event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8
values | source stringclasses 20
values | severity stringclasses 6
values | raw_log stringlengths 91 282 | advanced_metadata dict | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
86dc138e-6e9c-4439-9169-b601a93df09e | 2025-06-11T10:48:28 | endpoint | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection /player/ask.flac by brayluke No additional info | {
"geo_location": "Serbia",
"device_hash": "6fae222d3b47ee000af39ba15182976e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_3 rv:2.0; nso-ZA) AppleWebKit/534.31.5 (KHTML, like Gecko) Version/4.1 Safari/534.31.5",
"session_id": "69a01daf-95bc-4e5b-a7ac-871ec034c403",
"risk_score": 33.5,
"confiden... | brayluke | memory_injection | /player/ask.flac | 1,497 | powershell.exe | No additional info | Endpoint memory_injection /player/ask.flac by brayluke No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
693ca366-6a19-4e0c-9850-351ae2ab7517 | 2025-02-09T05:50:47 | ids_alert | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=Tanium Alert: DDoS detected from 82.48.23.63 targeting 91.55.91.73 No additional info | {
"geo_location": "Afghanistan",
"device_hash": "4aa94cbac2ab4e1e32338742123579a5",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; es-CL; rv:1.9.2.20) Gecko/7236-12-11 22:00:10 Firefox/3.8",
"session_id": "7cbf1a04-d546-4557-b33a-5982eeb4ed99",
"risk_score": 32.81,
"confidence": 0.42
} | null | null | null | null | null | No additional info | Tanium Alert: DDoS detected from 82.48.23.63 targeting 91.55.91.73 No additional info | null | null | null | null | 82.48.23.63 | 91.55.91.73 | DDoS | SIG-3473 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
2080bb64-5107-4847-87db-d87a84f68299 | 2025-06-14T01:30:04 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: Credential Stuffing detected from 90.138.166.12 targeting N/A No additional info | {
"geo_location": "Guam",
"device_hash": "83276fc67f48245e210f7b89c4e2b7116b33665f2d3fed74b71d7ed280b6673d",
"user_agent": "Opera/9.72.(Windows 98; tt-RU) Presto/2.9.179 Version/10.00",
"session_id": "d583b161-b7f7-439e-aa4c-0603d4b75f1b",
"risk_score": 62.08,
"confidence": 0.74
} | null | null | null | null | null | No additional info | QRadar Alert: Credential Stuffing detected from 90.138.166.12 targeting N/A No additional info | null | null | null | null | 90.138.166.12 | N/A | Credential Stuffing | SIG-5993 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
66e935ed-0c1c-4112-9852-a36acb32c83e | 2025-03-01T15:37:41 | iot | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor protocol_violation No additional info | {
"geo_location": "Austria",
"device_hash": "2b52c73de08f2d73ffc400b84638331cdb28c4a8d0c9416ff3a51dda3a8044b1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/533.28.7 (KHTML, like Gecko) Version/5.0.3 Safari/533.28.7",
"session_id": "61b02bc4-8b46-4413-a80a-3a69c7291d15",
"risk_... | null | protocol_violation | null | null | null | No additional info | IoT device Sensor protocol_violation No additional info | null | Sensor | iot-3f9ae4a0 | 5.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
23cf2edb-475f-4429-87f2-6e12db3fe727 | 2025-06-03T06:25:21 | endpoint | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint driver_load method by xmorris No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "c0955e4de368cf63d3b3cbab539369ba02a46b56",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/531.3.3 (KHTML, like Gecko) Version/4.0 Safari/531.3.3",
"session_id": "6d18574b-6192-4571-a8ca-d61ce51ed384",
"risk_score": 0,
"confidence": 0.38
} | xmorris | driver_load | method | 6,207 | cmd.exe | No additional info | Endpoint driver_load method by xmorris No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f7c8cbc1-506f-42aa-8341-bd0fd3ebfe6b | 2025-06-13T11:33:52 | iot | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|info| desc=IoT device Medical battery_drain Associated Threat Actor: DarkSide | {
"geo_location": "China",
"device_hash": "bd3af10b8643919e9b3539023b9d73f1",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/6251-11-21 07:24:27 Firefox/3.6.17",
"session_id": "62024802-7402-4cbb-9d19-f629fb4aad9b",
"risk_score": 43.6,
"confidence": 0.25
} | null | battery_drain | null | null | null | Associated Threat Actor: DarkSide | IoT device Medical battery_drain Associated Threat Actor: DarkSide | null | Medical | iot-7e57cd31 | 2.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3ff82362-72ee-48d3-974d-9145ca54627f | 2025-06-09T10:56:59 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by jamie99 No additional info | {
"geo_location": "Serbia",
"device_hash": "343f6dffa7a7486c6381eb25d2c01252",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/531.41.1 (KHTML, like Gecko) Version/4.0.1 Safari/531.41.1",
"session_id": "f5927afe-01c4-4280-b90a-9da5a8566b64",
"risk_score": 94.99,
"confidence": 0.... | jamie99 | fine_tuning | null | null | null | No additional info | AI system fine_tuning by jamie99 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-c2325a27 | 0760b98242856c1508fb896a5b00cc2185e8657466811b6f79c006391f9cf67e | cb974264592ad0cfebb8606f2b09150d | null | null | null | null | null | null | null |
8864bb7a-1a24-44b6-84c5-b532267434b8 | 2025-03-30T19:57:37 | ids_alert | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|low| desc=OSSEC Alert: Brute Force detected from 10.231.249.133 targeting N/A No additional info noise=V2FyIGJvZHku | {
"geo_location": "Suriname",
"device_hash": "e2c3c77b1a920eda15cc538995ff7eac",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_1) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/34.0.878.0 Safari/532.2",
"session_id": "f3afe538-61cc-462d-a3eb-0b8d47beac27",
"risk_score": 40.59,
"confidence": 0.7... | null | null | null | null | null | No additional info | OSSEC Alert: Brute Force detected from 10.231.249.133 targeting N/A No additional info | null | null | null | null | 10.231.249.133 | N/A | Brute Force | SIG-5709 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
e6a1cdfe-f631-42cb-96eb-b75a31869b86 | 2025-01-18T17:20:00 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network latency_spike from 26.252.178.0 to 8.176.210.170 MITRE Technique: T1204.002 | Associated Threat Actor: Mustang Panda noise=tag/category/category | {
"geo_location": "Cyprus",
"device_hash": "b3ab50fa04e718eea642ef74be6dbb27",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_2_2 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) FxiOS/14.4y1392.0 Mobile/00U924 Safari/534.1",
"session_id": "fd3fc2e1-e9b3-43eb-8ab3-324bef017d3d",
"risk_score": 66.74,
... | null | latency_spike | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: Mustang Panda | Network latency_spike from 26.252.178.0 to 8.176.210.170 MITRE Technique: T1204.002 | Associated Threat Actor: Mustang Panda | null | null | null | null | 26.252.178.0 | 8.176.210.170 | null | null | null | null | null | null | null | null | null | null | ICMP | 603,778 | null | null | null |
bd9a532f-d234-4bff-8566-6102258258af | 2028-12-28T11:42:34 | cloud | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in OCI by shirley19 MITRE Technique: T1204.002 | {
"geo_location": "Hungary",
"device_hash": "265ff9bcec2dc3bb9c23be2e7f1c1daf67555252",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/18.2t4079.0 Mobile/63G438 Safari/532.1",
"session_id": "713458b0-86ab-4f3f-98ed-e385749cb3a8",
"risk_score... | shirley19 | container_escape | null | null | null | MITRE Technique: T1204.002 | Cloud container_escape in OCI by shirley19 MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | OCI | res-ff9aabc0 | null | null | null | null | null | null | null | null | null | null |
f92b64b7-8650-4335-ac4c-5b867e7314c4 | 2025-02-09T17:10:15 | auth | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth success for nathan30 via SAML from 89.156.78.175 MITRE Technique: T1574.002 | {
"geo_location": "Liberia",
"device_hash": "7a21ebd6f2257db768ce5226fd4eef89",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/3.0)",
"session_id": "8f25d5d9-33dc-4665-a49c-13a73b182c93",
"risk_score": 43.16,
"confidence": 0.35
} | nathan30 | success | null | null | null | MITRE Technique: T1574.002 | Auth success for nathan30 via SAML from 89.156.78.175 MITRE Technique: T1574.002 | null | null | null | null | 89.156.78.175 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 64:2f:5a:92:52:3c |
00778151-056b-4576-8f52-ecadf680976a | 2025-07-03T14:57:03 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec environmental by zwolf No additional info | {
"geo_location": "French Polynesia",
"device_hash": "f770dcf86d6c48103249dd2c4717b132d59ed65b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/46.0.803.0 Safari/535.0",
"session_id": "c68c466b-87d5-408b-8745-2da1e639c410",
"risk_score": 21.25,
"confidence": 0.6
... | zwolf | powershell_exec | environmental | 7,930 | cmd.exe | No additional info | Endpoint powershell_exec environmental by zwolf No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6fde456d-cfa4-4010-950c-7a8da35ad2e9 | 2025-01-16T02:13:55 | auth | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|info| desc=Auth success for tiffany12 via OAuth from 193.160.208.251 Associated Threat Actor: APT38 | {
"geo_location": "Malta",
"device_hash": "51723a6542a1ff21ac320f34fa742306868a9819d41e34019af0869dac80df14",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/30.0.896.0 Safari/535.2",
"session_id": "3f941a81-24c1-43d1-8bf6-c310bc026565",
"risk_score": 33.91,
"confid... | tiffany12 | success | null | null | null | Associated Threat Actor: APT38 | Auth success for tiffany12 via OAuth from 193.160.208.251 Associated Threat Actor: APT38 | null | null | null | null | 193.160.208.251 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 27:92:8e:04:9c:d9 |
a65ce25f-c61f-4552-9278-4d197d978f97 | 2025-03-17T03:22:14 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth timeout for michael06 via key from 128.201.55.217 No additional info noise=TmF0dXJhbC4= | {
"geo_location": "Pitcairn Islands",
"device_hash": "ef4438a8ade23289455aa0fe1269fcc3",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_4 rv:3.0; sq-ML) AppleWebKit/532.28.7 (KHTML, like Gecko) Version/4.0.3 Safari/532.28.7",
"session_id": "38d3563d-9a3e-42ce-bda0-c98c6012d988",
"risk_score": 5... | michael06 | timeout | null | null | null | No additional info | Auth timeout for michael06 via key from 128.201.55.217 No additional info | null | null | null | null | 128.201.55.217 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 9d:c1:05:1d:db:fd |
5ea1ff97-1103-4981-be00-d24db528ff80 | 2025-05-02T15:16:08 | iot | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Yemen",
"device_hash": "0cfa5de2baf0b28f0d65e26c54dc9712dd4f596b71a378955ebe0b6f5088adb5",
"user_agent": "Opera/8.28.(Windows NT 6.1; doi-IN) Presto/2.9.186 Version/10.00",
"session_id": "f825a11e-e400-4764-bf14-ad10a9826293",
"risk_score": 57.69,
"confidence": 0.82
} | null | protocol_violation | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | null | HVAC | iot-106e6ead | 2.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
aff375b4-c91e-42ce-9e0d-876dd99fe65c | 2025-05-03T00:40:29 | firewall | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall allow SSH traffic from 113.15.2.142:134 to 123.45.201.73:376 No additional info | {
"geo_location": "Mayotte",
"device_hash": "58d939cc10954a464d566929f8a9113c3149bd0c",
"user_agent": "Opera/8.18.(X11; Linux i686; sa-IN) Presto/2.9.160 Version/10.00",
"session_id": "69602017-f388-4dd8-aec0-6b6acb6939fb",
"risk_score": 32.7,
"confidence": 0.27
} | null | allow | null | null | null | No additional info | Firewall allow SSH traffic from 113.15.2.142:134 to 123.45.201.73:376 No additional info | null | null | null | null | 113.15.2.142 | 123.45.201.73 | null | null | null | null | null | null | null | null | 134 | 376 | SSH | 375,447 | 2,564 | null | null |
c4e0a410-b7a4-445c-8a5c-93fbfd9d0bb6 | 2025-02-16T21:44:22 | iot | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|info| desc=IoT device Camera command_injection Associated Threat Actor: Inception Framework | {
"geo_location": "Ghana",
"device_hash": "9ca02c1a492017d3fc12bf4e00a71872ea3051ea",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/3.1)",
"session_id": "db1b86b8-c77e-4728-aa7c-76bc0ec6170f",
"risk_score": 47.29,
"confidence": 0.55
} | null | command_injection | null | null | null | Associated Threat Actor: Inception Framework | IoT device Camera command_injection Associated Threat Actor: Inception Framework | null | Camera | iot-c0085097 | 10.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
78316480-979f-4d4b-a332-ba3dcd4ab80e | 2025-01-28T05:12:54 | ai | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by jjenkins No additional info | {
"geo_location": "Puerto Rico",
"device_hash": "b337660d0ccd17093fdaa321831ebc5a7de212e7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.1)",
"session_id": "be3c1999-c02c-4eaf-9466-2c23e8fe6f3b",
"risk_score": 45.62,
"confidence": 0.11
} | jjenkins | prompt_injection | null | null | null | No additional info | AI system prompt_injection by jjenkins No additional info | null | null | null | null | null | null | null | null | null | null | null | model-353a716f | a128020776d2cb7485f014d0c30875d68d4e3dd4 | 336c8e05d9477e8b7445038283174999 | null | null | null | null | null | null | null |
d5e43b85-9930-47b4-8da6-547ae2d71ef5 | 2025-01-28T01:57:46 | ids_alert | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|critical| desc=Splunk Alert: Brute Force detected from 10.146.78.116 targeting N/A No additional info | {
"geo_location": "Croatia",
"device_hash": "7e7620bd24af2622c2e987a0c666ac426984c2ddbdbbc01c7786a3dac6ecc8bb",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_8) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/46.0.869.0 Safari/532.1",
"session_id": "3cb83419-2493-4af3-bbd8-10ac94e8d337",
"risk_sco... | null | null | null | null | null | No additional info | Splunk Alert: Brute Force detected from 10.146.78.116 targeting N/A No additional info | null | null | null | null | 10.146.78.116 | N/A | Brute Force | SIG-2912 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
ccfdddf8-4076-4df9-b28f-529f2955cbc9 | 2025-06-13T05:50:56 | ids_alert | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|critical| desc=Snort Alert: Cloud API Abuse detected from 84.177.163.213 targeting 126.208.237.56 Obfuscated payload detected | {
"geo_location": "Central African Republic",
"device_hash": "60225457a9d263193c5e90ccff8847c6",
"user_agent": "Opera/8.98.(Windows NT 6.1; mn-MN) Presto/2.9.175 Version/12.00",
"session_id": "9f06fb05-fa71-4764-beff-5a381d8c1b22",
"risk_score": 8.63,
"confidence": 0.1
} | null | null | null | null | null | Obfuscated payload detected | Snort Alert: Cloud API Abuse detected from 84.177.163.213 targeting 126.208.237.56 Obfuscated payload detected | null | null | null | null | 84.177.163.213 | 126.208.237.56 | Cloud API Abuse | SIG-3810 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
ca0fb24a-ef09-48eb-b227-b19fe6786259 | 2025-02-11T21:39:24 | network | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 12.39.219.125 to 10.171.110.253 MITRE Technique: T1053.005 noise=tags | {
"geo_location": "Colombia",
"device_hash": "e117c3761517ebf4d0885aafa7351e67",
"user_agent": "Opera/8.47.(Windows NT 4.0; en-CA) Presto/2.9.163 Version/10.00",
"session_id": "6c117239-adde-4127-9c61-361a5a662415",
"risk_score": 26.78,
"confidence": 0.98
} | null | bandwidth_usage | null | null | null | MITRE Technique: T1053.005 | Network bandwidth_usage from 12.39.219.125 to 10.171.110.253 MITRE Technique: T1053.005 | null | null | null | null | 12.39.219.125 | 10.171.110.253 | null | null | null | null | null | null | null | null | null | null | ICMP | 568,882 | null | null | null |
50fade94-9b1a-4011-94d7-7cb6e41db21d | 2025-01-27T07:16:45 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in GCP by samuel74 MITRE Technique: T1486 noise=increase|reflect|local | {
"geo_location": "Romania",
"device_hash": "a66021a18ad7c30ff21f20a1a112f19e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/5.1)",
"session_id": "435987c5-661c-4fc3-9068-67c9a4dd674b",
"risk_score": 32.66,
"confidence": 1
} | samuel74 | lambda_execution | null | null | null | MITRE Technique: T1486 | Cloud lambda_execution in GCP by samuel74 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | GCP | res-9f81589b | null | null | null | null | null | null | null | null | null | null |
e7f614f2-3fd5-4af7-b40b-ee963ae87c3d | 2025-02-15T07:56:56 | endpoint | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection /common/staff.jpeg by whiterobin Associated Threat Actor: APT34 | {
"geo_location": "Portugal",
"device_hash": "c6fe5cc5f1906bb758084e044d16cd825aef0a019456f5c4e3cdfe23249890fa",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; fur-IT) AppleWebKit/535.38.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6535.38.6",
"session_id": "8055636d-049f-4eeb-... | whiterobin | memory_injection | /common/staff.jpeg | 1,244 | svchost.exe | Associated Threat Actor: APT34 | Endpoint memory_injection /common/staff.jpeg by whiterobin Associated Threat Actor: APT34 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
65f7be28-bdf4-4395-91bb-448e12e477a3 | 2025-05-18T05:04:29 | auth | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|high| desc=Auth locked for pwade via password from 188.149.29.168 MITRE Technique: T1204.002 | {
"geo_location": "Timor-Leste",
"device_hash": "18db144f8f4d724f6f26800bf899f9697cfe81e8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/5.0)",
"session_id": "8a3fcccc-d7e4-4287-9fa3-98c035143812",
"risk_score": 31.88,
"confidence": 0.99
} | pwade | locked | null | null | null | MITRE Technique: T1204.002 | Auth locked for pwade via password from 188.149.29.168 MITRE Technique: T1204.002 | {
"baseline_deviation": 2.51,
"entropy": 2.58,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 188.149.29.168 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | f1:ba:bc:47:8a:4b |
a245fced-76ae-47be-bb0f-9598931defa9 | 2025-04-15T13:29:27 | ai | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by davisanthony No additional info | {
"geo_location": "Madagascar",
"device_hash": "6418c464fd9c66e864c91d1433d1e9dbc2133055",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_0 rv:6.0; ia-FR) AppleWebKit/535.10.2 (KHTML, like Gecko) Version/4.0.3 Safari/535.10.2",
"session_id": "a9931aaa-6005-400c-96d2-0a95713a55cd",
"risk_score": 2... | davisanthony | adversarial_input | null | null | null | No additional info | AI system adversarial_input by davisanthony No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7a28535a | 650b8287270b5ba8f68f1d10553799d6529c5e178bd557a383a1067457633654 | 5437a1625e15f5f07a55a7a6ed83eb1e99de627e | null | null | null | null | null | null | null |
f491383b-6743-4475-a69e-64075ed154e8 | 2030-06-27T15:11:25 | network | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|low| desc=Network disconnection from 39.52.179.251 to 149.135.206.99 Associated Threat Actor: APT35 noise=SW5jcmVhc2Uu | {
"geo_location": "Jamaica",
"device_hash": "b84563cbadfd44c199ff2d057a789676e7ea35beea8b10a63350252e15c229f4",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.1) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/62.0.888.0 Safari/534.1",
"session_id": "52ac7884-004d-49a8-bad8-b3de5df5b48b",
"risk_score": 65.11,
... | null | disconnection | null | null | null | Associated Threat Actor: APT35 | Network disconnection from 39.52.179.251 to 149.135.206.99 Associated Threat Actor: APT35 | null | null | null | null | 39.52.179.251 | 149.135.206.99 | null | null | null | null | null | null | null | null | null | null | ICMP | 343,319 | null | null | null |
c337ae56-0af6-455d-8139-ebab89f7bea4 | 2025-01-28T04:29:16 | cloud | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in Azure by gomezdaisy No additional info | {
"geo_location": "Jordan",
"device_hash": "87413a5a6d6d4f627ea6a2c2d0c573779d37b770",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/4.1)",
"session_id": "231a4992-b573-4242-853e-43bf62ff5c82",
"risk_score": 22.67,
"confidence": 0.11
} | gomezdaisy | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by gomezdaisy No additional info | null | null | null | null | null | null | null | null | null | Azure | res-4a9d9a1e | null | null | null | null | null | null | null | null | null | null |
9fb208f4-b008-4fb4-b69d-02dae7eb5af9 | 2025-03-14T05:08:28 | ids_alert | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|low| desc=Tanium Alert: Container Escape detected from 10.197.148.126 targeting N/A Obfuscated payload detected | {
"geo_location": "Vietnam",
"device_hash": "6f8f41e78565f205c61faef24d81a31c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; raj-IN) AppleWebKit/535.20.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6535.20.3",
"session_id": "854a2d81-e87d-4e60-bb2b-f479579c9e28",
"risk_score... | null | null | null | null | null | Obfuscated payload detected | Tanium Alert: Container Escape detected from 10.197.148.126 targeting N/A Obfuscated payload detected | null | null | null | null | 10.197.148.126 | N/A | Container Escape | SIG-3661 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
32aadad2-4c54-45bb-978c-5f8022bd413a | 2025-05-17T19:33:28 | cloud | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in Azure by victoria28 Associated Threat Actor: Scattered Spider | {
"geo_location": "American Samoa",
"device_hash": "e0fe84a1acb7e62b7aeea2dee5d49e5a",
"user_agent": "Opera/9.25.(X11; Linux i686; ht-HT) Presto/2.9.167 Version/11.00",
"session_id": "ae3695f3-7bc5-4a40-804e-257346e72ac9",
"risk_score": 42.87,
"confidence": 0.65
} | victoria28 | storage_access | null | null | null | Associated Threat Actor: Scattered Spider | Cloud storage_access in Azure by victoria28 Associated Threat Actor: Scattered Spider | null | null | null | null | null | null | null | null | null | Azure | res-feec1cad | null | null | null | null | null | null | null | null | null | null |
b5a699a2-783f-42c6-b80b-f68b75244a09 | 2025-05-26T19:10:24 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth timeout for colleenbailey via passwordless from 178.66.223.228 No additional info | {
"geo_location": "Seychelles",
"device_hash": "340856775180b522bed270feb22ac8000ce81ada678ceaa88769cf6147ee84a4",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; doi-IN; rv:1.9.1.20) Gecko/9221-09-22 03:18:34 Firefox/3.6.1",
"session_id": "2a8212d0-47ee-4474-978a-9d32aea07136",
"risk_score": 79.29,
"confidenc... | colleenbailey | timeout | null | null | null | No additional info | Auth timeout for colleenbailey via passwordless from 178.66.223.228 No additional info | null | null | null | null | 178.66.223.228 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | d5:70:21:02:3d:52 |
758c586e-3bf6-4dbf-845b-1c9ab27a2bf2 | 2025-06-29T08:27:57 | endpoint | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start green by fgross MITRE Technique: T1218.011 | Unconventional IOC: CPU microcode changes | {
"geo_location": "Panama",
"device_hash": "8df20e28d5fe2b2112d86eca920e8e650bb553cc4c8c87dec5beb0bc8f58eb6c",
"user_agent": "Opera/8.89.(Windows CE; eo-US) Presto/2.9.173 Version/10.00",
"session_id": "ed4d9ec7-9007-44e0-978c-414c2036d396",
"risk_score": 18.51,
"confidence": 0.71
} | fgross | process_start | green | 6,880 | cmd.exe | MITRE Technique: T1218.011 | Unconventional IOC: CPU microcode changes | Endpoint process_start green by fgross MITRE Technique: T1218.011 | Unconventional IOC: CPU microcode changes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c463dc75-a4d4-4ffc-8651-eeb72d82af88 | 2025-06-02T11:42:33 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth challenge for andersoncraig via OAuth from 57.166.159.21 No additional info | {
"geo_location": "Macao",
"device_hash": "0a4d4177ee0ba9f86a4dfebceb66b72820a52c27",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/534.40.6 (KHTML, like Gecko) Version/4.0 Safari/534.40.6",
"session_id": "d3d67715-301d-4d8e-b4ed-9b8a14c9e2e4",
"risk_score": 0,
"confidence": 0.77
} | andersoncraig | challenge | null | null | null | No additional info | Auth challenge for andersoncraig via OAuth from 57.166.159.21 No additional info | {
"baseline_deviation": 2.55,
"entropy": 3.45,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 57.166.159.21 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 05:e8:48:02:55:11 |
54b7f7a3-f612-403c-8cf6-1732f05de26c | 2025-04-06T23:58:17 | network | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 166.163.133.231 to 9.84.218.58 No additional info | {
"geo_location": "Jordan",
"device_hash": "c801e7386dce7edc04fe5afc4e3abb1355933a95",
"user_agent": "Mozilla/5.0 (Android 4.1.1; Mobile; rv:18.0) Gecko/18.0 Firefox/18.0",
"session_id": "c8875262-af4c-4fce-bf20-063db7ef5245",
"risk_score": 31.16,
"confidence": 0.1
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 166.163.133.231 to 9.84.218.58 No additional info | null | null | null | null | 166.163.133.231 | 9.84.218.58 | null | null | null | null | null | null | null | null | null | null | HTTP | 315,847 | null | null | null |
a86c7704-32d7-4b95-bf34-ed2bfeab7e40 | 2025-03-19T08:16:51 | network | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 11.49.109.249 to 145.102.58.202 No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "3f777061d83be3f1e9bbc15ee6a3902f",
"user_agent": "Opera/9.43.(X11; Linux x86_64; br-FR) Presto/2.9.167 Version/10.00",
"session_id": "fb36cc6d-5792-45dc-b958-674ab950a2dd",
"risk_score": 25.33,
"confidence": 0.4
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 11.49.109.249 to 145.102.58.202 No additional info | null | null | null | null | 11.49.109.249 | 145.102.58.202 | null | null | null | null | null | null | null | null | null | null | HTTPS | 973,256 | null | null | null |
021f05da-91b4-45a0-a471-87610b7f2287 | 2025-01-31T00:36:27 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec real by petersjulie No additional info | {
"geo_location": "Iran",
"device_hash": "fe192038fc1369edf1c3cd526516882c7952b4a8eb7b43d25673e6f963e7737e",
"user_agent": "Mozilla/5.0 (Android 2.3.5; Mobile; rv:18.0) Gecko/18.0 Firefox/18.0",
"session_id": "7a6911b8-a3d2-4386-b5b4-c96e7531d6f4",
"risk_score": 49.24,
"confidence": 0.03
} | petersjulie | powershell_exec | real | 6,375 | powershell.exe | No additional info | Endpoint powershell_exec real by petersjulie No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2a4d89f5-4b82-4c92-ad33-d17a597592f3 | 2025-05-09T22:53:46 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth timeout for lindawang via OAuth from 10.142.96.161 No additional info | {
"geo_location": "French Polynesia",
"device_hash": "afd95b239ce241001ab247328057a8f8a63ca71b872fea82f548c7c4ae4120f3",
"user_agent": "Opera/8.10.(Windows NT 6.1; lt-LT) Presto/2.9.162 Version/10.00",
"session_id": "abab4804-82cc-486f-a37b-889793be7f19",
"risk_score": 68.16,
"confidence": 0.13
} | lindawang | timeout | null | null | null | No additional info | Auth timeout for lindawang via OAuth from 10.142.96.161 No additional info | null | null | null | null | 10.142.96.161 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 8c:83:f9:07:c9:c3 |
675d5587-e502-4203-9238-c16ae37e3096 | 2025-03-14T13:54:59 | ai | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by johnsonregina No additional info noise=T2Z0ZW4u | {
"geo_location": "Armenia",
"device_hash": "b92a4ff6032cbb2bddcd9c0c99a4dd2c95129e50f459813aef6ab342a2773a12",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/25.0.810.0 Safari/534.2",
"session_id": "8b1bd7fb-f496-4f9d-9015-b4dbebc297b4",
"risk_score": 0,
"confid... | johnsonregina | model_access | null | null | null | No additional info | AI system model_access by johnsonregina No additional info | null | null | null | null | null | null | null | null | null | null | null | model-24ee7fb5 | c3162376d4cb886c2e74062ce693e64f | 445efe49f86835e4a9a8cce114da9f0c7b61fec8 | null | null | null | null | null | null | null |
094d805c-bc86-4cfb-a5b7-355ceb6704c1 | 2025-01-16T00:39:06 | cloud | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in GCP by coreyjones No additional info | {
"geo_location": "Grenada",
"device_hash": "d1fbc99befd4c9eabab3b674d639dc26ba204ea6",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; fil-PH; rv:1.9.0.20) Gecko/5477-06-05 02:02:59 Firefox/3.6.3",
"session_id": "b94f7be0-8c81-4337-bffd-70308fec4608",
"risk_score": 45.86,
"confidence": 0.46
} | coreyjones | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by coreyjones No additional info | {
"baseline_deviation": 2.4,
"entropy": 7.64,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | GCP | res-0748105a | null | null | null | null | null | null | null | null | null | null |
08303903-0d61-4b33-97da-70ed62bdc09c | 2025-05-21T09:16:29 | cloud | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in Alibaba by robin29 No additional info noise=600ECBF7 | {
"geo_location": "Guyana",
"device_hash": "36703f9dcfe8a80c9228639987286b796eeed88f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/4.0)",
"session_id": "a709ccb8-91e7-4e9e-ab02-f3b0c271fad0",
"risk_score": 35.9,
"confidence": 0.65
} | robin29 | shadow_it | null | null | null | No additional info | Cloud shadow_it in Alibaba by robin29 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-d3aee60f | null | null | null | null | null | null | null | null | null | null |
30cde56c-d2fa-48f2-ab97-aeee5e50ce1f | 2025-05-19T20:28:13 | ai | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by tarawarner No additional info | {
"geo_location": "Yemen",
"device_hash": "2978ceb965287447402713c1d55c0a7f2645bd3e9edff0fef4fd7c1754d75c6e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_3 rv:6.0; ce-RU) AppleWebKit/534.24.6 (KHTML, like Gecko) Version/4.0 Safari/534.24.6",
"session_id": "385b8851-24e8-46c6-af9d-fe651edacfe7",
... | tarawarner | prompt_injection | null | null | null | No additional info | AI system prompt_injection by tarawarner No additional info | null | null | null | null | null | null | null | null | null | null | null | model-aac1b507 | ae09e15a8510177b4b61dc93f99a1cf3c980c676 | e348d318a65e3edccf7e13f2ac902c5a | null | null | null | null | null | null | null |
dab9722a-bdb9-49f7-8747-584929e10bd3 | 2025-06-25T14:06:57 | ai | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by roberta54 MITRE Technique: T1053.005 | {
"geo_location": "Macao",
"device_hash": "0c7ccb11fc5ed0dd311f46980c7f36a6a1d68462",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/5.1)",
"session_id": "29cf6b43-f48c-44c4-8ca7-6072a283aba8",
"risk_score": 65.03,
"confidence": 0.36
} | roberta54 | adversarial_input | null | null | null | MITRE Technique: T1053.005 | AI system adversarial_input by roberta54 MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | model-7290a88d | 8026af20f8e3b66d7e457569a44d07e981d2e3ca | 65f952cc1d028b6c9d226cc5f489632b | null | null | null | null | null | null | null |
36667697-9c74-4f59-8192-de09522867ec | 2022-02-03T10:02:36 | ai | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|low| desc=AI system membership_inference by scurtis No additional info noise=category/tags/wp-content | {
"geo_location": "United States Virgin Islands",
"device_hash": "6895f13a2f95605c485b447709dd9f73",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/5.1)",
"session_id": "94bdb88f-c738-47d3-aa62-6d3715249150",
"risk_score": 46.71,
"confidence": 0.8
} | scurtis | membership_inference | null | null | null | No additional info | AI system membership_inference by scurtis No additional info | null | null | null | null | null | null | null | null | null | null | null | model-843bce60 | 87621abe86fdacec197555d0a47aaf27cda92c91 | e65bbd23dac8897458b1c662c7ff4a439aa93fc50b12af0208408e52624d0f4c | null | null | null | null | null | null | null |
343965b0-07c8-40c2-b2fc-1b67dcc76b4a | 2025-06-15T21:14:15 | network | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 15.93.209.71 to 195.210.142.96 MITRE Technique: T1059.001 | {
"geo_location": "Tonga",
"device_hash": "c997f7752c8cbca8111162f1875362bd",
"user_agent": "Opera/8.88.(X11; Linux x86_64; ts-ZA) Presto/2.9.178 Version/11.00",
"session_id": "3eb355bb-7960-43e8-9ac8-4d0a05f2f9ce",
"risk_score": 35.23,
"confidence": 0.49
} | null | beaconing | null | null | null | MITRE Technique: T1059.001 | Network beaconing from 15.93.209.71 to 195.210.142.96 MITRE Technique: T1059.001 | null | null | null | null | 15.93.209.71 | 195.210.142.96 | null | null | null | null | null | null | null | null | null | null | ICMP | 640,013 | null | null | null |
d7b57c5b-3c98-44e2-8a01-4658b580019a | 2025-04-06T21:40:13 | 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: Cloud API Abuse detected from 160.19.14.193 targeting N/A Obfuscated payload detected | {
"geo_location": "Russia",
"device_hash": "7e24331cf281c517a3cd22532caf825d847a1406140ac2daaad1c7400e2347e2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ko-KR) AppleWebKit/535.20.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6535.20.6",
"session_id": "d11326ba-8f80-4559-861... | null | null | null | null | null | Obfuscated payload detected | FireEye HX Alert: Cloud API Abuse detected from 160.19.14.193 targeting N/A Obfuscated payload detected | null | null | null | null | 160.19.14.193 | N/A | Cloud API Abuse | SIG-8263 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
47feaf73-8b13-47de-82a8-04fe8617208f | 2025-07-03T18:15:57 | ai | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by zmiller No additional info noise=west|nothing|represent | {
"geo_location": "Greenland",
"device_hash": "de8c9465a7a56b813a2bf002cabfd49c7d59e916",
"user_agent": "Opera/9.55.(Windows 98; Win 9x 4.90; hy-AM) Presto/2.9.184 Version/11.00",
"session_id": "31d7f5cd-4552-41f3-adec-bd091a302a5a",
"risk_score": 83.48,
"confidence": 0.72
} | zmiller | fine_tuning | null | null | null | No additional info | AI system fine_tuning by zmiller No additional info | null | null | null | null | null | null | null | null | null | null | null | model-f4629511 | 70526298715b7a0722b4392f54b3cc14 | 93a431f4aab0b262adb0ce38bee60504c5e55f6502fe418159ae781bd850e509 | null | null | null | null | null | null | null |
85872867-56d1-4230-b753-082f7ddd9e40 | 2025-02-16T02:29:41 | auth | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for lkaufman via key from 6.11.158.174 No additional info | {
"geo_location": "Afghanistan",
"device_hash": "28e64d36627a066a12902aa89285b6f196fc7f7539029145978c250006e3eae0",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; ts-ZA; rv:1.9.0.20) Gecko/7484-11-22 05:23:30 Firefox/15.0",
"session_id": "25386d86-99b9-4dd3-9442-bb3ba22d8b48",
"risk_score": 58.54,
"confidence"... | lkaufman | bypass | null | null | null | No additional info | Auth bypass for lkaufman via key from 6.11.158.174 No additional info | null | null | null | null | 6.11.158.174 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 97:7e:20:a5:d2:53 |
48842bef-913a-4a52-aa07-214b5a89baf1 | 2025-03-22T02:05:17 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: Port Scan detected from 16.56.151.44 targeting 123.7.33.54 MITRE Technique: T1110.003 | Unconventional IOC: CPU microcode changes | {
"geo_location": "Yemen",
"device_hash": "124ddcb47abb5b9178f552ab690bbaf4",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/3493-05-08 15:17:02 Firefox/4.0",
"session_id": "780c6ae6-cf8a-4943-b004-23a8b4435c7f",
"risk_score": 34.71,
"confidence": 0.92
} | null | null | null | null | null | MITRE Technique: T1110.003 | Unconventional IOC: CPU microcode changes | Snort Alert: Port Scan detected from 16.56.151.44 targeting 123.7.33.54 MITRE Technique: T1110.003 | Unconventional IOC: CPU microcode changes | null | null | null | null | 16.56.151.44 | 123.7.33.54 | Port Scan | SIG-1792 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
18033857-f43e-4820-a747-7ca501ebbfcc | 2025-02-23T04:49:10 | ids_alert | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|medium| desc=AlienVault Alert: Supply Chain Compromise detected from 142.215.171.187 targeting 118.232.50.97 MITRE Technique: T1053.005 noise=view|edge|type | {
"geo_location": "Barbados",
"device_hash": "abbbb5bf684a5ae9162475ca184a5ea28f19f309",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_8) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/26.0.889.0 Safari/533.1",
"session_id": "c5d498f2-fb67-4790-b9a7-48da5ed183a7",
"risk_score": 79.85,
"confide... | null | null | null | null | null | MITRE Technique: T1053.005 | AlienVault Alert: Supply Chain Compromise detected from 142.215.171.187 targeting 118.232.50.97 MITRE Technique: T1053.005 | null | null | null | null | 142.215.171.187 | 118.232.50.97 | Supply Chain Compromise | SIG-2645 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
5629c286-9a13-456e-93ba-ad17d7503032 | 2025-07-01T10:45:36 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by ujones No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "8a8895a2710f89bfb0be2f58c149318835c2a4d66be07256305827a6f785a798",
"user_agent": "Mozilla/5.0 (Windows CE; bs-BA; rv:1.9.2.20) Gecko/8519-06-17 04:19:11 Firefox/3.8",
"session_id": "b3b8a1db-312e-4577-8e8c-9c863e98096d",
"risk_score": 68.39,
"confidence": 0.... | ujones | api_abuse | null | null | null | No additional info | AI system api_abuse by ujones No additional info | null | null | null | null | null | null | null | null | null | null | null | model-71d09d8f | 9b1e6eeaba5b9b4dee30360361cde9fb | 606e290aae3c6f621abdd569e6401245 | null | null | null | null | null | null | null |
e6e9ae53-7aed-4bc5-9c23-6f0062dfbc7e | 2025-04-05T03:46:16 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by patrick62 No additional info noise=UHJvZHVjdC4= | {
"geo_location": "Georgia",
"device_hash": "14e9ca508acbcb372467ff38213c51a1ed0d8bcc48eb3cb1ca4c8649dd24b5da",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/25.0.883.0 Safari/533.1",
"session_id": "e5a6c293-18e7-4048-ab85-534702eae67a",
"risk_score": 39.3,
"con... | patrick62 | api_abuse | null | null | null | No additional info | AI system api_abuse by patrick62 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-cd9d592b | 04b2f70dd2eb730354c9ba5eb991625b36f7113a | 548e42d4534826cae8f5a27d3ad410419f52d97e09242e45853d7586fc7d13fa | null | null | null | null | null | null | null |
a4816766-d60e-45b3-96b6-cf4fecc2b3ad | 2025-05-11T06:58:11 | network | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 104.20.232.219 to 141.199.91.0 No additional info | {
"geo_location": "Germany",
"device_hash": "6827b4d4d31aab476507567803dcd2b9",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_2) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/58.0.879.0 Safari/532.1",
"session_id": "4ff13583-391e-408d-bab9-10730c162163",
"risk_score": 26.28,
"confidence": 0.29
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 104.20.232.219 to 141.199.91.0 No additional info | null | null | null | null | 104.20.232.219 | 141.199.91.0 | null | null | null | null | null | null | null | null | null | null | UDP | 76,532 | null | null | null |
c1cc0705-265b-4e69-a17f-e75929b58f56 | 2030-01-02T07:11:00 | ids_alert | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|medium| desc=Elastic SIEM Alert: DDoS detected from 53.102.237.232 targeting N/A MITRE Technique: T1190 | {
"geo_location": "Guadeloupe",
"device_hash": "3b8fb7a80dae07eca83e8b94617642301618ed066da3872ec5b860fd36ec3068",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; dv-MV) AppleWebKit/531.1.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6531.1.6",
"session_id": "ccb382dc-b986-418c-a... | null | null | null | null | null | MITRE Technique: T1190 | Elastic SIEM Alert: DDoS detected from 53.102.237.232 targeting N/A MITRE Technique: T1190 | null | null | null | null | 53.102.237.232 | N/A | DDoS | SIG-5280 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
0b549c93-d739-47b3-a1cc-4689d802e771 | 2025-02-25T08:41:54 | cloud | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in GCP by uhood Associated Threat Actor: Cobalt Group | {
"geo_location": "Seychelles",
"device_hash": "5505e888a22883c8d2182107500d4a08af9011c8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/4.0)",
"session_id": "998bcef4-6127-45c1-a2d5-6e958655849d",
"risk_score": 62.99,
"confidence": 0.59
} | uhood | storage_access | null | null | null | Associated Threat Actor: Cobalt Group | Cloud storage_access in GCP by uhood Associated Threat Actor: Cobalt Group | null | null | null | null | null | null | null | null | null | GCP | res-258d011b | null | null | null | null | null | null | null | null | null | null |
fae592de-7608-42d8-a783-3c8f85bafc1c | 2025-03-17T12:33:52 | cloud | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in AWS by donaldpoole MITRE Technique: T1059.001 | {
"geo_location": "Bulgaria",
"device_hash": "c2b5a471e03ff49f0f800dd4fddc0937",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/4.0)",
"session_id": "e85b2d06-b100-4aa5-85bd-776914a29c1a",
"risk_score": 93.51,
"confidence": 0.83
} | donaldpoole | container_escape | null | null | null | MITRE Technique: T1059.001 | Cloud container_escape in AWS by donaldpoole MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | AWS | res-5f111dc5 | null | null | null | null | null | null | null | null | null | null |
6323106f-3beb-4005-94f3-01c5c0d618ab | 2025-03-19T12:17:05 | network | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 200.82.17.213 to 47.20.13.11 MITRE Technique: T1566.001 noise=song|ask|billion | {
"geo_location": "North Macedonia",
"device_hash": "849699b2dee3ab25aa6f0465cc364a68a35f7af6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/3.0)",
"session_id": "da09832c-cadb-4508-9878-751c0e05aac4",
"risk_score": 51.25,
"confidence": 0.9
} | null | protocol_anomaly | null | null | null | MITRE Technique: T1566.001 | Network protocol_anomaly from 200.82.17.213 to 47.20.13.11 MITRE Technique: T1566.001 | null | null | null | null | 200.82.17.213 | 47.20.13.11 | null | null | null | null | null | null | null | null | null | null | UDP | 218,140 | null | null | null |
52dec027-0ba3-44aa-97c3-8d989e3fe8e7 | 2025-06-06T06:21:21 | ai | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by kimtrevor No additional info noise=or|if|I | {
"geo_location": "Kenya",
"device_hash": "8944e9ad35051e801a94df21cf4759741781340fadfb4e050dc7a7093b5da8d9",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.3) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/17.0.888.0 Safari/534.0",
"session_id": "1a5b9008-5ce5-48b5-92e9-5094d89a7276",
"risk_score": 33.8,
"co... | kimtrevor | adversarial_input | null | null | null | No additional info | AI system adversarial_input by kimtrevor No additional info | null | null | null | null | null | null | null | null | null | null | null | model-07095149 | 45abe962e9c2153adbcf8e5c98049b293a707ad1 | 2d1f94324f3cfe847b353811accc6921 | null | null | null | null | null | null | null |
480fdc95-08ed-4b7e-aae7-26d54ceeb3b9 | 2025-03-02T15:42:45 | ids_alert | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|low| desc=Tanium Alert: Cloud API Abuse detected from 181.159.135.48 targeting 31.117.76.233 Obfuscated payload detected | {
"geo_location": "Russia",
"device_hash": "35b71f0ea661ddb804acb72ad358a232",
"user_agent": "Opera/9.55.(X11; Linux i686; am-ET) Presto/2.9.188 Version/12.00",
"session_id": "e276cc45-2897-4cea-9b7d-cc1279ac242c",
"risk_score": 93.37,
"confidence": 0.11
} | null | null | null | null | null | Obfuscated payload detected | Tanium Alert: Cloud API Abuse detected from 181.159.135.48 targeting 31.117.76.233 Obfuscated payload detected | null | null | null | null | 181.159.135.48 | 31.117.76.233 | Cloud API Abuse | SIG-3453 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
31d25913-0ba8-400e-abec-f32006d3e605 | 2025-05-03T11:10:06 | firewall | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|critical| desc=Firewall inspect SMB traffic from 141.206.229.197:710 to 52.235.5.172:19 No additional info | {
"geo_location": "Vanuatu",
"device_hash": "28b5aa42f235a1bdcff62a2aca52d05cd49997305cda65044ea34a0250909a52",
"user_agent": "Opera/8.58.(X11; Linux x86_64; ko-KR) Presto/2.9.177 Version/10.00",
"session_id": "eaeb5bec-1dc5-441b-a2da-2499fc94a186",
"risk_score": 37.51,
"confidence": 0.95
} | null | inspect | null | null | null | No additional info | Firewall inspect SMB traffic from 141.206.229.197:710 to 52.235.5.172:19 No additional info | null | null | null | null | 141.206.229.197 | 52.235.5.172 | null | null | null | null | null | null | null | null | 710 | 19 | SMB | 534,769 | 19 | null | null |
9ae57e3d-af6d-4f8a-893a-5439ccf6a5ee | 2025-02-01T11:40:19 | network | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 88.122.21.161 to 91.72.81.179 No additional info | {
"geo_location": "Malaysia",
"device_hash": "ea8634355928b66906566f8db8c6dd4943d70ff1ebf3ff664ff4cd21eeef313f",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_8; rv:1.9.4.20) Gecko/2470-03-29 06:47:14 Firefox/12.0",
"session_id": "85bb2a64-e4d9-4755-adeb-e671f478b36c",
"risk_score": 24.09,
"co... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 88.122.21.161 to 91.72.81.179 No additional info | null | null | null | null | 88.122.21.161 | 91.72.81.179 | null | null | null | null | null | null | null | null | null | null | HTTPS | 435,968 | null | null | null |
7f93dc73-887a-4c76-96a6-d666db3bbd05 | 2025-04-01T02:18:37 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: Port Scan detected from 194.27.96.145 targeting 172.51.179.144 No additional info | {
"geo_location": "Angola",
"device_hash": "87b5d2fb2b6b72cb5ba221711805baab",
"user_agent": "Mozilla/5.0 (Android 1.6; Mobile; rv:6.0) Gecko/6.0 Firefox/6.0",
"session_id": "6d75ff9b-58fa-4e01-aa6b-129f2f632528",
"risk_score": 56.62,
"confidence": 0.28
} | null | null | null | null | null | No additional info | QRadar Alert: Port Scan detected from 194.27.96.145 targeting 172.51.179.144 No additional info | null | null | null | null | 194.27.96.145 | 172.51.179.144 | Port Scan | SIG-5264 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
b85b335e-7ca1-451f-af30-691aeda78fd6 | 2025-03-26T20:55:33 | endpoint | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change law by jessicahampton No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "52c61016ad1d1bbdc2ec18ca25a7a29ad6ad55cd",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/25.0.893.0 Safari/532.0",
"session_id": "4455de47-d530-410f-8a4c-6a2845250f3c",
"risk_score": 52.07,
"confidence": 0.49
} | jessicahampton | registry_change | law | 6,696 | svchost.exe | No additional info | Endpoint registry_change law by jessicahampton No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0b9fb55b-bad4-4280-8b11-29c30d7611fc | 2025-04-13T05:56:55 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth bypass for ashley52 via passwordless from 171.75.211.216 No additional info | {
"geo_location": "Hong Kong",
"device_hash": "c882aec457db04f8b33821ec8414b8e232323101",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/38.0.805.0 Safari/531.2",
"session_id": "09df9eb7-ab68-432e-a721-5220431c56e7",
"risk_score": 72.85,
"confidence": 0.51
} | ashley52 | bypass | null | null | null | No additional info | Auth bypass for ashley52 via passwordless from 171.75.211.216 No additional info | null | null | null | null | 171.75.211.216 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 4c:7e:95:0f:5a:ef |
48917182-bd61-4364-bfc7-13a12f6a2594 | 2025-03-19T19:54:38 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for vegatyrone via MFA from 89.187.226.154 MITRE Technique: T1218.011 | Unconventional IOC: GPU memory artifacts | {
"geo_location": "Isle of Man",
"device_hash": "e086bf399b9a168172d0a52238e2462cd89b27bd54e9815be34816a9eccbf996",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/47.0.832.0 Safari/531.0",
"session_id": "aa347984-6113-4ed3-bf3a-01f44319fc6e",
"risk_score": 39.15,
"... | vegatyrone | challenge | null | null | null | MITRE Technique: T1218.011 | Unconventional IOC: GPU memory artifacts | Auth challenge for vegatyrone via MFA from 89.187.226.154 MITRE Technique: T1218.011 | Unconventional IOC: GPU memory artifacts | null | null | null | null | 89.187.226.154 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 55:01:a5:26:2e:cb |
02580a41-0a54-4717-8f65-60bf8d42aa4b | 2025-05-20T13:38:45 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: Cloud API Abuse detected from 187.19.211.226 targeting 113.137.102.133 No additional info noise=categories/search | {
"geo_location": "Cameroon",
"device_hash": "c9b2fc3a4b8f74b70881c6425220fd19fc019fb2",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_1; rv:1.9.3.20) Gecko/3632-09-28 09:46:25 Firefox/3.8",
"session_id": "0929151a-9386-41e2-a2ff-0601c4df8016",
"risk_score": 55.91,
"confidence": 0.72
} | null | null | null | null | null | No additional info | Wazuh Alert: Cloud API Abuse detected from 187.19.211.226 targeting 113.137.102.133 No additional info | null | null | null | null | 187.19.211.226 | 113.137.102.133 | Cloud API Abuse | SIG-6582 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
c9d7941f-b11a-42d3-9093-f341defe5ad8 | 2025-04-30T11:55:22 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network beaconing from 160.148.189.215 to 10.200.224.105 MITRE Technique: T1134.001 | {
"geo_location": "Georgia",
"device_hash": "c8c0c7ca3163908fe12ab237ac203764",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/4.1)",
"session_id": "323b3884-a91d-49ed-9c03-363f3354989c",
"risk_score": 70.83,
"confidence": 0.91
} | null | beaconing | null | null | null | MITRE Technique: T1134.001 | Network beaconing from 160.148.189.215 to 10.200.224.105 MITRE Technique: T1134.001 | null | null | null | null | 160.148.189.215 | 10.200.224.105 | null | null | null | null | null | null | null | null | null | null | HTTPS | 388,133 | null | null | null |
fee55fe7-37bf-4b10-a2f9-f737d58ab1a4 | 2025-06-27T21:20:43 | iot | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC physical_tamper No additional info noise=AE4E6DCF | {
"geo_location": "Costa Rica",
"device_hash": "0aa5dedcca0a45e06746fbd440bca8ea94dd290cce2d9ec9611aff1d042b0dad",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/5.0)",
"session_id": "32de3e09-d684-4e48-942a-9aa36f26a74a",
"risk_score": 66.12,
"confidence": 0.3
} | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-d5776c3a | 4.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5db00ddf-5175-4502-bfd3-e1eec6b5c9fe | 2025-06-17T02:17:36 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: Brute Force detected from 85.202.72.122 targeting 22.190.99.241 MITRE Technique: T1053.005 | Zero-day exploit pattern detected | {
"geo_location": "Guadeloupe",
"device_hash": "194cf1ad739e51afb99db21a7d47acd9",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.4) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/59.0.804.0 Safari/535.1",
"session_id": "ca75cc97-55a2-470d-a113-3d3204b2317a",
"risk_score": 43.19,
"confidence": 0.22
} | null | null | null | null | null | MITRE Technique: T1053.005 | Zero-day exploit pattern detected | Zeek Alert: Brute Force detected from 85.202.72.122 targeting 22.190.99.241 MITRE Technique: T1053.005 | Zero-day exploit pattern detected | null | null | null | null | 85.202.72.122 | 22.190.99.241 | Brute Force | SIG-4540 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
6080b92b-93e0-45eb-bb22-e877a268c0c4 | 2025-01-29T03:21:15 | network | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 135.202.223.220 to 116.183.235.224 No additional info | {
"geo_location": "Greenland",
"device_hash": "e14f4d14b2faa60d00ff904b8942afae02c29fd3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/531.29.1 (KHTML, like Gecko) Version/4.0 Safari/531.29.1",
"session_id": "82a2c679-65fa-47b0-a617-b5543bbc1fe4",
"risk_score": 77.55,
"confid... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 135.202.223.220 to 116.183.235.224 No additional info | null | null | null | null | 135.202.223.220 | 116.183.235.224 | null | null | null | null | null | null | null | null | null | null | HTTPS | 931,341 | null | null | null |
b0b1dc52-2a5d-4dc7-82c5-5661a953aa0b | 2025-05-18T02:36:20 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 77.0.253.9 to 163.250.184.236 MITRE Technique: T1078.004 noise=3F1EE7B6 | {
"geo_location": "Latvia",
"device_hash": "27e6249a848626422d3ef9b60e269e8b275cff7093600d9e9f4146f0b533ae0f",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_8 rv:4.0; doi-IN) AppleWebKit/535.24.1 (KHTML, like Gecko) Version/5.0.1 Safari/535.24.1",
"session_id": "d865247b-2604-4da9-a4df-9991d787f17... | null | beaconing | null | null | null | MITRE Technique: T1078.004 | Network beaconing from 77.0.253.9 to 163.250.184.236 MITRE Technique: T1078.004 | null | null | null | null | 77.0.253.9 | 163.250.184.236 | null | null | null | null | null | null | null | null | null | null | HTTP | 389,163 | null | null | null |
854ada21-9116-4bf5-8db4-1f3cdbd80e3f | 2025-05-05T06:22:08 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall deny TCP traffic from 108.153.110.57:35497 to 75.216.82.114:488 MITRE Technique: T1190 | {
"geo_location": "Nigeria",
"device_hash": "bf9c47b5ebb1a5930942fac7836ba6ab39ae9ccd",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/535.18.4 (KHTML, like Gecko) Version/5.0.2 Safari/535.18.4",
"session_id": "5d41b8e3-4965-4e6a-aea5-ae7956b7499d",
"risk_score": 58.5,
"confidence": 0.54
} | null | deny | null | null | null | MITRE Technique: T1190 | Firewall deny TCP traffic from 108.153.110.57:35497 to 75.216.82.114:488 MITRE Technique: T1190 | null | null | null | null | 108.153.110.57 | 75.216.82.114 | null | null | null | null | null | null | null | null | 35,497 | 488 | TCP | 478,692 | 872 | null | null |
e3c4306d-0aba-4c7e-8d35-80b6e87da29d | 2025-05-13T05:19:00 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: MFA Bypass detected from 79.142.171.82 targeting 50.192.168.78 MITRE Technique: T1071.001 | {
"geo_location": "Timor-Leste",
"device_hash": "3a8e409fffcf7b3fe5ff1361c0441845d1d037eb",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/2940-02-08 10:06:36 Firefox/3.6.9",
"session_id": "85cbb6f7-0440-4540-9488-c311420be04b",
"risk_score": 52.49,
"confidence": 0.94
} | null | null | null | null | null | MITRE Technique: T1071.001 | LogRhythm Alert: MFA Bypass detected from 79.142.171.82 targeting 50.192.168.78 MITRE Technique: T1071.001 | {
"baseline_deviation": 1.36,
"entropy": 4.77,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 79.142.171.82 | 50.192.168.78 | MFA Bypass | SIG-7775 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
277206eb-fc72-4bd4-9a7b-7d453a6a4ca8 | 2025-07-01T00:12:10 | ai | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by mooreryan MITRE Technique: T1110.003 | {
"geo_location": "Macao",
"device_hash": "022c419bfdcf10d3881f7448a75def2cee87d6f76e44ecace5fe70a8caf4c86d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/4.1)",
"session_id": "5f104ead-7e60-46f6-a212-461204e35bdf",
"risk_score": 43.1,
"confidence": 0.99
} | mooreryan | fine_tuning | null | null | null | MITRE Technique: T1110.003 | AI system fine_tuning by mooreryan MITRE Technique: T1110.003 | {
"baseline_deviation": 1.02,
"entropy": 6.49,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-9cd99ead | fcdc3f110c6374dbed093d9726b4fd8a3b675c21 | 4f0294710025a0785e757844913be2de | null | null | null | null | null | null | null |
865db034-1425-4e85-89a9-450ec42b1b46 | 2025-02-19T23:29:05 | ids_alert | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=ArcSight Alert: Zero-Day Exploit detected from 202.40.183.22 targeting 64.124.168.124 MITRE Technique: T1190 | {
"geo_location": "Ireland",
"device_hash": "9081d8748cb8781980adc320ed1449bb52fc0e75",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_2 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/12.4j0823.0 Mobile/53F734 Safari/532.2",
"session_id": "002cef54-8ef8-40a0-91b2-c028181743cf",
"risk_score": 6... | null | null | null | null | null | MITRE Technique: T1190 | ArcSight Alert: Zero-Day Exploit detected from 202.40.183.22 targeting 64.124.168.124 MITRE Technique: T1190 | null | null | null | null | 202.40.183.22 | 64.124.168.124 | Zero-Day Exploit | SIG-7299 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
e4862e92-65a6-484b-8c32-d3596582a943 | 2025-02-17T11:44:10 | ids_alert | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|critical| desc=Snort Alert: Zero-Day Exploit detected from 221.211.11.56 targeting 54.75.33.5 No additional info noise=1F131B51 | {
"geo_location": "Gambia",
"device_hash": "07350c7afa95115a6d6c132d3353cfb243bb3006",
"user_agent": "Opera/9.64.(X11; Linux x86_64; the-NP) Presto/2.9.180 Version/10.00",
"session_id": "30c46f41-e3f0-433a-88f6-1dc1971fbaeb",
"risk_score": 63.4,
"confidence": 0.38
} | null | null | null | null | null | No additional info | Snort Alert: Zero-Day Exploit detected from 221.211.11.56 targeting 54.75.33.5 No additional info | null | null | null | null | 221.211.11.56 | 54.75.33.5 | Zero-Day Exploit | SIG-6200 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
0fbe9b03-cf9a-475d-a3ac-aa9461d70136 | 2025-06-11T12:59:35 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth failed for rford via MFA from 10.228.156.166 No additional info noise=3BDF7462 | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "746e6abefd1d5768c1f60f9458c76914fa42f8422f186cea0246d600c3708238",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/29.0.836.0 Safari/531.1",
"session_id": "e1a40131-e296-41a2-95d9-6d435f6399c3",
"risk_... | rford | failed | null | null | null | No additional info | Auth failed for rford via MFA from 10.228.156.166 No additional info | null | null | null | null | 10.228.156.166 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 4a:d2:74:58:aa:08 |
548140ab-51ce-4c21-8069-9db2d4c936a2 | 2025-05-11T20:01:40 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect HTTPS traffic from 67.121.155.26:8937 to 61.30.30.134:491 Associated Threat Actor: APT35 | {
"geo_location": "Seychelles",
"device_hash": "b5feb4b47e26eca1f2dbfc54f290328b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_1 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/14.4n9504.0 Mobile/43J786 Safari/531.0",
"session_id": "32880fab-50c8-436f-9bf3-db7c0685aeb5",
"risk_score": 83... | null | inspect | null | null | null | Associated Threat Actor: APT35 | Firewall inspect HTTPS traffic from 67.121.155.26:8937 to 61.30.30.134:491 Associated Threat Actor: APT35 | null | null | null | null | 67.121.155.26 | 61.30.30.134 | null | null | null | null | null | null | null | null | 8,937 | 491 | HTTPS | 526,469 | 2,573 | null | null |
face02a7-5048-4233-9420-6fe2ddf497da | 2025-01-28T20:53:59 | ai | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by bruce66 No additional info noise=62F9D962 | {
"geo_location": "Mozambique",
"device_hash": "0011974e8e886b19d50e2f9e2d850244",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_8 rv:6.0; ce-RU) AppleWebKit/534.50.5 (KHTML, like Gecko) Version/4.0.3 Safari/534.50.5",
"session_id": "0c6113ef-edce-4f17-8c97-9b5e0c3f8634",
"risk_score": 34.87,
"... | bruce66 | fine_tuning | null | null | null | No additional info | AI system fine_tuning by bruce66 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-5fcd982d | 6be29625a272f86ea96cb09c74b82f060df594c201813b5ce4a4b0c49f6e1a3d | 0eadb89b4cf5514ee6cfe49df26dbe5f | null | null | null | null | null | null | null |
7519bd4c-f5cf-41fb-a368-15c0bd1186a8 | 2025-06-30T01:28:01 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth timeout for brian81 via OAuth from 203.95.193.253 No additional info | {
"geo_location": "Morocco",
"device_hash": "1d8fb9a98bc9d37a8acc593f55d39345",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ku-TR) AppleWebKit/534.47.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6534.47.3",
"session_id": "bbb8313d-e98a-427f-9d48-575576b4c58e",
"risk_score"... | brian81 | timeout | null | null | null | No additional info | Auth timeout for brian81 via OAuth from 203.95.193.253 No additional info | null | null | null | null | 203.95.193.253 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | a7:2d:e0:52:f8:c6 |
47da92f0-d84e-4756-be38-7843c2e27f77 | 2025-01-24T21:16:33 | auth | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|low| desc=Auth bypass for amber97 via OAuth from 170.110.48.5 No additional info | {
"geo_location": "Botswana",
"device_hash": "478c420638def00f1bcb895bf5774209",
"user_agent": "Opera/9.35.(Windows NT 6.1; gez-ET) Presto/2.9.171 Version/11.00",
"session_id": "79ab1655-fc3a-4190-accb-c011729ab978",
"risk_score": 51.3,
"confidence": 0.23
} | amber97 | bypass | null | null | null | No additional info | Auth bypass for amber97 via OAuth from 170.110.48.5 No additional info | null | null | null | null | 170.110.48.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | b5:16:47:b1:18:49 |
572d258b-8485-461a-a45e-562ba068cb6c | 2025-04-12T07:34:56 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow UDP traffic from 67.190.93.126:117 to 208.206.246.134:440 MITRE Technique: T1110.003 | {
"geo_location": "Hong Kong",
"device_hash": "1f1d0985c6285c2a112ba6069bb30e72",
"user_agent": "Opera/9.85.(Windows 98; Win 9x 4.90; af-ZA) Presto/2.9.190 Version/12.00",
"session_id": "8df87335-6528-4b46-bc1e-ba97a6d1abb0",
"risk_score": 54.56,
"confidence": 0.24
} | null | allow | null | null | null | MITRE Technique: T1110.003 | Firewall allow UDP traffic from 67.190.93.126:117 to 208.206.246.134:440 MITRE Technique: T1110.003 | null | null | null | null | 67.190.93.126 | 208.206.246.134 | null | null | null | null | null | null | null | null | 117 | 440 | UDP | 165,978 | 2,083 | null | null |
971d65cf-7dbf-46bd-94cd-6c041805c9ef | 2025-02-27T01:45:47 | ids_alert | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|low| desc=AlienVault Alert: AI Model Poisoning detected from 10.103.101.121 targeting 114.153.162.157 Associated Threat Actor: Leafminer | {
"geo_location": "France",
"device_hash": "112cc07e743e3844150af6aaa761b493d932e865",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.1) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/52.0.825.0 Safari/532.1",
"session_id": "fa1866b9-9b1d-4aee-afac-62a5f04ac581",
"risk_score": 64.81,
"confidence": 0.46
} | null | null | null | null | null | Associated Threat Actor: Leafminer | AlienVault Alert: AI Model Poisoning detected from 10.103.101.121 targeting 114.153.162.157 Associated Threat Actor: Leafminer | null | null | null | null | 10.103.101.121 | 114.153.162.157 | AI Model Poisoning | SIG-8163 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
8be8a392-ebd8-4147-8cd2-5d427676ce64 | 2025-06-18T19:00:44 | iot | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor sensor_spoofing MITRE Technique: T1547.001 | {
"geo_location": "Belgium",
"device_hash": "f01dab5c2d3fcfaf848ef061ffc315db",
"user_agent": "Mozilla/5.0 (Windows 95; ur-IN; rv:1.9.2.20) Gecko/2174-05-21 00:30:05 Firefox/3.6.20",
"session_id": "9a30ebc9-c5e5-4ec1-8e85-41995e8c3988",
"risk_score": 81.29,
"confidence": 0.99
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1547.001 | IoT device Sensor sensor_spoofing MITRE Technique: T1547.001 | null | Sensor | iot-dd4665d2 | 4.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e0db9374-d150-4d98-9603-b8b4bed52163 | 2025-06-29T00:33:43 | iot | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|info| desc=IoT device Camera battery_drain No additional info | {
"geo_location": "Poland",
"device_hash": "777b46ec9ec44da12c8a6141d1a741bebaacc1da063d97ef05462d4f68b773b5",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/35.0.872.0 Safari/532.2",
"session_id": "a316ef48-6dbc-4698-b384-0fc39388c652",
"risk_score": 8.47,
"con... | null | battery_drain | null | null | null | No additional info | IoT device Camera battery_drain No additional info | null | Camera | iot-fa65e5ba | 5.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4c8f70ac-a6bb-4b91-a65f-8b8839aa96c1 | 2025-03-27T06:03:32 | firewall | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|info| desc=Firewall drop HTTPS traffic from 33.50.158.75:119 to 22.109.55.65:8518 MITRE Technique: T1078.004 | Associated Threat Actor: REvil | {
"geo_location": "Hungary",
"device_hash": "96cffa91be0964abed4f420a8bb9196d585ec5ff2c2c23f308b813db1448d73d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_5 rv:2.0; ig-NG) AppleWebKit/534.14.1 (KHTML, like Gecko) Version/5.0 Safari/534.14.1",
"session_id": "baca7dbe-9b1d-4b01-b545-4546ae1451c4",... | null | drop | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: REvil | Firewall drop HTTPS traffic from 33.50.158.75:119 to 22.109.55.65:8518 MITRE Technique: T1078.004 | Associated Threat Actor: REvil | null | null | null | null | 33.50.158.75 | 22.109.55.65 | null | null | null | null | null | null | null | null | 119 | 8,518 | HTTPS | 491,005 | 53 | null | null |
7f0e254b-f2b1-44a6-b398-60d75801c0a7 | 2025-03-19T21:59:51 | auth | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|high| desc=Auth success for josephgarcia via MFA from 108.214.11.196 No additional info | {
"geo_location": "United States of America",
"device_hash": "767d1a6ed37a245b812755f88318a1b1c79205ab",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_7 rv:3.0; ia-FR) AppleWebKit/534.23.3 (KHTML, like Gecko) Version/4.0.1 Safari/534.23.3",
"session_id": "be1ea5ff-06fe-4519-8acb-6f2e93cccef8",
"ris... | josephgarcia | success | null | null | null | No additional info | Auth success for josephgarcia via MFA from 108.214.11.196 No additional info | null | null | null | null | 108.214.11.196 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | a8:11:59:24:d1:e6 |
d953594e-d2a3-4067-90e5-e0a3d7067582 | 2025-03-13T22:20:46 | ai | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by patriciacooper No additional info | {
"geo_location": "Mauritania",
"device_hash": "12b54e26ffc138965882fbf016dbeb944e2e8d386e23486aacfbaf764714c61a",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; ug-CN; rv:1.9.0.20) Gecko/3611-05-01 18:05:37 Firefox/3.6.17",
"session_id": "2fb91b90-69e4-43dc-aa2e-db24a78ab7c0",
"risk_score": 47.33,
"confidence... | patriciacooper | fine_tuning | null | null | null | No additional info | AI system fine_tuning by patriciacooper No additional info | null | null | null | null | null | null | null | null | null | null | null | model-fe806304 | 73fb5308e5b4971533a0078ef4bdbabdcf576a7f | 84e94d468f4ac0286af1c7fc16ef4096 | null | null | null | null | null | null | null |
096141b3-1027-4f49-980f-22cad3687193 | 2025-01-26T15:42:42 | ai | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by millerpamela MITRE Technique: T1071.001 | {
"geo_location": "Puerto Rico",
"device_hash": "0ba30b56cdc76d8248ce0648d430e7d33536254d6b386572007d1912e0d529e9",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_3 rv:4.0; wal-ET) AppleWebKit/534.17.2 (KHTML, like Gecko) Version/5.0.5 Safari/534.17.2",
"session_id": "c4d42c14-9347-44ae-b7bf-7688d... | millerpamela | model_access | null | null | null | MITRE Technique: T1071.001 | AI system model_access by millerpamela MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | model-3ecedd96 | 20ef15926a2d470ebd2312d5dbc1773acf2bedc79e71294951550eaca7433b9b | f83f66d728534c5234b775991a1563cd47a905ae6c395b978f59d801c3526cfe | null | null | null | null | null | null | null |
9ff2359f-4f95-4f6c-81d4-3c462a9b7c37 | 2025-03-28T20:37:37 | network | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|high| desc=Network beaconing from 105.78.95.250 to 145.89.204.15 Unconventional IOC: GPU memory artifacts | {
"geo_location": "Sri Lanka",
"device_hash": "e7752193f6847ef11d487c9aff26e41e",
"user_agent": "Mozilla/5.0 (Android 4.4.1; Mobile; rv:15.0) Gecko/15.0 Firefox/15.0",
"session_id": "6b1c06ca-c779-4abb-8655-159fb3a81b35",
"risk_score": 49.85,
"confidence": 0.01
} | null | beaconing | null | null | null | Unconventional IOC: GPU memory artifacts | Network beaconing from 105.78.95.250 to 145.89.204.15 Unconventional IOC: GPU memory artifacts | null | null | null | null | 105.78.95.250 | 145.89.204.15 | null | null | null | null | null | null | null | null | null | null | TCP | 889,846 | null | null | null |
2f93f8b7-26da-4bb0-8cde-5edaeceff6ad | 2025-06-21T20:54:23 | firewall | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|low| desc=Firewall allow SSH traffic from 90.13.207.110:940 to 208.13.28.232:726 MITRE Technique: T1543.003 | {
"geo_location": "Italy",
"device_hash": "cde600bfda371b3ba23bf74148c81b33",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/4.0)",
"session_id": "4c42bd6d-f1c6-4369-8fb3-ff391404e52f",
"risk_score": 33.95,
"confidence": 0.55
} | null | allow | null | null | null | MITRE Technique: T1543.003 | Firewall allow SSH traffic from 90.13.207.110:940 to 208.13.28.232:726 MITRE Technique: T1543.003 | null | null | null | null | 90.13.207.110 | 208.13.28.232 | null | null | null | null | null | null | null | null | 940 | 726 | SSH | 620,252 | 1,119 | null | null |
98e1fe7a-6436-488d-824b-352e86b0a010 | 2025-04-11T03:47:59 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth bypass for peggy92 via passwordless from 167.37.37.53 MITRE Technique: T1059.005 noise=category | {
"geo_location": "Tunisia",
"device_hash": "0e804ae0b2f3fd9e268e71d909c27830",
"user_agent": "Opera/8.68.(X11; Linux i686; fa-IR) Presto/2.9.184 Version/10.00",
"session_id": "1d810e7c-b489-4d28-a453-baea317ca843",
"risk_score": 36.26,
"confidence": 0.85
} | peggy92 | bypass | null | null | null | MITRE Technique: T1059.005 | Auth bypass for peggy92 via passwordless from 167.37.37.53 MITRE Technique: T1059.005 | null | null | null | null | 167.37.37.53 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | ff:17:af:90:09:6f |
62d08d4e-07a7-4d0a-968a-9c700c1e76d1 | 2025-05-01T06:38:16 | iot | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|info| desc=IoT device Thermostat battery_drain MITRE Technique: T1053.005 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "8cddfcb264c8804979894af38020ad2a41e6374550df0963455d62fea665bec9",
"user_agent": "Opera/9.78.(X11; Linux x86_64; ayc-PE) Presto/2.9.182 Version/12.00",
"session_id": "a14993e3-85d3-456a-9753-db23f48a0173",
"risk_score": 75.23,
"confidence": 0.8
} | null | battery_drain | null | null | null | MITRE Technique: T1053.005 | IoT device Thermostat battery_drain MITRE Technique: T1053.005 | null | Thermostat | iot-c16112e5 | 4.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d90fae00-4634-4c73-8089-4898d5b38b69 | 2025-03-23T11:04:49 | ids_alert | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|high| desc=CrowdStrike Alert: Living-off-the-Land detected from 10.134.185.8 targeting 135.218.122.103 No additional info | {
"geo_location": "Djibouti",
"device_hash": "13f9ed2fcd5f32c34255e161fb7248288ad46595a67eda1813445b2017c34415",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/5.0)",
"session_id": "00b61da2-e410-4cce-a844-4d2060d92d62",
"risk_score": 67.03,
"confidence": 0.98
} | null | null | null | null | null | No additional info | CrowdStrike Alert: Living-off-the-Land detected from 10.134.185.8 targeting 135.218.122.103 No additional info | null | null | null | null | 10.134.185.8 | 135.218.122.103 | Living-off-the-Land | SIG-4699 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
fed8cafd-c023-4309-9e21-1c94f7b7fb79 | 2025-07-09T09:41:49 | ids_alert | Trellix v10.7.0 | emergency | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|emergency| desc=Trellix Alert: Port Scan detected from 84.208.160.50 targeting N/A MITRE Technique: T1543.003 | {
"geo_location": "France",
"device_hash": "28449f1b34b970f6ad4e92096039d998",
"user_agent": "Opera/8.38.(X11; Linux i686; my-MM) Presto/2.9.170 Version/12.00",
"session_id": "23fa3e58-9d5a-4906-bd68-a397ca6adb1f",
"risk_score": 65.1,
"confidence": 0.78
} | null | null | null | null | null | MITRE Technique: T1543.003 | Trellix Alert: Port Scan detected from 84.208.160.50 targeting N/A MITRE Technique: T1543.003 | {
"baseline_deviation": 1.11,
"entropy": 3.84,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 84.208.160.50 | N/A | Port Scan | SIG-3923 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
ca6095e4-aac0-4f7f-aa32-94c83c5e5113 | 2025-06-07T04:04:43 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 48.209.249.78 to 173.154.68.241 MITRE Technique: T1071.001 | {
"geo_location": "Christmas Island",
"device_hash": "9e5b36376a3d7eb94f6666722cec39f59e8ccfbf",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_7 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/49.0.851.0 Mobile/75N278 Safari/533.1",
"session_id": "ffb53dc6-fbe4-4210-9c52-ebf17c162cc9",
"risk... | null | protocol_anomaly | null | null | null | MITRE Technique: T1071.001 | Network protocol_anomaly from 48.209.249.78 to 173.154.68.241 MITRE Technique: T1071.001 | null | null | null | null | 48.209.249.78 | 173.154.68.241 | null | null | null | null | null | null | null | null | null | null | TCP | 451,310 | null | null | null |
0a384261-7aa3-4ca0-b7e0-083613fc183a | 2023-03-31T22:32:30 | endpoint | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection /produce/true.avi by qhanna MITRE Technique: T1486 | Living-off-the-land technique detected | {
"geo_location": "Mexico",
"device_hash": "8e93bf30aa9aa68eb296b26e87613e63f485413bda021e4b7a29cb554c2ccde2",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/25.0.845.0 Safari/536.2",
"session_id": "d3dea46d-ab46-4561-a3e9-5a13779b965e",
"risk_score": 36.94,
"confi... | qhanna | memory_injection | /produce/true.avi | 1,116 | explorer.exe | MITRE Technique: T1486 | Living-off-the-land technique detected | Endpoint memory_injection /produce/true.avi by qhanna MITRE Technique: T1486 | Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9bb24171-4286-4e9b-b545-6161feef6121 | 2025-05-29T18:33:00 | firewall | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|info| desc=Firewall allow HTTPS traffic from 51.115.202.80:714 to 113.90.155.67:895 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Equatorial Guinea",
"device_hash": "4de71cf4110b9df1e00e19972e2dc7ccb650737a",
"user_agent": "Opera/9.23.(X11; Linux x86_64; ff-SN) Presto/2.9.179 Version/12.00",
"session_id": "917c894c-a2fb-41cd-a49e-6d7036246dd0",
"risk_score": 86.44,
"confidence": 0.6
} | null | allow | null | null | null | Unconventional IOC: Quantum random number deviations | Firewall allow HTTPS traffic from 51.115.202.80:714 to 113.90.155.67:895 Unconventional IOC: Quantum random number deviations | null | null | null | null | 51.115.202.80 | 113.90.155.67 | null | null | null | null | null | null | null | null | 714 | 895 | HTTPS | 38,252 | 32 | null | null |
6c790015-813b-4d48-9447-25e800bbe3da | 2025-04-04T14:04:32 | cloud | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in GCP by jennalong MITRE Technique: T1574.002 | {
"geo_location": "Grenada",
"device_hash": "3e235982cd07b0bd564c4c57fd22721fcbb45a848d0ca1c8364895cd8047954a",
"user_agent": "Opera/9.36.(Windows NT 4.0; af-ZA) Presto/2.9.168 Version/12.00",
"session_id": "c4904759-b8d5-41cb-91d8-be864414841c",
"risk_score": 42.42,
"confidence": 0.21
} | jennalong | crypto_mining | null | null | null | MITRE Technique: T1574.002 | Cloud crypto_mining in GCP by jennalong MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | GCP | res-444d23f5 | null | null | null | null | null | null | null | null | null | null |
f2699335-0c21-493a-8cc0-b89561d455a6 | 2025-03-12T18:40:07 | network | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 31.22.52.181 to 219.181.206.105 No additional info | {
"geo_location": "Tokelau",
"device_hash": "354f3ebfe0f0873d98ede4fb36682ac6492d761dc002f2f174f59097fc83ef9a",
"user_agent": "Opera/9.25.(X11; Linux x86_64; pap-CW) Presto/2.9.190 Version/11.00",
"session_id": "a52ed4e0-ed4d-448d-a3bc-357cd79b5ee0",
"risk_score": 23.66,
"confidence": 0.22
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 31.22.52.181 to 219.181.206.105 No additional info | null | null | null | null | 31.22.52.181 | 219.181.206.105 | null | null | null | null | null | null | null | null | null | null | ICMP | 917,646 | null | null | null |
09306c2d-c732-4c94-befe-52532e0e800c | 2025-04-16T23:20:55 | ai | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by tfisher MITRE Technique: T1543.003 | {
"geo_location": "Northern Mariana Islands",
"device_hash": "d6fa116d0c41a6be38a10bd5818d4f9e732ddcc930eff9416056cbf638a83996",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; cy-GB; rv:1.9.0.20) Gecko/3130-02-06 12:44:42 Firefox/13.0",
"session_id": "373c562b-e7fd-4bf5-9ae3-3e2717730af8",
"risk_score": 12.56,
... | tfisher | training_data_poisoning | null | null | null | MITRE Technique: T1543.003 | AI system training_data_poisoning by tfisher MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | model-bd6d454a | 60b56984887f95b658f5d29127c34cf4f8b9db15 | 980339ef6674b4c4fc38a9abed0b360475ca13335e5c15956c4b04c77177c956 | null | null | null | null | null | null | null |
14ac59a1-85fe-4e77-b639-55d9335d8570 | 2025-07-06T20:29:39 | iot | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Camera battery_drain No additional info | {
"geo_location": "Togo",
"device_hash": "395203c04f04d44f6049f149f5a19648",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/54.0.822.0 Mobile/76C719 Safari/531.2",
"session_id": "6e020a4f-050a-4c0d-bd1b-2afc57b56ac1",
"risk_score": 35.86,
"conf... | null | battery_drain | null | null | null | No additional info | IoT device Camera battery_drain No additional info | null | Camera | iot-0cf45814 | 10.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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