778ba96ee47add59269214f9375b7ef85225272d87a119d9d0 | null | null |
e31653ac-7127-442e-aa95-fe560c9152ba | 2022-09-27T16:39:57 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 84.129.220.47 to 155.93.243.223 No additional info | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "8c6dd0f54985e41e608c5d12f1ba8cfcbca0292d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/3.1)",
"session_id": "bdd9af41-df5f-4ddf-a60f-f1679a729c4d",
"risk_score": 48.21,
"confidence": 0.66
} | 84.129.220.47 | 155.93.243.223 | null | null | null | No additional info | Network latency_spike from 84.129.220.47 to 155.93.243.223 No additional info | latency_spike | 954,453 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2b0df3ab-3f14-4b24-b334-4db250faf0c3 | 2025-06-15T05:38:32 | endpoint | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop magazine by robin91 MITRE Technique: T1486 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "8dcb378a5e19f96a88e5e81f80baa8751a4fb1c2210dc1ddaf5f8979e55a7bd6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.0)",
"session_id": "bb8ae5ad-a8ee-4a16-9ff5-16c0678c7305",
"risk_score": 24.14,
"confidence": 0.23
} | null | null | null | null | null | MITRE Technique: T1486 | Endpoint process_stop magazine by robin91 MITRE Technique: T1486 | process_stop | null | null | robin91 | magazine | 2,991 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e9e065b8-79c9-47f0-a48d-1a4f82c0c46c | 2025-05-11T21:46:58 | auth | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|low| desc=Auth failed for wesley10 via passwordless from 186.220.14.203 No additional info | {
"geo_location": "Palau",
"device_hash": "56499a5342d802f77a7804fc3a4cb3a2",
"user_agent": "Opera/9.75.(X11; Linux i686; sl-SI) Presto/2.9.181 Version/11.00",
"session_id": "da8703bf-11f7-470c-a4a8-69c2c2436fc3",
"risk_score": 69.53,
"confidence": 0.16
} | 186.220.14.203 | null | null | null | null | No additional info | Auth failed for wesley10 via passwordless from 186.220.14.203 No additional info | failed | null | null | wesley10 | null | null | null | null | null | null | null | null | null | null | passwordless | c6:13:10:3b:96:c1 | null | null | null | null | null |
fddcdf71-4909-4846-b8a0-21e41382ee7a | 2025-02-22T22:32:55 | cloud | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in OCI by qbarnes No additional info noise=kind|or|artist | {
"geo_location": "Nepal",
"device_hash": "9110220b2d0601f9bded93d32005872be7e32c37",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_1 rv:3.0; mt-MT) AppleWebKit/533.26.5 (KHTML, like Gecko) Version/4.0 Safari/533.26.5",
"session_id": "aa010896-b7a2-43e6-a0d6-6c994423d4cd",
"risk_score": 45.19,
"confidence": 0.56
} | null | null | null | null | null | No additional info | Cloud storage_access in OCI by qbarnes No additional info | storage_access | null | null | qbarnes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-de48dcc4 |
633909c6-ccd3-412e-bb3b-ab605843dfbd | 2025-02-24T11:36:18 | ids_alert | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: SQL Injection detected from 173.232.58.249 targeting 17.88.194.125 No additional info | {
"geo_location": "Turkmenistan",
"device_hash": "e36f3fce6a4a89a552701cd53caf2ae1fa50b7a8",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.32.5 (KHTML, like Gecko) Version/4.0.2 Safari/534.32.5",
"session_id": "a6d28048-660d-417a-b90a-891ed001e3f5",
"risk_score": 38.63,
"confidence": 0.24
} | 173.232.58.249 | 17.88.194.125 | SQL Injection | SIG-1784 | Malware | No additional info | Zeek Alert: SQL Injection detected from 173.232.58.249 targeting 17.88.194.125 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8f820aa2-6d55-42e0-9b37-d9a31ff9452a | 2025-01-28T14:15:03 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth failed for mgregory via biometric from 195.125.249.185 No additional info noise=VGFibGUu | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "23e3704c8f7255796716c7edf3dcfd2d2ed75337",
"user_agent": "Opera/8.32.(Windows NT 11.0; ckb-IQ) Presto/2.9.189 Version/11.00",
"session_id": "fff24109-693f-43b9-89b3-bd8a013e006b",
"risk_score": 66.95,
"confidence": 0.63
} | 195.125.249.185 | null | null | null | null | No additional info | Auth failed for mgregory via biometric from 195.125.249.185 No additional info | failed | null | null | mgregory | null | null | null | null | null | null | null | null | null | null | biometric | 62:20:ba:76:26:0b | null | null | null | null | null |
55e750f0-a528-43f1-bd11-743d58df3bdf | 2025-03-28T09:48:39 | iot | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Medical physical_tamper No additional info | {
"geo_location": "Lebanon",
"device_hash": "09d6d4d1c55183c339456cb1af3b918e49cab84e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; wae-CH) AppleWebKit/533.27.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6533.27.4",
"session_id": "c52d8676-04d1-4773-8939-0ba18feb8abc",
"risk_score": 65.54,
"confidence": 0.07
} | null | null | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Medical | iot-64dc985d | 9.8 | null | null | null | null | null | null | null | null | null | null |
35afd0ae-88de-45e9-ad72-a693b30792fd | 2025-02-24T06:39:14 | network | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|low| desc=Network disconnection from 191.92.75.79 to 3.2.203.126 No additional info noise=CEAD89A9 | {
"geo_location": "Iceland",
"device_hash": "d23704196ead3c58c471e152731b0d2e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_4 rv:6.0; yi-US) AppleWebKit/533.13.2 (KHTML, like Gecko) Version/4.0.2 Safari/533.13.2",
"session_id": "1f8769e0-f65e-4a1e-9072-5d2878c960b7",
"risk_score": 86.28,
"confidence": 0.7
} | 191.92.75.79 | 3.2.203.126 | null | null | null | No additional info | Network disconnection from 191.92.75.79 to 3.2.203.126 No additional info | disconnection | 235,819 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c72b1ab0-f745-4673-9739-59c503167e9e | 2025-06-14T17:56:36 | cloud | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in Alibaba by vthompson No additional info | {
"geo_location": "Gibraltar",
"device_hash": "7cb41fcdfa87aab4eb479691516010723900bbfb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/4.0)",
"session_id": "9366005e-88b6-40a2-bafb-58a7b0561575",
"risk_score": 64.07,
"confidence": 0.32
} | null | null | null | null | null | No additional info | Cloud shadow_it in Alibaba by vthompson No additional info | shadow_it | null | null | vthompson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-4d3a0688 |
741de66c-265b-4941-a5e2-432f0b9a9b14 | 2025-05-19T01:39:07 | endpoint | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection ground by wesley46 Living-off-the-land technique detected | {
"geo_location": "Armenia",
"device_hash": "10b408f5b689b8c306d64b7e484b48ad3d2151c59aef4a2e1da614f963dd6a70",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_7) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/54.0.809.0 Safari/531.2",
"session_id": "b89a5324-74f2-4029-9ab2-8050fb93e716",
"risk_score": 35.21,
"confidence": 0.47
} | null | null | null | null | null | Living-off-the-land technique detected | Endpoint memory_injection ground by wesley46 Living-off-the-land technique detected | memory_injection | null | null | wesley46 | ground | 8,213 | svchost.exe | {
"baseline_deviation": 1,
"entropy": 5.46,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
637744a3-a0d7-4236-a480-df6ac9f838bb | 2025-06-08T10:24:29 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load maybe by lisanguyen Unconventional IOC: UEFI variable tampering | {
"geo_location": "Uruguay",
"device_hash": "2c60855b0af134462ae95e6889fec24fecf48a47fede2d04f16491feab57251b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/4.1)",
"session_id": "931a772a-7cdc-4707-abd4-d2c4c3ed904a",
"risk_score": 71.88,
"confidence": 0.86
} | null | null | null | null | null | Unconventional IOC: UEFI variable tampering | Endpoint driver_load maybe by lisanguyen Unconventional IOC: UEFI variable tampering | driver_load | null | null | lisanguyen | maybe | 7,148 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7c050377-bbbb-4604-b4a5-2deb93b03b5d | 2028-11-19T17:50:24 | endpoint | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change /avoid/although.mp4 by vincentvicki Associated Threat Actor: Equation Group noise=5E92196B | {
"geo_location": "Slovenia",
"device_hash": "27becec9ab4738987d981047875c0e57f80f3232cf566f16ac927412ca1ef7af",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/3.1)",
"session_id": "9d33f929-d57f-4271-888f-b5b59f47f86b",
"risk_score": 68.9,
"confidence": 0.22
} | null | null | null | null | null | Associated Threat Actor: Equation Group | Endpoint registry_change /avoid/although.mp4 by vincentvicki Associated Threat Actor: Equation Group | registry_change | null | null | vincentvicki | /avoid/although.mp4 | 8,249 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b0a79039-2d9a-4644-9ab0-7981b8e561c0 | 2025-01-17T09:27:10 | endpoint | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install home by robertgutierrez MITRE Technique: T1078.004 | {
"geo_location": "Syrian Arab Republic",
"device_hash": "7a38f05c965354394fe638619be0abfb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/3.0)",
"session_id": "95d04391-9b07-42e8-99d4-d1928f17b90f",
"risk_score": 64.27,
"confidence": 0.93
} | null | null | null | null | null | MITRE Technique: T1078.004 | Endpoint service_install home by robertgutierrez MITRE Technique: T1078.004 | service_install | null | null | robertgutierrez | home | 1,083 | svchost.exe | {
"baseline_deviation": 2.68,
"entropy": 6.34,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
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