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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
cea871cd-6d01-4b6e-b7a2-dd0aa9b31ed8 | 2025-05-26T00:14:07 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect NTP traffic from 9.66.207.64:982 to 197.140.124.109:62042 No additional info | {
"geo_location": "Bulgaria",
"device_hash": "ffefa51ac21d86457f739fa300ec19640ae802ad",
"user_agent": "Opera/8.72.(X11; Linux i686; cy-GB) Presto/2.9.161 Version/11.00",
"session_id": "5fe16e9d-81b4-4e56-b2ed-21b6fa4bfb00",
"risk_score": 77.71,
"confidence": 0.85
} | 9.66.207.64 | 197.140.124.109 | null | null | null | No additional info | Firewall inspect NTP traffic from 9.66.207.64:982 to 197.140.124.109:62042 No additional info | inspect | 144,368 | NTP | null | null | null | null | null | null | null | null | 982 | 62,042 | 1,047 | null | null | null | null | null | null | null |
0a18788d-cca6-4f06-bb3a-775785e2644f | 2025-03-17T15:29:00 | ai | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by darrenstout No additional info noise=61CD5D0C | {
"geo_location": "Austria",
"device_hash": "aa7f57b1984429fb1cf517256119b9f2",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_0; rv:1.9.6.20) Gecko/2887-06-29 13:12:42 Firefox/3.8",
"session_id": "3a0dedef-79d9-4710-a5bd-d0450ca20ced",
"risk_score": 81.44,
"confidence": 0.33
} | null | null | null | null | null | No additional info | AI system api_abuse by darrenstout No additional info | api_abuse | null | null | darrenstout | null | null | null | null | null | null | null | null | null | null | null | null | model-3df50cb5 | 488ecc4ac1eeb5e4f6f5822a10486528 | ef5414fc1ce4b28ddbaf00400964f50e6dd17ccc8dc10540a84a6965fa560138 | null | null |
726a9076-b22d-4a81-a44c-2636ed50053b | 2025-04-25T04:13:53 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: ICS Attack detected from 41.0.72.67 targeting 24.143.153.229 No additional info | {
"geo_location": "Uganda",
"device_hash": "82d1873ab9f21cc4aa619249fdc38108",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/534.7.1 (KHTML, like Gecko) Version/4.0.3 Safari/534.7.1",
"session_id": "226bd812-6aa2-4dd4-a79a-4e8fd129acfd",
"risk_score": 56.35,
"confidence": 0.07
} | 41.0.72.67 | 24.143.153.229 | ICS Attack | SIG-3565 | Malware | No additional info | ArcSight Alert: ICS Attack detected from 41.0.72.67 targeting 24.143.153.229 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
86668cd4-6615-4471-9a18-9b86b3c71c6d | 2025-04-04T11:41:26 | ai | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by jharris Unconventional IOC: ACPI table modifications noise=C05FA74D | {
"geo_location": "Bangladesh",
"device_hash": "0b9b894939b1fe464bf53c0299be510424a49f95be63f00d18e3a5c51cc82dce",
"user_agent": "Mozilla/5.0 (Android 14; Mobile; rv:33.0) Gecko/33.0 Firefox/33.0",
"session_id": "5b82ff84-2fe6-4519-b10e-3cf52260d87d",
"risk_score": 42.94,
"confidence": 0.16
} | null | null | null | null | null | Unconventional IOC: ACPI table modifications | AI system model_inversion by jharris Unconventional IOC: ACPI table modifications | model_inversion | null | null | jharris | null | null | null | null | null | null | null | null | null | null | null | null | model-806aa54a | 3a2957b58f6dc9443df2f1e9c98a7ab8ef54439d | 8e0812b4ffdf04f635ce638b686c3a19 | null | null |
c0aea306-2d5a-4fd2-9667-29a2a1ce45e0 | 2025-07-02T16:47:45 | ai | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by sbaker MITRE Technique: T1071.001 | {
"geo_location": "Jersey",
"device_hash": "212b941d12671c2ffa0b4c81bce0ccd3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; mni-IN) AppleWebKit/533.21.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6533.21.1",
"session_id": "17351424-c5d8-4210-b837-5454f19de530",
"risk_score": 89.37,
"confidence": 0.26
} | null | null | null | null | null | MITRE Technique: T1071.001 | AI system prompt_injection by sbaker MITRE Technique: T1071.001 | prompt_injection | null | null | sbaker | null | null | null | null | null | null | null | null | null | null | null | null | model-ab635d32 | 142c677d1b4f4a1ca2708d893f7900be09b579b56d112980d28f6a2d7b2e9328 | 4318fbb1a821eae37a557df2259d36716cb2234e | null | null |
2273abb6-1652-46bc-9f55-5afda8380ad1 | 2025-05-26T07:43:23 | firewall | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only DNS traffic from 156.200.56.238:206 to 150.200.153.72:533 No additional info | {
"geo_location": "Djibouti",
"device_hash": "1cced1f317f2049623626a3a35ab3f14874b1b79",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/4.0)",
"session_id": "035043d5-86ca-4cff-a9ba-7cc7714f71fd",
"risk_score": 76.87,
"confidence": 0.59
} | 156.200.56.238 | 150.200.153.72 | null | null | null | No additional info | Firewall log-only DNS traffic from 156.200.56.238:206 to 150.200.153.72:533 No additional info | log-only | 598,077 | DNS | null | null | null | null | null | null | null | null | 206 | 533 | 1,137 | null | null | null | null | null | null | null |
264b1762-7a5e-45e4-ab46-8fda94d619af | 2025-07-10T14:27:39 | cloud | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in GCP by huberemily Unconventional IOC: CPU microcode changes | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "f1d462715be758251dfeaa5b2b751fc43b21d64a6c9bb0e12584b0060bb3e51b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_1 rv:3.0; lb-LU) AppleWebKit/534.44.1 (KHTML, like Gecko) Version/4.0.4 Safari/534.44.1",
"session_id": "1d750b84-c834-4295-b536-d3a7c2ad4522",
"risk_score": 60.06,
"confidence": 0.38
} | null | null | null | null | null | Unconventional IOC: CPU microcode changes | Cloud shadow_it in GCP by huberemily Unconventional IOC: CPU microcode changes | shadow_it | null | null | huberemily | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-d1da16f2 |
4b26f5eb-7927-4828-886e-e77bbe80e3c5 | 2025-05-27T20:33:46 | firewall | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine DNS traffic from 10.235.203.160:293 to 10.19.127.113:549 No additional info | {
"geo_location": "Turkey",
"device_hash": "c5d54064e44de0697f29079aaaf79666fa7b316a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/6124-09-07 19:26:13 Firefox/3.6.19",
"session_id": "0a8da616-c8e9-42a5-8255-6d70909768a0",
"risk_score": 21.83,
"confidence": 0.59
} | 10.235.203.160 | 10.19.127.113 | null | null | null | No additional info | Firewall quarantine DNS traffic from 10.235.203.160:293 to 10.19.127.113:549 No additional info | quarantine | 594,529 | DNS | null | null | null | null | null | null | null | null | 293 | 549 | 2,858 | null | null | null | null | null | null | null |
6fa7ee1a-5543-4961-903f-191b6ecfbbee | 2025-03-12T07:26:13 | auth | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|low| desc=Auth bypass for amylane via OAuth from 121.116.86.230 No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "bec9c8eac450686022cfced9a2faf512",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/16.0.842.0 Safari/534.0",
"session_id": "bd111d34-0cf7-4214-b6be-50433e11572f",
"risk_score": 42.4,
"confidence": 0.82
} | 121.116.86.230 | null | null | null | null | No additional info | Auth bypass for amylane via OAuth from 121.116.86.230 No additional info | bypass | null | null | amylane | null | null | null | null | null | null | null | null | null | null | OAuth | 7f:8e:dd:95:1b:44 | null | null | null | null | null |
9860af62-4749-4437-8100-fa78518992fd | 2026-08-19T06:08:59 | 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: Container Escape detected from 126.161.173.204 targeting 153.61.225.209 No additional info | {
"geo_location": "French Guiana",
"device_hash": "d40deb6db6c6113fdb2fb05667643fce9b1c015e91789ad7f7259f65f15e2fd5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/3.1)",
"session_id": "cd6df458-4c00-4daa-8dd3-b3e664fd60d7",
"risk_score": 32.78,
"confidence": 0.35
} | 126.161.173.204 | 153.61.225.209 | Container Escape | SIG-7960 | Exploit | No additional info | Palo Alto Cortex Alert: Container Escape detected from 126.161.173.204 targeting 153.61.225.209 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e2860827-648d-46e0-8a61-28584525f3b0 | 2025-03-30T08:31:26 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for wnguyen via password from 58.50.150.137 No additional info | {
"geo_location": "Moldova",
"device_hash": "5662724dee49815f23b0f7225433711d4252a482",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/533.29.5 (KHTML, like Gecko) Version/4.1 Safari/533.29.5",
"session_id": "45e98621-9227-4da7-b46b-9f32d14c5cfc",
"risk_score": 74.1,
"confidence": 0.83
} | 58.50.150.137 | null | null | null | null | No additional info | Auth timeout for wnguyen via password from 58.50.150.137 No additional info | timeout | null | null | wnguyen | null | null | null | null | null | null | null | null | null | null | password | 3d:ce:bd:16:db:94 | null | null | null | null | null |
b18454cb-4305-4d7e-919a-20c6b32dd649 | 2025-01-17T06:23:32 | iot | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat battery_drain No additional info | {
"geo_location": "Jamaica",
"device_hash": "f4a6bcb5b7c31c03823413af5bbbb6c83058e052",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_1) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/25.0.821.0 Safari/536.0",
"session_id": "09b0dce5-645f-48ea-a6e1-e1392b8a7b88",
"risk_score": 28.94,
"confidence": 0.03
} | null | null | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Thermostat | iot-31aab205 | 8.8 | null | null | null | null | null | null | null | null | null | null |
d86c6401-90bc-4b60-bdec-a24f93012127 | 2025-06-28T18:04:02 | network | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 129.224.26.220 to 189.95.164.35 No additional info | {
"geo_location": "Tokelau",
"device_hash": "66059e6add7deabaf66ba0ba9fa61f23",
"user_agent": "Opera/8.46.(X11; Linux i686; nhn-MX) Presto/2.9.187 Version/10.00",
"session_id": "36afb510-6937-4880-8b07-5fa98bd5aaa3",
"risk_score": 49.69,
"confidence": 0.85
} | 129.224.26.220 | 189.95.164.35 | null | null | null | No additional info | Network data_exfiltration from 129.224.26.220 to 189.95.164.35 No additional info | data_exfiltration | 125,841 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e6289049-804f-40cf-9870-fd7d49227476 | 2025-03-05T16:23:19 | iot | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical sensor_spoofing No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "949f7959b7b83fbbcfd966fc6985e711d812735b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/535.17.3 (KHTML, like Gecko) Version/4.1 Safari/535.17.3",
"session_id": "9569c409-ddd4-48d5-9ceb-350e7051b78e",
"risk_score": 50.07,
"confidence": 0.75
} | null | null | null | null | null | No additional info | IoT device Medical sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Medical | iot-4dfc871e | 7.5 | null | null | null | null | null | null | null | null | null | null |
5b350285-7f4b-48b8-873e-718d4821de47 | 2025-04-06T03:00:08 | ids_alert | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|medium| desc=OSSEC Alert: Zero-Day Exploit detected from 112.199.10.243 targeting N/A No additional info | {
"geo_location": "Rwanda",
"device_hash": "28db1fb1bcb503d0a09d70651b4319b029b3b3c423bb5a08ecd66798af62306d",
"user_agent": "Mozilla/5.0 (Android 7.0; Mobile; rv:9.0) Gecko/9.0 Firefox/9.0",
"session_id": "1dffeaa3-881b-4541-8486-918b5bccb33a",
"risk_score": 51.6,
"confidence": 0.59
} | 112.199.10.243 | N/A | Zero-Day Exploit | SIG-3113 | Exploit | No additional info | OSSEC Alert: Zero-Day Exploit detected from 112.199.10.243 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 |
ea1008a2-a976-489e-b2b9-cd3f0e001847 | 2025-06-05T08:11:57 | network | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 48.61.175.23 to 78.226.191.118 MITRE Technique: T1053.005 | {
"geo_location": "Palau",
"device_hash": "956b89349d12babe169ccbb79cdb9374",
"user_agent": "Opera/8.75.(Windows NT 6.2; ml-IN) Presto/2.9.172 Version/10.00",
"session_id": "9100f76e-24f6-4b9e-b59f-5c0d6af3ae5f",
"risk_score": 4.05,
"confidence": 0.83
} | 48.61.175.23 | 78.226.191.118 | null | null | null | MITRE Technique: T1053.005 | Network covert_channel from 48.61.175.23 to 78.226.191.118 MITRE Technique: T1053.005 | covert_channel | 973,327 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
82ab8e77-ec0c-469f-a8a3-36125140017d | 2025-03-19T02:37:09 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only HTTPS traffic from 10.79.12.176:110 to 10.223.241.20:42833 MITRE Technique: T1134.001 | {
"geo_location": "Somalia",
"device_hash": "efe45c7fc60c7630688126830973778b",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0.2) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/16.0.870.0 Safari/536.1",
"session_id": "9fb4550c-6b75-47ed-b569-d69d43c4db94",
"risk_score": 50.17,
"confidence": 0.88
} | 10.79.12.176 | 10.223.241.20 | null | null | null | MITRE Technique: T1134.001 | Firewall log-only HTTPS traffic from 10.79.12.176:110 to 10.223.241.20:42833 MITRE Technique: T1134.001 | log-only | 529,016 | HTTPS | null | null | null | null | null | null | null | null | 110 | 42,833 | 2,387 | null | null | null | null | null | null | null |
c7204215-ac1a-4a95-8b90-0178da37a0a2 | 2025-05-24T14:32:15 | ids_alert | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|low| desc=ArcSight Alert: Credential Stuffing detected from 175.247.15.169 targeting 48.14.87.170 No additional info | {
"geo_location": "Senegal",
"device_hash": "97bf9ce3ff97afb0e5ac549062d24997c9700f96",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/534.5.1 (KHTML, like Gecko) Version/4.0.5 Safari/534.5.1",
"session_id": "9432fb27-e00d-40e3-a792-8057a7bb4ecd",
"risk_score": 90.3,
"confidence": 0.38
} | 175.247.15.169 | 48.14.87.170 | Credential Stuffing | SIG-3921 | Exploit | No additional info | ArcSight Alert: Credential Stuffing detected from 175.247.15.169 targeting 48.14.87.170 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eb96345f-b1e2-4593-bdc3-a896ecde6019 | 2025-02-09T10:14:29 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth timeout for elizabethgentry via password from 105.80.252.5 No additional info | {
"geo_location": "Rwanda",
"device_hash": "7c6d5df4b005e2939406caf0aef7eb7e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/3.1)",
"session_id": "3dd1a88f-ebda-4058-a491-82d55c68d653",
"risk_score": 66.45,
"confidence": 0.35
} | 105.80.252.5 | null | null | null | null | No additional info | Auth timeout for elizabethgentry via password from 105.80.252.5 No additional info | timeout | null | null | elizabethgentry | null | null | null | null | null | null | null | null | null | null | password | 5f:93:f9:bd:67:3a | null | null | null | null | null |
78dba34c-18e3-4fc9-a0fe-65db2be6cc7c | 2025-04-21T23:20:16 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in Azure by tammy33 No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "08d5354a8ac2eda98e850600988c62a23ddfb84c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/3.1)",
"session_id": "f066bcc8-8c56-4959-b363-898e6bbcdc5b",
"risk_score": 51.21,
"confidence": 0.37
} | null | null | null | null | null | No additional info | Cloud permission_escalation in Azure by tammy33 No additional info | permission_escalation | null | null | tammy33 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-3e40e884 |
99a49b99-cd25-41ff-b734-e9d86dd8e925 | 2025-05-21T23:56:01 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network disconnection from 58.151.66.33 to 69.165.222.234 No additional info noise=tags/blog | {
"geo_location": "Korea",
"device_hash": "f8bf7b96b8cb1c0a6ca7af487bef4da753712af1",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/31.0.841.0 Safari/531.2",
"session_id": "d305c264-bff9-4683-9c41-72a1f757a3e9",
"risk_score": 57.1,
"confidence": 0.09
} | 58.151.66.33 | 69.165.222.234 | null | null | null | No additional info | Network disconnection from 58.151.66.33 to 69.165.222.234 No additional info | disconnection | 215,964 | ICMP | null | null | null | null | {
"baseline_deviation": 2.38,
"entropy": 4.53,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
fc86ffcd-60b2-48fb-b4c7-38e5ea28e381 | 2025-06-14T01:54:57 | cloud | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in Azure by webbalexandra Associated Threat Actor: APT41 noise=E9B4CD71 | {
"geo_location": "Kuwait",
"device_hash": "250e884c502d7e9dc54758484e2ed1aec8cdff6278e6a89b545601c5056e56af",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.5) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/18.0.858.0 Safari/534.2",
"session_id": "b9a684b8-790f-4f48-a9d9-9f227a82d919",
"risk_score": 95.69,
"confidence": 0.21
} | null | null | null | null | null | Associated Threat Actor: APT41 | Cloud instance_creation in Azure by webbalexandra Associated Threat Actor: APT41 | instance_creation | null | null | webbalexandra | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-e0388dab |
de738145-bd79-47ee-9838-a0641da50be6 | 2025-05-27T23:06:26 | cloud | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in Azure by pattywalker MITRE Technique: T1486 | {
"geo_location": "New Caledonia",
"device_hash": "4384a6b50b8eb01bbaae1e3de2f70886b4493116",
"user_agent": "Opera/8.52.(X11; Linux x86_64; bhb-IN) Presto/2.9.164 Version/10.00",
"session_id": "80ff679f-a421-4347-bd5a-3fb64ad070b2",
"risk_score": 45.45,
"confidence": 0.22
} | null | null | null | null | null | MITRE Technique: T1486 | Cloud crypto_mining in Azure by pattywalker MITRE Technique: T1486 | crypto_mining | null | null | pattywalker | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-309ff518 |
a3006d3f-8a58-4903-b32f-7d9e483c8cfa | 2025-02-26T04:56:17 | firewall | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall deny HTTPS traffic from 94.75.145.173:57685 to 165.87.97.83:188 MITRE Technique: T1218.011 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Kiribati",
"device_hash": "7a566a6b53c3f9d77c9f474948acba75786cc1f8",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_5) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/16.0.827.0 Safari/532.1",
"session_id": "cb35ba19-0d01-4f9a-a008-bc0eed26a33e",
"risk_score": 55.16,
"confidence": 0.82
} | 94.75.145.173 | 165.87.97.83 | null | null | null | MITRE Technique: T1218.011 | Unconventional IOC: Unusual DNS TXT records | Firewall deny HTTPS traffic from 94.75.145.173:57685 to 165.87.97.83:188 MITRE Technique: T1218.011 | Unconventional IOC: Unusual DNS TXT records | deny | 387,032 | HTTPS | null | null | null | null | {
"baseline_deviation": 2.05,
"entropy": 2.68,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 57,685 | 188 | 891 | null | null | null | null | null | null | null |
b9e292e3-7336-4b7f-82a9-e5bac1b1576c | 2025-04-03T14:33:25 | cloud | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in GCP by hawkinsfrank No additional info | {
"geo_location": "Sri Lanka",
"device_hash": "ade0f8cdae5c196569520f07745ab996",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_1; rv:1.9.4.20) Gecko/5464-08-16 04:33:03 Firefox/10.0",
"session_id": "9e074d03-752a-43fc-a08d-74773d148e6f",
"risk_score": 29.98,
"confidence": 0.63
} | null | null | null | null | null | No additional info | Cloud container_escape in GCP by hawkinsfrank No additional info | container_escape | null | null | hawkinsfrank | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-ad154f42 |
7d2b3e9e-0dee-4d67-acb6-43ddc074ba3d | 2025-05-09T14:28:39 | ai | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|low| desc=AI system membership_inference by christy45 No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "d40cf474f545206f35c352f7398d49586773082f",
"user_agent": "Mozilla/5.0 (Android 4.3.1; Mobile; rv:66.0) Gecko/66.0 Firefox/66.0",
"session_id": "308f8e67-8948-4773-a776-abaacf47aa40",
"risk_score": 21,
"confidence": 0.51
} | null | null | null | null | null | No additional info | AI system membership_inference by christy45 No additional info | membership_inference | null | null | christy45 | null | null | null | null | null | null | null | null | null | null | null | null | model-5c886d88 | 9614102db89772d3b1c9726da7783447 | 8aff5276b62d8f21fa061ff4ea0ccaa08e1797789f801ae3f92de330b9a7dc46 | null | null |
b6be6fa4-466b-431d-83b9-ae8c3911c266 | 2025-06-06T13:07:03 | ids_alert | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|low| desc=Snort Alert: Port Scan detected from 213.229.144.50 targeting 191.155.215.61 Associated Threat Actor: Cobalt Group | {
"geo_location": "Cameroon",
"device_hash": "371d74c9e37893639b713afcf0282be9",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/5549-04-27 21:08:07 Firefox/4.0",
"session_id": "597632ca-9b7b-4769-9fc6-0c9195f64f0a",
"risk_score": 68.28,
"confidence": 0.15
} | 213.229.144.50 | 191.155.215.61 | Port Scan | SIG-6553 | Exploit | Associated Threat Actor: Cobalt Group | Snort Alert: Port Scan detected from 213.229.144.50 targeting 191.155.215.61 Associated Threat Actor: Cobalt Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
85f9a858-fbab-4e79-ad5e-b6d3b7f59622 | 2025-04-20T10:40:59 | ids_alert | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Vectra AI Alert: AI Model Poisoning detected from 173.127.106.91 targeting 184.28.89.165 Associated Threat Actor: Wizard Spider | {
"geo_location": "Bhutan",
"device_hash": "bbf340fd4be6f79115459cd772bb5f43",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_4) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/31.0.865.0 Safari/536.1",
"session_id": "828c93fa-1477-4c46-9b42-6fdf05507e88",
"risk_score": 49.94,
"confidence": 0.99
} | 173.127.106.91 | 184.28.89.165 | AI Model Poisoning | SIG-9261 | Malware | Associated Threat Actor: Wizard Spider | Vectra AI Alert: AI Model Poisoning detected from 173.127.106.91 targeting 184.28.89.165 Associated Threat Actor: Wizard Spider | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
004a154f-de5d-45d8-8666-8b3b1dacf3b4 | 2025-05-13T23:16:31 | firewall | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|high| desc=Firewall inspect DNS traffic from 52.24.89.59:124 to 62.64.196.53:166 No additional info | {
"geo_location": "Croatia",
"device_hash": "94ed92a3648e56b18f6cfaed62b5a80ea30d2673",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_4 rv:3.0; ug-CN) AppleWebKit/533.24.1 (KHTML, like Gecko) Version/5.1 Safari/533.24.1",
"session_id": "6cba391c-5ec3-4a88-8a46-1498e9f1360d",
"risk_score": 41.27,
"confidence": 0.75
} | 52.24.89.59 | 62.64.196.53 | null | null | null | No additional info | Firewall inspect DNS traffic from 52.24.89.59:124 to 62.64.196.53:166 No additional info | inspect | 754,989 | DNS | null | null | null | null | null | null | null | null | 124 | 166 | 1,715 | null | null | null | null | null | null | null |
4eba85dc-99c4-478a-bc5e-5909149e2ecb | 2025-02-21T04:20:29 | firewall | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|high| desc=Firewall deny UDP traffic from 42.157.245.110:758 to 105.134.185.157:41 No additional info | {
"geo_location": "Austria",
"device_hash": "6ccb7748fca0a4eb6ab05b2b578baf5190d6cae951652fbf5788810ceb1f163e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/533.19.6 (KHTML, like Gecko) Version/4.0.1 Safari/533.19.6",
"session_id": "e04f47c0-fca8-42fb-a678-de4a3ac16665",
"risk_score": 32.17,
"confidence": 0.16
} | 42.157.245.110 | 105.134.185.157 | null | null | null | No additional info | Firewall deny UDP traffic from 42.157.245.110:758 to 105.134.185.157:41 No additional info | deny | 263,554 | UDP | null | null | null | null | null | null | null | null | 758 | 41 | 2,192 | null | null | null | null | null | null | null |
f693ddee-5437-4d36-ac56-8c600ce7ba13 | 2025-02-04T11:33:56 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection /among/eat.html by piercemichele MITRE Technique: T1204.002 | {
"geo_location": "Honduras",
"device_hash": "220a58b679900e4a919933bc6d859758",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/39.0.825.0 Safari/535.1",
"session_id": "7daf51cb-ee76-4022-b3ac-d691f20b2aca",
"risk_score": 72.72,
"confidence": 0.61
} | null | null | null | null | null | MITRE Technique: T1204.002 | Endpoint memory_injection /among/eat.html by piercemichele MITRE Technique: T1204.002 | memory_injection | null | null | piercemichele | /among/eat.html | 1,836 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0b1e6fa4-9fea-421a-9fcf-c997565cb431 | 2025-01-15T23:50:26 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 210.182.232.202 to 68.79.161.151 No additional info | {
"geo_location": "Ghana",
"device_hash": "0d6b6a7ffb28f56552a49f2af25b0f4220f047db",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; sq-AL) AppleWebKit/532.1.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6532.1.1",
"session_id": "b0a826fa-c5fa-41eb-aeb7-d81ee04a26ef",
"risk_score": 24.53,
"confidence": 0.72
} | 210.182.232.202 | 68.79.161.151 | null | null | null | No additional info | Network data_exfiltration from 210.182.232.202 to 68.79.161.151 No additional info | data_exfiltration | 132,068 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
40015690-d9a0-488d-a3ac-3c9f7273af2d | 2025-06-30T03:53:14 | ids_alert | Wazuh v4.5.0 | emergency | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=Wazuh Alert: DDoS detected from 197.94.200.246 targeting 28.90.168.138 No additional info | {
"geo_location": "Moldova",
"device_hash": "89de816bb0970e7487cb29a623284d784f5380c5",
"user_agent": "Opera/8.65.(X11; Linux i686; szl-PL) Presto/2.9.166 Version/12.00",
"session_id": "86c6b093-cd4e-42b4-bfe9-a8f6f81b612a",
"risk_score": 24.87,
"confidence": 0.92
} | 197.94.200.246 | 28.90.168.138 | DDoS | SIG-9886 | Exploit | No additional info | Wazuh Alert: DDoS detected from 197.94.200.246 targeting 28.90.168.138 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1c1e4a7e-a8bc-4394-b871-f03444b74114 | 2025-02-05T07:44:46 | firewall | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny ICMP traffic from 51.249.205.165:897 to 187.111.114.192:524 No additional info | {
"geo_location": "Russia",
"device_hash": "83dc1808727704e770f4cd0c891ab486a525e004204f4b73c77e31fb33b09ab3",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_8 rv:5.0; doi-IN) AppleWebKit/533.4.3 (KHTML, like Gecko) Version/5.0.5 Safari/533.4.3",
"session_id": "6bee7659-40ef-4d98-8d7f-bafee7171f7a",
"risk_score": 70.73,
"confidence": 0.72
} | 51.249.205.165 | 187.111.114.192 | null | null | null | No additional info | Firewall deny ICMP traffic from 51.249.205.165:897 to 187.111.114.192:524 No additional info | deny | 769,802 | ICMP | null | null | null | null | null | null | null | null | 897 | 524 | 3,360 | null | null | null | null | null | null | null |
9c8a365c-69f5-468c-92d8-a0a825f89f35 | 2025-02-09T21:41:21 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny ICMP traffic from 88.164.251.49:969 to 191.105.73.106:456 No additional info | {
"geo_location": "Saint Martin",
"device_hash": "5c1a6353c7c04bb0eef35fc47308915a8b52d073233539d1ed813f69d4a0ef7b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/4.1)",
"session_id": "99fbc283-e29a-4ecb-810e-a971dba839a8",
"risk_score": 100,
"confidence": 0.03
} | 88.164.251.49 | 191.105.73.106 | null | null | null | No additional info | Firewall deny ICMP traffic from 88.164.251.49:969 to 191.105.73.106:456 No additional info | deny | 53,269 | ICMP | null | null | null | null | null | null | null | null | 969 | 456 | 2,868 | null | null | null | null | null | null | null |
86035e77-103d-49eb-9d2e-6d660970d175 | 2025-02-03T14:51:06 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth locked for robinlucas via OAuth from 150.111.205.101 No additional info noise=UmVzcG9uZC4= | {
"geo_location": "El Salvador",
"device_hash": "928194f0625457189220293951a623076986a57d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_1 rv:6.0; ms-MY) AppleWebKit/534.46.5 (KHTML, like Gecko) Version/5.0.4 Safari/534.46.5",
"session_id": "08778b2e-2191-46d6-a444-61ebf9509c03",
"risk_score": 40.68,
"confidence": 0.96
} | 150.111.205.101 | null | null | null | null | No additional info | Auth locked for robinlucas via OAuth from 150.111.205.101 No additional info | locked | null | null | robinlucas | null | null | null | null | null | null | null | null | null | null | OAuth | 52:b2:0a:98:71:46 | null | null | null | null | null |
6998495b-fc4f-4ee0-9129-74d7c427f09e | 2025-03-17T04:22:47 | network | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 165.43.117.17 to 138.204.187.146 No additional info | {
"geo_location": "Ecuador",
"device_hash": "035f30c5e4db48e7fe6c72ff8039d482f0896ed7d8ff8450d761c168bb81b9aa",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/5.1)",
"session_id": "227e7ed2-4aca-4065-8f77-844742053a10",
"risk_score": 50.8,
"confidence": 0.14
} | 165.43.117.17 | 138.204.187.146 | null | null | null | No additional info | Network covert_channel from 165.43.117.17 to 138.204.187.146 No additional info | covert_channel | 324,457 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
94dd3b3e-9ca6-4050-b6b5-121485a16578 | 2025-07-08T17:22:04 | network | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 150.236.126.191 to 139.68.55.6 MITRE Technique: T1543.003 | Associated Threat Actor: Lazarus Group | {
"geo_location": "Myanmar",
"device_hash": "7fc355e55e163da0002282e43f0b65150d5c29220c2a5d9fb0f40cc8826072b5",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/7139-02-21 15:51:09 Firefox/3.8",
"session_id": "d6d6d7f1-ce5e-41d0-8af9-56f58d02f7a0",
"risk_score": 77.12,
"confidence": 0.05
} | 150.236.126.191 | 139.68.55.6 | null | null | null | MITRE Technique: T1543.003 | Associated Threat Actor: Lazarus Group | Network bandwidth_usage from 150.236.126.191 to 139.68.55.6 MITRE Technique: T1543.003 | Associated Threat Actor: Lazarus Group | bandwidth_usage | 512,452 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3deefd7a-9a96-4d28-bf3a-b1897255cee7 | 2025-03-09T20:19:51 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth locked for donaldsonmegan via key from 188.208.206.121 No additional info noise=read|likely|while | {
"geo_location": "Norway",
"device_hash": "79bf9b230971fcc3f80712b5b68f2567",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_7 rv:5.0; hr-HR) AppleWebKit/531.44.5 (KHTML, like Gecko) Version/4.0.4 Safari/531.44.5",
"session_id": "4d064b2f-ab3d-48ba-8b62-b96d0c3daace",
"risk_score": 48.42,
"confidence": 0.91
} | 188.208.206.121 | null | null | null | null | No additional info | Auth locked for donaldsonmegan via key from 188.208.206.121 No additional info | locked | null | null | donaldsonmegan | null | null | null | null | null | null | null | null | null | null | key | a9:89:2a:27:28:f8 | null | null | null | null | null |
a1afa1a1-cc69-4269-801e-9a18c8daad5b | 2025-02-09T13:24:55 | endpoint | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec pull by hjuarez No additional info | {
"geo_location": "Peru",
"device_hash": "f7984ea08c0ae4799de8c7e2ec1be159c5893765459baedc983f9cbb559c8a57",
"user_agent": "Opera/8.66.(Windows 98; lij-IT) Presto/2.9.181 Version/10.00",
"session_id": "15f91d6f-5629-482d-86f4-1f52104c44f6",
"risk_score": 45.07,
"confidence": 0.59
} | null | null | null | null | null | No additional info | Endpoint powershell_exec pull by hjuarez No additional info | powershell_exec | null | null | hjuarez | pull | 4,913 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
15a3e1bb-8aca-4f88-81c5-2ed82fed53a2 | 2025-06-04T00:08:15 | endpoint | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec /its/certainly.txt by marciapeters MITRE Technique: T1204.002 | {
"geo_location": "Tuvalu",
"device_hash": "19c1536a252e759b87581f190d4c50bdfaae4ae96d957edb315eae7a8b7c1850",
"user_agent": "Mozilla/5.0 (Android 2.2.2; Mobile; rv:10.0) Gecko/10.0 Firefox/10.0",
"session_id": "fc5e9b07-4bc8-4436-b3d9-c519cb139a67",
"risk_score": 64.62,
"confidence": 0.21
} | null | null | null | null | null | MITRE Technique: T1204.002 | Endpoint wmi_exec /its/certainly.txt by marciapeters MITRE Technique: T1204.002 | wmi_exec | null | null | marciapeters | /its/certainly.txt | 2,142 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9205c99b-a7d9-44d7-bfcb-7d877f45c96d | 2025-03-23T03:39:34 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth success for oconnorangela via MFA from 169.217.191.214 Unconventional IOC: CPU microcode changes | {
"geo_location": "Faroe Islands",
"device_hash": "112cbed46682b8cf95ae73442e9f4010",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/60.0.847.0 Safari/531.2",
"session_id": "0896e758-dd7e-4886-b555-ebd701720d4c",
"risk_score": 40.3,
"confidence": 0.46
} | 169.217.191.214 | null | null | null | null | Unconventional IOC: CPU microcode changes | Auth success for oconnorangela via MFA from 169.217.191.214 Unconventional IOC: CPU microcode changes | success | null | null | oconnorangela | null | null | null | null | null | null | null | null | null | null | MFA | 98:9a:7b:62:69:6f | null | null | null | null | null |
31efb82a-fc14-41f8-a8c6-3a2356326520 | 2025-06-05T22:54:19 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task /goal/size.avi by ecastillo Associated Threat Actor: Sandworm Team | {
"geo_location": "Chile",
"device_hash": "9aaab42006c84ca8f6e4aa926e5e6ffa",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; sat-IN) AppleWebKit/535.13.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6535.13.4",
"session_id": "748a74a7-13d7-4165-8166-0fa976146319",
"risk_score": 67.8,
"confidence": 0.31
} | null | null | null | null | null | Associated Threat Actor: Sandworm Team | Endpoint scheduled_task /goal/size.avi by ecastillo Associated Threat Actor: Sandworm Team | scheduled_task | null | null | ecastillo | /goal/size.avi | 8,634 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7e0c44ac-2faf-4f92-8135-42c3e63e7498 | 2025-02-13T23:43:18 | cloud | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in Alibaba by pjohnston No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "02fa6a276a45f72e39f746c14bf0cd8b",
"user_agent": "Opera/8.49.(Windows NT 4.0; sd-IN) Presto/2.9.190 Version/12.00",
"session_id": "7cf5b1ef-4de2-4c2a-adc2-d3b40b253078",
"risk_score": 16.94,
"confidence": 0.29
} | null | null | null | null | null | No additional info | Cloud api_abuse in Alibaba by pjohnston No additional info | api_abuse | null | null | pjohnston | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-676e9d07 |
f2ed2ee6-2f38-4193-b579-cddceca73027 | 2025-01-18T11:22:20 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task into by johnmathews MITRE Technique: T1574.002 | {
"geo_location": "French Southern Territories",
"device_hash": "175928a60a192a92b947a496f447df28dc909ce42f2eff695d572c211abde9b7",
"user_agent": "Opera/8.77.(Windows NT 6.0; niu-NU) Presto/2.9.181 Version/10.00",
"session_id": "4c15b749-e106-439c-9ae2-286fa8b3de95",
"risk_score": 49.67,
"confidence": 0.22
} | null | null | null | null | null | MITRE Technique: T1574.002 | Endpoint scheduled_task into by johnmathews MITRE Technique: T1574.002 | scheduled_task | null | null | johnmathews | into | 6,805 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a4965e45-cf4b-46f2-88ff-cc5e06441794 | 2025-05-26T22:15:54 | endpoint | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start stage by ireyes MITRE Technique: T1053.005 | {
"geo_location": "Azerbaijan",
"device_hash": "9f049f1402639179b78576a652b3f0c068cef9bf",
"user_agent": "Mozilla/5.0 (Android 14; Mobile; rv:61.0) Gecko/61.0 Firefox/61.0",
"session_id": "4b9f0d10-cbb6-4d65-aaa6-45b72532d6cf",
"risk_score": 28.3,
"confidence": 0.76
} | null | null | null | null | null | MITRE Technique: T1053.005 | Endpoint process_start stage by ireyes MITRE Technique: T1053.005 | process_start | null | null | ireyes | stage | 3,188 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5174cee8-1415-4f2e-8c7c-3a45cf37e956 | 2025-05-26T03:39:05 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for toni64 via key from 194.71.90.170 No additional info | {
"geo_location": "Zimbabwe",
"device_hash": "82baf4da80b7f46a8b581e7440bfe277662bf858",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/535.11.6 (KHTML, like Gecko) Version/5.0.2 Safari/535.11.6",
"session_id": "da413269-c996-4960-83cc-736d832b1f72",
"risk_score": 31.16,
"confidence": 0.98
} | 194.71.90.170 | null | null | null | null | No additional info | Auth bypass for toni64 via key from 194.71.90.170 No additional info | bypass | null | null | toni64 | null | null | null | null | null | null | null | null | null | null | key | b9:98:eb:37:1a:25 | null | null | null | null | null |
b20e5cce-77fc-44e5-82b8-7bd56f8feb6f | 2025-03-23T11:05:58 | network | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|high| desc=Network beaconing from 146.64.61.219 to 162.159.70.67 No additional info | {
"geo_location": "United States of America",
"device_hash": "b86d9d8e35e85bc7420b4e98130cf9d124bbd33240bf7d2e5b484c30cd579cf8",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_9; rv:1.9.6.20) Gecko/4610-11-09 14:54:36 Firefox/5.0",
"session_id": "9b2f6ff8-d3e4-4aa7-bbef-1370879ae824",
"risk_score": 23.79,
"confidence": 1
} | 146.64.61.219 | 162.159.70.67 | null | null | null | No additional info | Network beaconing from 146.64.61.219 to 162.159.70.67 No additional info | beaconing | 484,301 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
90e1c8a7-407c-49d9-9663-32930143f5a3 | 2025-05-20T00:36:01 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop /like/try.docx by marshallgregory No additional info | {
"geo_location": "Honduras",
"device_hash": "3b750ea916229aeb7ec8d679a96bd880",
"user_agent": "Opera/8.82.(X11; Linux i686; sd-PK) Presto/2.9.189 Version/12.00",
"session_id": "69962480-e62e-43f5-9383-f0b69618fe22",
"risk_score": 36.64,
"confidence": 0.85
} | null | null | null | null | null | No additional info | Endpoint process_stop /like/try.docx by marshallgregory No additional info | process_stop | null | null | marshallgregory | /like/try.docx | 7,683 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a9d7609c-934d-4f0b-b75a-5f1e13d449e0 | 2025-05-19T07:28:51 | ai | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by michaelroach No additional info | {
"geo_location": "French Polynesia",
"device_hash": "4206c53335265d588063b8cb7171898e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/3.1)",
"session_id": "8ae72354-a033-49a5-97a2-b80770484785",
"risk_score": 22.16,
"confidence": 0.88
} | null | null | null | null | null | No additional info | AI system fine_tuning by michaelroach No additional info | fine_tuning | null | null | michaelroach | null | null | null | {
"baseline_deviation": 2.74,
"entropy": 7.06,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-fac15760 | c9b594c6d74ad96acf0a13971dd72057003cc6f49f83e1501b9dcbe4fa604bf7 | 93c066a7d88378acdca3097d5828ba84d54b9afa | null | null |
f9f8bc47-13b8-41fd-ad97-da1679e3dff4 | 2025-06-16T06:18:38 | cloud | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|low| desc=Cloud config_change in Alibaba by rebecca94 No additional info | {
"geo_location": "Greenland",
"device_hash": "b2591a9183e28a4176415add02d4afd0",
"user_agent": "Opera/9.85.(X11; Linux i686; mag-IN) Presto/2.9.163 Version/11.00",
"session_id": "05768eeb-70ba-4cb7-86da-955f32b5e966",
"risk_score": 46.64,
"confidence": 0.67
} | null | null | null | null | null | No additional info | Cloud config_change in Alibaba by rebecca94 No additional info | config_change | null | null | rebecca94 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-c6e73013 |
02935824-601d-4758-8d3e-71e6007adcbc | 2025-06-08T21:16:14 | ids_alert | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|medium| desc=Splunk Alert: Zero-Day Exploit detected from 93.6.158.12 targeting 207.76.237.161 MITRE Technique: T1059.005 | Unconventional IOC: Unusual DNS TXT records noise=RGViYXRlLg== | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "b25ed4572ccb7a9ab20ca003ffe501dae267c6f246c0c5a51d87ee8eb45198a8",
"user_agent": "Opera/9.87.(Windows 98; Win 9x 4.90; mr-IN) Presto/2.9.173 Version/10.00",
"session_id": "4aa54a58-81a9-4e04-97d9-04de3d00dcf7",
"risk_score": 68.25,
"confidence": 0.73
} | 93.6.158.12 | 207.76.237.161 | Zero-Day Exploit | SIG-6395 | Recon | MITRE Technique: T1059.005 | Unconventional IOC: Unusual DNS TXT records | Splunk Alert: Zero-Day Exploit detected from 93.6.158.12 targeting 207.76.237.161 MITRE Technique: T1059.005 | Unconventional IOC: Unusual DNS TXT records | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fe5e00a7-e9ce-42bb-827b-a8686ec5db7c | 2025-03-04T18:23:11 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system model_inversion by terri51 No additional info | {
"geo_location": "Guam",
"device_hash": "871e664be705659c19c979ce6facfe7724d1da626ed87662bd03d45d8fcd05ee",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/6523-07-30 17:11:08 Firefox/3.6.3",
"session_id": "1667676a-ad83-4f7a-ba73-0c94e10379b5",
"risk_score": 46.72,
"confidence": 0.44
} | null | null | null | null | null | No additional info | AI system model_inversion by terri51 No additional info | model_inversion | null | null | terri51 | null | null | null | null | null | null | null | null | null | null | null | null | model-03b41669 | 3206c3e3d5ae7a483b1b6858804b2eee | 89d81983d54833fe9af4675976f3bfe8776815419fdbc1da9f814b6ef8c0994d | null | null |
85b1f4df-5af3-46d3-ab7f-0373a7cef44f | 2025-03-26T00:22:09 | ids_alert | QRadar v7.5.0 | emergency | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=QRadar Alert: Container Escape detected from 166.133.98.91 targeting 102.223.64.36 No additional info | {
"geo_location": "Venezuela",
"device_hash": "71e6f0248fc1ab915e54a0315b8ef00f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_9 rv:5.0; ln-CD) AppleWebKit/532.15.1 (KHTML, like Gecko) Version/4.0.4 Safari/532.15.1",
"session_id": "df77beff-2bbe-4cbb-b133-2d666003d238",
"risk_score": 70.87,
"confidence": 0.01
} | 166.133.98.91 | 102.223.64.36 | Container Escape | SIG-7938 | Exploit | No additional info | QRadar Alert: Container Escape detected from 166.133.98.91 targeting 102.223.64.36 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b7c1acbe-1dd2-4cf0-a87d-f44d9f76d941 | 2025-04-01T07:01:08 | iot | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "1d9685d06befff9d2fc9a740cbd806dd13dd0f3934d78ea286f1c1e39c46ba0f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/4.1)",
"session_id": "03d2715a-b3c3-4113-bd23-4bde04360eb7",
"risk_score": 65.08,
"confidence": 0.18
} | null | null | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | HVAC | iot-76c0aac6 | 3.4 | null | null | null | null | null | null | null | null | null | null |
0fc6a8bc-aeca-47a3-b619-b0435e111b2e | 2026-08-07T11:00:20 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth failed for hsmith via biometric from 10.148.206.96 MITRE Technique: T1486 noise=posts | {
"geo_location": "Canada",
"device_hash": "6dbb6457fc714d07869c4560764fe385",
"user_agent": "Opera/8.16.(X11; Linux x86_64; sid-ET) Presto/2.9.187 Version/12.00",
"session_id": "7f245261-5704-4493-88d6-2f7360227cb0",
"risk_score": 33.29,
"confidence": 0.84
} | 10.148.206.96 | null | null | null | null | MITRE Technique: T1486 | Auth failed for hsmith via biometric from 10.148.206.96 MITRE Technique: T1486 | failed | null | null | hsmith | null | null | null | null | null | null | null | null | null | null | biometric | 75:94:7f:3f:3e:3b | null | null | null | null | null |
1416b0c5-712b-44d1-82c0-f0a7132a3839 | 2025-03-07T00:52:09 | auth | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for whitney78 via OAuth from 218.113.203.216 No additional info | {
"geo_location": "North Korea",
"device_hash": "f5061a1f61bddafe91ff79000ab2b728426da687",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/31.0.823.0 Safari/535.0",
"session_id": "884dab32-7977-4003-8030-1b4c46820f44",
"risk_score": 45.42,
"confidence": 0.8
} | 218.113.203.216 | null | null | null | null | No additional info | Auth timeout for whitney78 via OAuth from 218.113.203.216 No additional info | timeout | null | null | whitney78 | null | null | null | null | null | null | null | null | null | null | OAuth | d7:6b:82:49:b2:43 | null | null | null | null | null |
9a20bc13-da46-4673-b0fa-b09f7d7c3dc7 | 2025-02-28T15:25:30 | ai | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|high| desc=AI system model_access by stephanie78 MITRE Technique: T1134.001 | Associated Threat Actor: Equation Group | {
"geo_location": "Chad",
"device_hash": "ece907b239551ae142fccdf0cc0304d5393e820785b87912c2378c313aa379a3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/5.1)",
"session_id": "6524ec90-84f8-48a0-b50d-5927c52b7390",
"risk_score": 24.5,
"confidence": 0.65
} | null | null | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: Equation Group | AI system model_access by stephanie78 MITRE Technique: T1134.001 | Associated Threat Actor: Equation Group | model_access | null | null | stephanie78 | null | null | null | null | null | null | null | null | null | null | null | null | model-ebb3d990 | b51588856d0a9e98419c4cd4b1a85bb5 | 04e9db21a579f21ddc3dc09d24dd5e5d | null | null |
bc7a4c22-66a6-4593-a429-354a93d9d9b8 | 2025-04-19T20:49:00 | cloud | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Alibaba by davidrivera No additional info | {
"geo_location": "Niue",
"device_hash": "f74b381490f550c25b1eca86b489c4c518d281fae04dba391bfa1f859d97be96",
"user_agent": "Opera/8.83.(Windows NT 6.0; th-TH) Presto/2.9.172 Version/11.00",
"session_id": "ddceb6e5-143b-4dc7-a95c-64a116ef6677",
"risk_score": 54.82,
"confidence": 0.82
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Alibaba by davidrivera No additional info | lambda_execution | null | null | davidrivera | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-612c8e76 |
34929368-d317-4704-a5fb-967c06df6d44 | 2025-03-04T19:28:32 | endpoint | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change /audience/lot.json by singletonkimberly MITRE Technique: T1134.001 noise=C73696A5 | {
"geo_location": "Philippines",
"device_hash": "d9a9b42a3f7c9baf657a97ca713df35d6c1551cc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.0)",
"session_id": "436d6e05-94de-4f20-92a5-a21ef02ce9dc",
"risk_score": 0,
"confidence": 0.6
} | null | null | null | null | null | MITRE Technique: T1134.001 | Endpoint registry_change /audience/lot.json by singletonkimberly MITRE Technique: T1134.001 | registry_change | null | null | singletonkimberly | /audience/lot.json | 7,969 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
35e6dee4-8989-48f5-8111-d2628ed7c150 | 2025-04-26T11:55:54 | firewall | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect TCP traffic from 129.42.235.22:52679 to 81.27.119.27:862 No additional info | {
"geo_location": "San Marino",
"device_hash": "9346449b8e02b4206d995091e35f76c56d473263",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/48.0.891.0 Safari/531.0",
"session_id": "548f3e58-5c36-431c-8faa-b2c4b7bc1a40",
"risk_score": 57.07,
"confidence": 0.67
} | 129.42.235.22 | 81.27.119.27 | null | null | null | No additional info | Firewall inspect TCP traffic from 129.42.235.22:52679 to 81.27.119.27:862 No additional info | inspect | 549,112 | TCP | null | null | null | null | null | null | null | null | 52,679 | 862 | 1,651 | null | null | null | null | null | null | null |
dc21488f-6468-4f1a-b3f9-e2fc7cb23500 | 2025-03-02T02:24:53 | iot | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "0bedfd52ed08153c0a19ba5e9cdee890",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/12.9n6026.0 Mobile/46O152 Safari/532.2",
"session_id": "2d15d55f-63e3-4312-8f6e-b84ba4423816",
"risk_score": 0,
"confidence": 0.5
} | null | null | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | command_injection | null | null | null | null | null | null | null | Thermostat | iot-0dcd7d4e | 5.0 | null | null | null | null | null | null | null | null | null | null |
0309fdb9-c5e1-4795-9b9b-ed2acbab88b9 | 2025-06-20T06:25:42 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: Port Scan detected from 174.75.162.159 targeting 171.101.120.150 No additional info | {
"geo_location": "Lithuania",
"device_hash": "67d0d7fb4e0e5753cdca70f7a80c79bf",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2_1 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/15.8e3443.0 Mobile/83X786 Safari/531.0",
"session_id": "fc35b6de-ad1f-402e-9fda-be9f155a525f",
"risk_score": 69.31,
"confidence": 0.96
} | 174.75.162.159 | 171.101.120.150 | Port Scan | SIG-6902 | Exploit | No additional info | Tanium Alert: Port Scan detected from 174.75.162.159 targeting 171.101.120.150 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4d66dcb1-a2db-468c-ab16-036b6e9555b2 | 2025-04-06T13:36:23 | ids_alert | QRadar v7.5.0 | emergency | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=QRadar Alert: MFA Bypass detected from 48.52.39.119 targeting 199.74.70.235 MITRE Technique: T1204.002 | {
"geo_location": "Moldova",
"device_hash": "67690554d5e960b0df3d4338b54fb0a60494c47dfa84b47753f4f0222e63da1b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_1_3 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/33.0.856.0 Mobile/83F430 Safari/531.1",
"session_id": "648b205f-a6e1-4f3e-878f-a0f41e7f96e5",
"risk_score": 51.53,
"confidence": 0.32
} | 48.52.39.119 | 199.74.70.235 | MFA Bypass | SIG-7342 | Evasion | MITRE Technique: T1204.002 | QRadar Alert: MFA Bypass detected from 48.52.39.119 targeting 199.74.70.235 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 |
5c01ae8f-dceb-4db5-8128-dfa84131cfdc | 2025-01-28T18:46:04 | firewall | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny SMB traffic from 128.140.247.125:647 to 143.35.126.63:843 No additional info | {
"geo_location": "Mozambique",
"device_hash": "62b3e7be889fcb2c11a09849bb779a95fc855acc9e740d65c1cd7a208194e727",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.6) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/53.0.876.0 Safari/535.1",
"session_id": "9727193a-b166-4bf4-b554-4279d7d3f9bf",
"risk_score": 38.94,
"confidence": 0.73
} | 128.140.247.125 | 143.35.126.63 | null | null | null | No additional info | Firewall deny SMB traffic from 128.140.247.125:647 to 143.35.126.63:843 No additional info | deny | 377,682 | SMB | null | null | null | null | null | null | null | null | 647 | 843 | 324 | null | null | null | null | null | null | null |
2cb831a6-1221-4f97-923c-d6053ad9688a | 2025-03-10T19:46:36 | network | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 202.222.15.105 to 165.188.166.213 MITRE Technique: T1059.001 | {
"geo_location": "Burundi",
"device_hash": "1698ec43e2c8f186c7c4d07f3570d3455aff479d0e97cff390039e0054f9a16b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; so-SO) AppleWebKit/535.40.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6535.40.4",
"session_id": "9c591454-4573-4e2e-a63c-43fb18a90cde",
"risk_score": 96.32,
"confidence": 0.63
} | 202.222.15.105 | 165.188.166.213 | null | null | null | MITRE Technique: T1059.001 | Network latency_spike from 202.222.15.105 to 165.188.166.213 MITRE Technique: T1059.001 | latency_spike | 225,321 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bcee2e01-8002-4ddc-bfd1-2f6ee6b369ff | 2026-10-27T21:55:36 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth success for tracey88 via OAuth from 97.185.235.241 No additional info | {
"geo_location": "North Macedonia",
"device_hash": "995dc953bf5f39e12abf88ba4f9e9827ab4f71a0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; szl-PL) AppleWebKit/532.43.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6532.43.7",
"session_id": "9b3acead-91f6-4c1f-a30f-6e41c524d445",
"risk_score": 54.56,
"confidence": 0.01
} | 97.185.235.241 | null | null | null | null | No additional info | Auth success for tracey88 via OAuth from 97.185.235.241 No additional info | success | null | null | tracey88 | null | null | null | null | null | null | null | null | null | null | OAuth | a1:31:47:a0:b0:5c | null | null | null | null | null |
0f65a848-0ff9-45f2-88f6-2b7ccd451c96 | 2025-06-26T22:32:07 | network | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 34.236.179.149 to 104.176.158.247 No additional info | {
"geo_location": "Gibraltar",
"device_hash": "5c5b1a5dffb930893edf0b8e3875d2fdff6e732a",
"user_agent": "Opera/9.53.(Windows NT 6.2; bs-BA) Presto/2.9.183 Version/10.00",
"session_id": "b9c18ff7-da0e-4cc5-8934-6c7ff4a07bba",
"risk_score": 80.2,
"confidence": 0.66
} | 34.236.179.149 | 104.176.158.247 | null | null | null | No additional info | Network bandwidth_usage from 34.236.179.149 to 104.176.158.247 No additional info | bandwidth_usage | 692,747 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e690ca0c-26c8-4b59-ab29-1dc1f5500a59 | 2025-05-10T06:02:20 | endpoint | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install /product/occur.wav by yhenderson No additional info | {
"geo_location": "Chad",
"device_hash": "86396d880ad16857b7e910b0561f0566ae083f35",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/63.0.829.0 Safari/532.1",
"session_id": "ebb66b60-e671-4e95-aea3-1ec246f4f7ce",
"risk_score": 31.46,
"confidence": 0.01
} | null | null | null | null | null | No additional info | Endpoint service_install /product/occur.wav by yhenderson No additional info | service_install | null | null | yhenderson | /product/occur.wav | 5,132 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
630e403e-6d8c-4bb6-95ee-8b60052dddfa | 2025-06-28T20:47:16 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for gilmoreerin via OAuth from 205.154.15.175 Associated Threat Actor: Wizard Spider noise=number|peace|different | {
"geo_location": "Switzerland",
"device_hash": "3134b9ac532ee1e85ee406e9991c9ae405144ffb",
"user_agent": "Opera/9.21.(X11; Linux i686; lzh-TW) Presto/2.9.178 Version/10.00",
"session_id": "bbf844f3-7e86-4c03-8526-bc987ae93c44",
"risk_score": 39.86,
"confidence": 0.21
} | 205.154.15.175 | null | null | null | null | Associated Threat Actor: Wizard Spider | Auth challenge for gilmoreerin via OAuth from 205.154.15.175 Associated Threat Actor: Wizard Spider | challenge | null | null | gilmoreerin | null | null | null | null | null | null | null | null | null | null | OAuth | 47:96:df:c9:12:09 | null | null | null | null | null |
af713e50-e61a-45cc-a482-06690f9c6aa5 | 2025-03-29T19:34:25 | endpoint | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change /certainly/training.avi by shawmartin MITRE Technique: T1134.001 noise=work|office|allow | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "61b286c26ff4352da40e342c3f7ae115a8b50050",
"user_agent": "Mozilla/5.0 (Linux; Android 4.3.1) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/60.0.869.0 Safari/535.1",
"session_id": "2febede8-9386-4644-9b25-dfaf9fd1bab9",
"risk_score": 46.26,
"confidence": 0.25
} | null | null | null | null | null | MITRE Technique: T1134.001 | Endpoint registry_change /certainly/training.avi by shawmartin MITRE Technique: T1134.001 | registry_change | null | null | shawmartin | /certainly/training.avi | 4,371 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7fdd7725-4fda-4583-bbd5-ad0c4dc9c316 | 2025-02-19T07:57:35 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /hand/morning.mov by pmiller No additional info | {
"geo_location": "Samoa",
"device_hash": "fdf5f14c1fae3f52553b9731233b86dd",
"user_agent": "Mozilla/5.0 (Linux; Android 12.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/20.0.882.0 Safari/536.2",
"session_id": "ea882f85-0d17-4535-9275-6c851641e972",
"risk_score": 15.29,
"confidence": 0.84
} | null | null | null | null | null | No additional info | Endpoint wmi_exec /hand/morning.mov by pmiller No additional info | wmi_exec | null | null | pmiller | /hand/morning.mov | 2,381 | svchost.exe | {
"baseline_deviation": 1.29,
"entropy": 5.98,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
fc2e1be6-18d5-45b1-b182-4c92bcd9b179 | 2025-04-28T12:35:35 | ai | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by jennifer18 No additional info | {
"geo_location": "Russian Federation",
"device_hash": "f4572ceb2107070107ace52de34f6f7bbc95966b7db94f24320f75d076250fd9",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/4031-05-04 06:17:22 Firefox/3.6.13",
"session_id": "f23e61bb-31f0-42ad-a150-5e96805be51c",
"risk_score": 12.34,
"confidence": 0.7
} | null | null | null | null | null | No additional info | AI system adversarial_input by jennifer18 No additional info | adversarial_input | null | null | jennifer18 | null | null | null | null | null | null | null | null | null | null | null | null | model-97c4cef1 | 26bda86e4ded464bad2fa389f70473c4537cd6a192a533f1f5aa4b98884ec4af | 0cf0ffca3da7ded0e11d3fc6e653f5cd | null | null |
937a6747-92eb-477f-a6f5-c4d190b203ba | 2025-07-08T09:20:51 | endpoint | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change /artist/deal.ods by smithwilliam No additional info | {
"geo_location": "Chad",
"device_hash": "1ea63f63046af448f656214c8923e0b7",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_9; rv:1.9.4.20) Gecko/2657-05-19 00:15:04 Firefox/3.8",
"session_id": "99725356-275e-4674-9862-a032cf26dcbf",
"risk_score": 45.67,
"confidence": 0.21
} | null | null | null | null | null | No additional info | Endpoint registry_change /artist/deal.ods by smithwilliam No additional info | registry_change | null | null | smithwilliam | /artist/deal.ods | 4,760 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9952ad2d-dbd7-45e5-ae20-b117e3b262fe | 2025-01-21T17:33:38 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 167.67.125.154 to 10.170.144.138 No additional info | {
"geo_location": "Jersey",
"device_hash": "8a4fb9bda7df2eeefc4795a6ce4172aaff12db70",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_8 rv:6.0; rw-RW) AppleWebKit/532.32.2 (KHTML, like Gecko) Version/4.0.5 Safari/532.32.2",
"session_id": "95b0fe6b-625b-4315-847e-cbb409c6e4cd",
"risk_score": 39.73,
"confidence": 0.73
} | 167.67.125.154 | 10.170.144.138 | null | null | null | No additional info | Network latency_spike from 167.67.125.154 to 10.170.144.138 No additional info | latency_spike | 895,016 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ea4d3367-2770-4e18-94f0-0e3f3bb55894 | 2025-03-12T11:38:44 | iot | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|medium| desc=IoT device HVAC sensor_spoofing Associated Threat Actor: Wizard Spider | {
"geo_location": "Namibia",
"device_hash": "444570132a113c450bb239b86f37262aab29ba62a4cfc0e48b16354a32ed65ed",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.1)",
"session_id": "a4c15e85-cbac-4346-88f2-cfbb04a9fcec",
"risk_score": 55.45,
"confidence": 0.39
} | null | null | null | null | null | Associated Threat Actor: Wizard Spider | IoT device HVAC sensor_spoofing Associated Threat Actor: Wizard Spider | sensor_spoofing | null | null | null | null | null | null | {
"baseline_deviation": 1.84,
"entropy": 5.14,
"frequency_anomaly": false,
"sequence_anomaly": true
} | HVAC | iot-d3e946cf | 10.7 | null | null | null | null | null | null | null | null | null | null |
8bc004d2-d140-40a2-a36a-a30ea763d206 | 2025-01-17T01:15:25 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by kramos MITRE Technique: T1110.003 | {
"geo_location": "Bangladesh",
"device_hash": "7ed937d2f85d828e96d004e14505a3ce667c3c0e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/4.1)",
"session_id": "e0d018a2-d78f-4282-8523-8a6db2a8b2e2",
"risk_score": 39.18,
"confidence": 0.08
} | null | null | null | null | null | MITRE Technique: T1110.003 | AI system adversarial_input by kramos MITRE Technique: T1110.003 | adversarial_input | null | null | kramos | null | null | null | {
"baseline_deviation": 2.86,
"entropy": 3.56,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-83f6b484 | f12a6f5f6448593116975c17d67bd46d | 2b363d02b967bb0fd52c6889d00d50f3039a24029b01121d55aa98ec6dcaca28 | null | null |
2414c5db-794e-4cc7-be50-172ee019e446 | 2025-04-14T05:44:53 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth failed for williamlee via biometric from 10.143.231.208 MITRE Technique: T1110.003 | Associated Threat Actor: APT35 | Unconventional IOC: CPU microcode changes | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "8fcc804cf950179bd70845caf6e3a20adbf16e5d",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; tig-ER; rv:1.9.1.20) Gecko/7209-01-29 20:04:52 Firefox/3.8",
"session_id": "f57c9768-c75d-4d0e-a968-193ea842f2ca",
"risk_score": 83,
"confidence": 0.47
} | 10.143.231.208 | null | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: APT35 | Unconventional IOC: CPU microcode changes | Auth failed for williamlee via biometric from 10.143.231.208 MITRE Technique: T1110.003 | Associated Threat Actor: APT35 | Unconventional IOC: CPU microcode changes | failed | null | null | williamlee | null | null | null | null | null | null | null | null | null | null | biometric | da:7d:69:e5:0c:65 | null | null | null | null | null |
e08515e9-8768-4f70-9556-7419651cbdf0 | 2025-03-25T11:15:21 | cloud | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in GCP by richard44 No additional info noise=search/blog | {
"geo_location": "North Korea",
"device_hash": "5bd3ccc33d92d3c41230e32b2d00248fd8c88e63",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/30.0.810.0 Safari/536.1",
"session_id": "06afd1c9-339f-48fb-a4ce-fd0f2d60c7fb",
"risk_score": 78.45,
"confidence": 0.68
} | null | null | null | null | null | No additional info | Cloud storage_access in GCP by richard44 No additional info | storage_access | null | null | richard44 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-4d947819 |
6e389243-df1d-4466-9130-2025307d3aa1 | 2025-05-12T15:35:54 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera sensor_spoofing MITRE Technique: T1574.002 | Associated Threat Actor: FIN7 | {
"geo_location": "Malaysia",
"device_hash": "c8d271d4268315ca22455611fe593877f25801c9",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; sv-SE; rv:1.9.2.20) Gecko/8953-03-21 01:38:10 Firefox/4.0",
"session_id": "cecb5c3d-f107-43d8-aafa-1380faa3bcee",
"risk_score": 97.09,
"confidence": 0.63
} | null | null | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: FIN7 | IoT device Camera sensor_spoofing MITRE Technique: T1574.002 | Associated Threat Actor: FIN7 | sensor_spoofing | null | null | null | null | null | null | {
"baseline_deviation": 2.68,
"entropy": 7.83,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Camera | iot-1de99b26 | 2.9 | null | null | null | null | null | null | null | null | null | null |
60a3db39-ebd9-46ed-b70a-5c2bd8a43e16 | 2025-04-15T07:04:51 | auth | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|low| desc=Auth challenge for eringarcia via MFA from 71.25.209.243 MITRE Technique: T1218.011 | Associated Threat Actor: Cobalt Group | {
"geo_location": "China",
"device_hash": "1d5880af9715345f45589cf463bfd2571f59d54656d2f6f9c7f608eadfb72b56",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/534.4.4 (KHTML, like Gecko) Version/4.1 Safari/534.4.4",
"session_id": "6173c961-db89-41b1-9b5e-95b1291316a0",
"risk_score": 45.17,
"confidence": 0.61
} | 71.25.209.243 | null | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: Cobalt Group | Auth challenge for eringarcia via MFA from 71.25.209.243 MITRE Technique: T1218.011 | Associated Threat Actor: Cobalt Group | challenge | null | null | eringarcia | null | null | null | null | null | null | null | null | null | null | MFA | bc:f3:12:31:9f:6a | null | null | null | null | null |
0caa2429-cc40-451b-9eca-b651908f3697 | 2025-02-21T01:31:27 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 29.109.179.103 to 193.76.155.221 MITRE Technique: T1053.005 | {
"geo_location": "Togo",
"device_hash": "ca8ebba67a813e7478fee0da15dd3d3b",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; sq-AL; rv:1.9.0.20) Gecko/2540-10-20 12:10:26 Firefox/3.8",
"session_id": "80d9ce40-3da7-411c-84d3-8102ccd0a225",
"risk_score": 0,
"confidence": 0.49
} | 29.109.179.103 | 193.76.155.221 | null | null | null | MITRE Technique: T1053.005 | Network data_exfiltration from 29.109.179.103 to 193.76.155.221 MITRE Technique: T1053.005 | data_exfiltration | 393,955 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2679d656-98dd-4043-97d8-3670a8810365 | 2025-02-19T13:31:28 | ai | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by christopherbrennan No additional info | {
"geo_location": "Paraguay",
"device_hash": "76ed4ac4b5050e172c597ec187241640",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_3 rv:4.0; ha-NG) AppleWebKit/532.2.2 (KHTML, like Gecko) Version/5.0.5 Safari/532.2.2",
"session_id": "72d5a30a-5ca4-4ccc-a651-63d0a6471cba",
"risk_score": 43.41,
"confidence": 0.12
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by christopherbrennan No additional info | training_data_poisoning | null | null | christopherbrennan | null | null | null | null | null | null | null | null | null | null | null | null | model-d37e321f | 81285212f9a3c63ef122472afa9580cfff543a25 | df26ef787821481ccf0f10afc26a900e9efedf21 | null | null |
66a410f1-0055-4613-a681-1b482e2e0627 | 2025-07-11T06:53:35 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec especially by desiree42 MITRE Technique: T1486 | {
"geo_location": "Solomon Islands",
"device_hash": "50f2c9911dfba236b697e18068a2d4e56946a77a",
"user_agent": "Mozilla/5.0 (Android 13; Mobile; rv:33.0) Gecko/33.0 Firefox/33.0",
"session_id": "5895cc48-0b9d-46c2-8108-2e9ef4cd051a",
"risk_score": 65.59,
"confidence": 0.12
} | null | null | null | null | null | MITRE Technique: T1486 | Endpoint wmi_exec especially by desiree42 MITRE Technique: T1486 | wmi_exec | null | null | desiree42 | especially | 2,241 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d784b9cd-f0a1-4771-af21-e4f853ea2c90 | 2025-06-17T11:53:29 | network | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 88.123.148.214 to 201.37.215.213 MITRE Technique: T1566.001 | {
"geo_location": "Guinea",
"device_hash": "4278032d2c840c87479b0a88e70577f2e154fdec",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/4.1)",
"session_id": "389fd14b-a50d-42cb-8001-ac2203a1f257",
"risk_score": 86.27,
"confidence": 0.49
} | 88.123.148.214 | 201.37.215.213 | null | null | null | MITRE Technique: T1566.001 | Network protocol_anomaly from 88.123.148.214 to 201.37.215.213 MITRE Technique: T1566.001 | protocol_anomaly | 390,520 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
af842ffb-1c59-4c5a-8460-a55cde453adf | 2025-03-04T10:25:58 | ai | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by cgrant MITRE Technique: T1134.001 | {
"geo_location": "Mozambique",
"device_hash": "c89e355ec97d1dc1234762a4fcb8589811fba31e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/43.0.829.0 Safari/533.0",
"session_id": "66d8f7da-3be2-4564-bcf8-2dc14c873476",
"risk_score": 44.6,
"confidence": 0.93
} | null | null | null | null | null | MITRE Technique: T1134.001 | AI system adversarial_input by cgrant MITRE Technique: T1134.001 | adversarial_input | null | null | cgrant | null | null | null | null | null | null | null | null | null | null | null | null | model-5b81001e | 9c717b3ec4c1721c04ddf8b0018e3358135eac3e3f27ba5dd03b6dec67682c43 | cd3ca43a7e9240bfce8e308e641e1c14 | null | null |
9e3509c5-7584-43a2-b249-2e4a24b7781a | 2025-03-01T13:43:29 | firewall | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect NTP traffic from 222.246.104.61:940 to 74.67.168.215:6733 Associated Threat Actor: Scattered Spider | {
"geo_location": "Peru",
"device_hash": "e52282fc44a8552354b1b19ea0fc11d8c22ec379b9483098daa225f725d577fa",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/535.43.5 (KHTML, like Gecko) Version/5.0.5 Safari/535.43.5",
"session_id": "6b860695-1fc2-43b3-9cde-d2a2245646b2",
"risk_score": 43.87,
"confidence": 0.11
} | 222.246.104.61 | 74.67.168.215 | null | null | null | Associated Threat Actor: Scattered Spider | Firewall inspect NTP traffic from 222.246.104.61:940 to 74.67.168.215:6733 Associated Threat Actor: Scattered Spider | inspect | 103,356 | NTP | null | null | null | null | {
"baseline_deviation": 1.99,
"entropy": 2.47,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 940 | 6,733 | 2,718 | null | null | null | null | null | null | null |
86f6fa0d-d000-44ed-bb06-d1cde04e924e | 2025-04-09T05:12:55 | ai | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by uhurst Unconventional IOC: GPU memory artifacts | {
"geo_location": "Latvia",
"device_hash": "24d4a937780e9152c3dca0bb5c1409c3eb5d63e4",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/9627-09-30 14:43:46 Firefox/12.0",
"session_id": "77935077-7583-4e3a-9dd4-d12101870f9e",
"risk_score": 77.18,
"confidence": 0.23
} | null | null | null | null | null | Unconventional IOC: GPU memory artifacts | AI system model_inversion by uhurst Unconventional IOC: GPU memory artifacts | model_inversion | null | null | uhurst | null | null | null | {
"baseline_deviation": 2.68,
"entropy": 3.66,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-ae56607f | ff0ea323c0761ffec63399c7bb290ee3bb8708ad8e03cb030b7ff176f0df37f3 | 80fc8608cfa21ea6843def93d89281f2777dae690391d492a8acb4c3d470b2f1 | null | null |
4ef46f81-8dbe-46b6-ba82-827d649f4ac7 | 2025-07-03T09:55:06 | auth | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|info| desc=Auth bypass for omartinez via passwordless from 97.205.166.161 MITRE Technique: T1134.001 | {
"geo_location": "Afghanistan",
"device_hash": "6728362074c3a43db230fbf39759319a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_3 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/18.3u5202.0 Mobile/87F013 Safari/535.1",
"session_id": "343ec3cf-7c98-4a17-b32d-64750dc3d99b",
"risk_score": 66.7,
"confidence": 0.55
} | 97.205.166.161 | null | null | null | null | MITRE Technique: T1134.001 | Auth bypass for omartinez via passwordless from 97.205.166.161 MITRE Technique: T1134.001 | bypass | null | null | omartinez | null | null | null | null | null | null | null | null | null | null | passwordless | d1:24:39:3a:c9:c2 | null | null | null | null | null |
a793e5c7-6f60-4431-9376-1681e2d4db5d | 2025-04-26T18:45:44 | cloud | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in Alibaba by bpark No additional info | {
"geo_location": "Israel",
"device_hash": "26e14f75e3904ff430f441a4228f289f73cfe197",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/533.5.5 (KHTML, like Gecko) Version/4.0 Safari/533.5.5",
"session_id": "f8735aa6-2b65-48f3-a80f-513bf95d0635",
"risk_score": 77.13,
"confidence": 0.08
} | null | null | null | null | null | No additional info | Cloud config_change in Alibaba by bpark No additional info | config_change | null | null | bpark | null | null | null | {
"baseline_deviation": 1.18,
"entropy": 6.26,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-10cd3c83 |
61df7c83-2138-42ca-a761-726e3cfcecac | 2025-04-19T11:52:25 | network | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 84.83.38.100 to 22.139.250.133 Associated Threat Actor: APT37 | {
"geo_location": "Jordan",
"device_hash": "df08456d66ec12ffb8cea9b6b40731449e47c902",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/4.0)",
"session_id": "aff2241b-5792-460d-9e5d-516129928217",
"risk_score": 30.96,
"confidence": 0.3
} | 84.83.38.100 | 22.139.250.133 | null | null | null | Associated Threat Actor: APT37 | Network disconnection from 84.83.38.100 to 22.139.250.133 Associated Threat Actor: APT37 | disconnection | 587,721 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
12d46030-ff5f-4d73-bb76-ab09883fa2f9 | 2025-05-24T17:59:50 | ids_alert | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|high| desc=Splunk Alert: DDoS detected from 89.58.153.68 targeting 145.238.83.188 MITRE Technique: T1071.001 | Associated Threat Actor: Lazarus Group | {
"geo_location": "Tajikistan",
"device_hash": "7e8ffc30ef132f65587721c53a949ba1400b9f2d9d420c1960e74838382cd4dc",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_6; rv:1.9.3.20) Gecko/5495-11-28 11:28:58 Firefox/5.0",
"session_id": "77689af4-25ed-462c-ab76-a9be17d4862a",
"risk_score": 65.07,
"confidence": 0.87
} | 89.58.153.68 | 145.238.83.188 | DDoS | SIG-5577 | Recon | MITRE Technique: T1071.001 | Associated Threat Actor: Lazarus Group | Splunk Alert: DDoS detected from 89.58.153.68 targeting 145.238.83.188 MITRE Technique: T1071.001 | Associated Threat Actor: Lazarus Group | null | null | null | null | null | null | null | {
"baseline_deviation": 2.03,
"entropy": 5.12,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
72dfc31c-af70-4cd7-9df5-a48a3b02b787 | 2025-05-18T02:41:02 | cloud | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in Azure by christopher25 MITRE Technique: T1543.003 | {
"geo_location": "Belgium",
"device_hash": "205f8ea68950321ff04634f3ca2619ab94c51b79",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_6) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/46.0.806.0 Safari/532.0",
"session_id": "e4d8ca7c-dd2a-48a2-a500-fd42c6c0420a",
"risk_score": 20.44,
"confidence": 0.35
} | null | null | null | null | null | MITRE Technique: T1543.003 | Cloud shadow_it in Azure by christopher25 MITRE Technique: T1543.003 | shadow_it | null | null | christopher25 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-d4675dec |
c19f0396-a516-4180-912a-8b27a1266065 | 2025-06-17T02:54:34 | ai | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by davidsmith No additional info | {
"geo_location": "Turkmenistan",
"device_hash": "14fa4a0b491eecf9ec15ed94f708cc4f",
"user_agent": "Opera/9.31.(X11; Linux i686; kn-IN) Presto/2.9.176 Version/11.00",
"session_id": "2df6d66b-0ef8-4055-9f14-ad2330848d63",
"risk_score": 68.85,
"confidence": 0.83
} | null | null | null | null | null | No additional info | AI system prompt_injection by davidsmith No additional info | prompt_injection | null | null | davidsmith | null | null | null | null | null | null | null | null | null | null | null | null | model-48fd6534 | 25be3cb558e528c3731771b1c90e5814 | 441be65423212972205f2591f7062a99a913832d | null | null |
9693427f-faa1-42d7-833f-b2c44859ac08 | 2028-10-01T12:31:14 | ai | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by fraziergabriel No additional info | {
"geo_location": "Tajikistan",
"device_hash": "b9b01d493b1086d6695c77d4033e31581ef18cad",
"user_agent": "Mozilla/5.0 (Linux; Android 4.1) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/44.0.858.0 Safari/532.1",
"session_id": "c7528b8b-c6d3-49c8-a53d-c64b7b89ff34",
"risk_score": 20.68,
"confidence": 0.09
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by fraziergabriel No additional info | training_data_poisoning | null | null | fraziergabriel | null | null | null | null | null | null | null | null | null | null | null | null | model-c3f17ed0 | 997867a7999d1093fa3fb967d5074dd3a3ac69df | 823d115257241833303d7121a6fa40edb950d697 | null | null |
c8abd5e1-e3ef-45c7-afed-5d6ea30c4443 | 2025-02-19T04:05:06 | auth | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|low| desc=Auth success for jason86 via key from 37.75.217.153 MITRE Technique: T1218.011 | {
"geo_location": "Vanuatu",
"device_hash": "12778cb4c32d0382f6d99dd6ccd9a365",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_2) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/43.0.836.0 Safari/533.1",
"session_id": "fcf077a0-4183-4924-8376-8058c704346c",
"risk_score": 49.14,
"confidence": 0.67
} | 37.75.217.153 | null | null | null | null | MITRE Technique: T1218.011 | Auth success for jason86 via key from 37.75.217.153 MITRE Technique: T1218.011 | success | null | null | jason86 | null | null | null | null | null | null | null | null | null | null | key | 82:57:11:8c:69:2e | null | null | null | null | null |
34ddc68e-2ded-45a4-9399-a50ca1102d11 | 2020-07-28T00:11:23 | auth | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|high| desc=Auth success for wstokes via OAuth from 215.102.209.45 No additional info noise=8BB4FC94 | {
"geo_location": "Thailand",
"device_hash": "4d1f7287130c3424405ea7c5606ed65959f3a023",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/4.1)",
"session_id": "9dda2291-b92a-4ed1-b254-f7c285fc6e73",
"risk_score": 57.91,
"confidence": 0.95
} | 215.102.209.45 | null | null | null | null | No additional info | Auth success for wstokes via OAuth from 215.102.209.45 No additional info | success | null | null | wstokes | null | null | null | null | null | null | null | null | null | null | OAuth | 1b:3a:4d:52:ed:d4 | null | null | null | null | null |
f7a54fbb-2f15-44db-81b4-ab3f219b968e | 2025-05-13T12:57:01 | ai | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|high| desc=AI system model_access by fduran MITRE Technique: T1110.003 | {
"geo_location": "Saint Lucia",
"device_hash": "11e713c0548759f5bc75589630159629",
"user_agent": "Opera/9.66.(Windows NT 6.1; sat-IN) Presto/2.9.177 Version/12.00",
"session_id": "a688e2f1-7573-4571-ab7f-90bdb07dd6a6",
"risk_score": 45.26,
"confidence": 0.74
} | null | null | null | null | null | MITRE Technique: T1110.003 | AI system model_access by fduran MITRE Technique: T1110.003 | model_access | null | null | fduran | null | null | null | null | null | null | null | null | null | null | null | null | model-9d9bf51b | 8501e939f0cf82baacfd76a21447aa71 | 7d32f58b3e35fec5b0c38eaaf9a70f9bc894245cb398dd955b00b36674445110 | null | null |
213dabb0-e1b3-423e-b9a9-5973bb8d51f8 | 2025-04-05T15:47:50 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start /make/throughout.csv by kwhitaker No additional info | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "a60888becc2b6650bdc27e0026ba3b61642ed8dd545592162350bfca3014332f",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/16.0j1283.0 Mobile/64C570 Safari/532.2",
"session_id": "65b55956-7be4-4aa8-b59f-402789cd00f9",
"risk_score": 60.85,
"confidence": 0.48
} | null | null | null | null | null | No additional info | Endpoint process_start /make/throughout.csv by kwhitaker No additional info | process_start | null | null | kwhitaker | /make/throughout.csv | 7,018 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cbbdeb7a-714b-4ed4-9c78-bbb866a66cb4 | 2025-06-26T17:00:33 | iot | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "Aruba",
"device_hash": "47e962cfc7262e502172ee0e2993228280cd7d5341b0a1f4c794b8e2bc97ec61",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 2_2_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/58.0.800.0 Mobile/34H359 Safari/536.1",
"session_id": "e4f78aeb-b659-48bf-b284-1abc1519b5b1",
"risk_score": 69.07,
"confidence": 0.98
} | 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-89bbde29 | 3.7 | null | null | null | null | null | null | null | null | null | null |
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