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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
bec2318e-277e-4952-bb56-e37331020413 | 2025-03-28T05:46:06 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by ethan23 MITRE Technique: T1204.002 | {
"geo_location": "Finland",
"device_hash": "f4a2e3330f197d5b57286d49a0cff58f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/3.0)",
"session_id": "c8017d61-628b-421b-8c69-15bad584e536",
"risk_score": 17.94,
"confidence": 0.67
} | ethan23 | api_abuse | null | null | null | MITRE Technique: T1204.002 | AI system api_abuse by ethan23 MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-6de7319b | b614a19ac36f8e2a54e8e5284a660d6b | 620903f1e2e0a4467f1f28e3015d17e8 | null | null | null | null | null | null | null |
e8c94a10-4276-4e89-8ce9-503b8cd5516e | 2025-05-11T03:01:46 | ids_alert | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=LogRhythm Alert: Port Scan detected from 27.137.58.1 targeting N/A MITRE Technique: T1190 | {
"geo_location": "Netherlands",
"device_hash": "fbc9f011af4a87d86e480db42f54b1ab",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/4.0)",
"session_id": "a53770fa-1f7a-4bfa-b389-a0e6fa029b7f",
"risk_score": 89.1,
"confidence": 0.28
} | null | null | null | null | null | MITRE Technique: T1190 | LogRhythm Alert: Port Scan detected from 27.137.58.1 targeting N/A MITRE Technique: T1190 | null | null | null | null | 27.137.58.1 | N/A | Port Scan | SIG-1397 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
d224533f-e341-4a5d-be32-7d55880a028f | 2025-02-12T04:12:13 | firewall | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny HTTP traffic from 129.67.17.160:518 to 66.160.203.82:699 Beaconing behavior detected | {
"geo_location": "Korea",
"device_hash": "5a1d5f7b178640203e2a540c8297d0fe",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/28.0.830.0 Safari/536.2",
"session_id": "712bcccc-fb26-4000-b2c2-a6ca284f2c8f",
"risk_score": 48.43,
"confidence": 0
} | null | deny | null | null | null | Beaconing behavior detected | Firewall deny HTTP traffic from 129.67.17.160:518 to 66.160.203.82:699 Beaconing behavior detected | null | null | null | null | 129.67.17.160 | 66.160.203.82 | null | null | null | null | null | null | null | null | 518 | 699 | HTTP | 897,621 | 2,510 | null | null |
24c101d6-d489-4245-868d-f5985bc378b3 | 2025-07-09T20:20:00 | ai | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by zachary00 No additional info | {
"geo_location": "Turkey",
"device_hash": "3e6e474d5cb68427ac7b3921d3cc417a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_8 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/38.0.861.0 Mobile/60U537 Safari/533.1",
"session_id": "379247f3-0726-469c-bb33-200a2c1b30d0",
"risk_score": 51.62,
"c... | zachary00 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by zachary00 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-be925691 | 992ec287b47f0e90e82d1d575032270b278b5e5c64a55a20b70c94f5da0d1f8e | 8cd219476035cf846520baa34bb3d740 | null | null | null | null | null | null | null |
bd9e9b38-c581-4a84-a710-6467be734791 | 2025-02-05T02:07:30 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 80.193.212.196 to 12.119.157.61 No additional info | {
"geo_location": "Bahamas",
"device_hash": "6a147dfd3a465383937a5f781ee5b9411fe4dbe60bc88524e3e502d6fc219453",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; gez-ER; rv:1.9.2.20) Gecko/3993-07-19 18:26:48 Firefox/3.6.8",
"session_id": "d418c5e7-85dd-4b10-ad17-b0dc2f8524c6",
"risk_score": 42.4,
"confidence": 0... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 80.193.212.196 to 12.119.157.61 No additional info | null | null | null | null | 80.193.212.196 | 12.119.157.61 | null | null | null | null | null | null | null | null | null | null | HTTP | 195,583 | null | null | null |
c5cd2dfa-24f8-4a70-bebf-d0f5f2b3a5f2 | 2025-03-16T14:52:39 | network | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 220.160.240.153 to 75.122.176.241 No additional info noise=VGltZS4= | {
"geo_location": "Guinea",
"device_hash": "2ef5501e25fa5b573cd0196c47ba0858ddc20070",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_1) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/36.0.838.0 Safari/532.1",
"session_id": "7eecd2ec-760b-4bbc-b411-2a7fee5236f5",
"risk_score": 36.64,
"confidence"... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 220.160.240.153 to 75.122.176.241 No additional info | null | null | null | null | 220.160.240.153 | 75.122.176.241 | null | null | null | null | null | null | null | null | null | null | HTTPS | 915,173 | null | null | null |
f84635ba-3dde-4f09-9505-eb5d0eab7dd2 | 2025-01-13T18:35:56 | network | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|low| desc=Network connection from 95.229.184.161 to 156.238.216.197 No additional info | {
"geo_location": "Micronesia",
"device_hash": "9d41b55d09a14d9c22be64102485553b3296e44cdb8d6c9c244d324911ec2611",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/3.1)",
"session_id": "09d89c05-57d9-4a0a-a7e9-5de280839aaf",
"risk_score": 60.32,
"confidence": 0.5
} | null | connection | null | null | null | No additional info | Network connection from 95.229.184.161 to 156.238.216.197 No additional info | {
"baseline_deviation": 1.71,
"entropy": 7.02,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 95.229.184.161 | 156.238.216.197 | null | null | null | null | null | null | null | null | null | null | HTTPS | 286,224 | null | null | null |
d19f483b-5696-4b36-b241-3e0e84d20aef | 2025-05-18T18:47:49 | iot | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera command_injection No additional info noise=fact|want|here | {
"geo_location": "Grenada",
"device_hash": "3a03a028fc9b580bb5e169d00dd200bb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/4.1)",
"session_id": "b33e8a94-1994-4ad0-92a6-b1100096c8cf",
"risk_score": 43.32,
"confidence": 0.19
} | null | command_injection | null | null | null | No additional info | IoT device Camera command_injection No additional info | null | Camera | iot-807e1a90 | 4.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7ced874c-24fb-422a-b739-ec39153504ed | 2025-06-14T03:58:00 | firewall | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|high| desc=Firewall allow HTTPS traffic from 22.217.175.143:417 to 58.39.21.60:3423 No additional info | {
"geo_location": "Denmark",
"device_hash": "6d8789b81f30857b797205b7daa52aa5",
"user_agent": "Opera/8.71.(X11; Linux x86_64; lb-LU) Presto/2.9.179 Version/10.00",
"session_id": "cb7d03ea-97d0-4101-bb29-80dfe0256ee5",
"risk_score": 46.61,
"confidence": 0.31
} | null | allow | null | null | null | No additional info | Firewall allow HTTPS traffic from 22.217.175.143:417 to 58.39.21.60:3423 No additional info | null | null | null | null | 22.217.175.143 | 58.39.21.60 | null | null | null | null | null | null | null | null | 417 | 3,423 | HTTPS | 636,870 | 1,299 | null | null |
d18899ba-6573-4bb7-a901-4670d4acec7d | 2025-06-05T06:19:53 | firewall | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine HTTPS traffic from 157.161.233.131:680 to 10.173.15.220:197 No additional info noise=material|person|owner | {
"geo_location": "Lesotho",
"device_hash": "3cf38f489ec4aa723ff67b8fb0ed3c64",
"user_agent": "Opera/9.59.(Windows NT 6.0; sc-IT) Presto/2.9.177 Version/12.00",
"session_id": "32bac3a9-9b35-4287-a17a-80b8e292f6be",
"risk_score": 39.5,
"confidence": 0.63
} | null | quarantine | null | null | null | No additional info | Firewall quarantine HTTPS traffic from 157.161.233.131:680 to 10.173.15.220:197 No additional info | null | null | null | null | 157.161.233.131 | 10.173.15.220 | null | null | null | null | null | null | null | null | 680 | 197 | HTTPS | 732,790 | 1,906 | null | null |
c4b8beab-0cb4-4e6e-8f51-b048025554df | 2025-01-17T03:04:33 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only RDP traffic from 218.37.132.129:578 to 208.161.252.224:285 No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "e73f8a127370afb14d4982235bae8b547706a0a674253a785dbd1fcb70333319",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3_1 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/54.0.852.0 Mobile/90X135 Safari/533.2",
"session_id": "433f1bdc-a7c7-4f1... | null | log-only | null | null | null | No additional info | Firewall log-only RDP traffic from 218.37.132.129:578 to 208.161.252.224:285 No additional info | null | null | null | null | 218.37.132.129 | 208.161.252.224 | null | null | null | null | null | null | null | null | 578 | 285 | RDP | 100,990 | 1,200 | null | null |
0c0f93e1-5bb8-4255-b69e-db10e56de619 | 2025-05-22T02:47:00 | ai | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by prestonjose MITRE Technique: T1218.011 | {
"geo_location": "Comoros",
"device_hash": "76a9c41c75257d5a729cf1cf8e9dccbbd04a9d208cbe6af5cab2201075f206cc",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/531.13.5 (KHTML, like Gecko) Version/5.1 Safari/531.13.5",
"session_id": "54c6dc96-3ff8-4088-a9a7-1797600478ac",
"risk_score": 72... | prestonjose | membership_inference | null | null | null | MITRE Technique: T1218.011 | AI system membership_inference by prestonjose MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | model-721840db | e0fee22ef89925e32ebd3e545ecb2f11aa724db2 | f4bfd84a76d6199eaaad6b75c3c94b99 | null | null | null | null | null | null | null |
00567f93-0032-4b12-9906-c5742dc49940 | 2025-02-28T01:55:23 | ai | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by scottkimberly No additional info | {
"geo_location": "Sri Lanka",
"device_hash": "18756524244f7924dd9798395e81527a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/531.18.3 (KHTML, like Gecko) Version/5.1 Safari/531.18.3",
"session_id": "45bf4f30-4349-41f3-b1b1-96c81caac1c1",
"risk_score": 44.61,
"confidence": 0.4
} | scottkimberly | model_inversion | null | null | null | No additional info | AI system model_inversion by scottkimberly No additional info | null | null | null | null | null | null | null | null | null | null | null | model-65e87c60 | 15330b5295e00b2e948834232770c7134cfbe17b | deac5dfc162a6924be89465bb7553b90 | null | null | null | null | null | null | null |
fec63177-8cdd-43a7-93e7-4ae96ffb5049 | 2025-05-11T20:32:24 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop ICMP traffic from 72.87.107.90:36699 to 75.240.191.200:996 No additional info | {
"geo_location": "Cyprus",
"device_hash": "e81b2d0a60ef60ae402c8307d7ca553fb7144cf59c59d273a939608d0d538e82",
"user_agent": "Opera/9.68.(X11; Linux i686; si-LK) Presto/2.9.181 Version/10.00",
"session_id": "7bd295c7-313f-454b-a93b-74ff2013cebd",
"risk_score": 76.96,
"confidence": 0.39
} | null | drop | null | null | null | No additional info | Firewall drop ICMP traffic from 72.87.107.90:36699 to 75.240.191.200:996 No additional info | null | null | null | null | 72.87.107.90 | 75.240.191.200 | null | null | null | null | null | null | null | null | 36,699 | 996 | ICMP | 964,010 | 1,111 | null | null |
f5d11d4f-2852-47a2-a38b-d7bb0d76085b | 2025-05-29T09:47:19 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection /least/choose.txt by rachelscott MITRE Technique: T1059.001 | {
"geo_location": "Niue",
"device_hash": "1c0a6e32be295027f2daae9506a1c5e3",
"user_agent": "Opera/8.28.(X11; Linux i686; ts-ZA) Presto/2.9.167 Version/12.00",
"session_id": "fc9d6e95-4900-4880-8555-e8f356c00692",
"risk_score": 35.82,
"confidence": 0.23
} | rachelscott | memory_injection | /least/choose.txt | 3,976 | powershell.exe | MITRE Technique: T1059.001 | Endpoint memory_injection /least/choose.txt by rachelscott MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0f5c2380-9a02-475e-9588-612accb3381a | 2025-07-10T00:22:58 | ai | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by vholder MITRE Technique: T1574.002 | {
"geo_location": "Niue",
"device_hash": "d5a289fb68933d84c5b0a809bf139993",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/4.0)",
"session_id": "1b5f80eb-1229-425a-a42e-20348e7c2ae5",
"risk_score": 23.25,
"confidence": 0.7
} | vholder | prompt_injection | null | null | null | MITRE Technique: T1574.002 | AI system prompt_injection by vholder MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | model-9f546366 | 5aeddc58b80cb768f2935f1dba012a0b26b3464b9f3840edfba0e898a775f4ef | 490b08f73b79664c8f0905dde969b025 | null | null | null | null | null | null | null |
975a6338-d7b0-4f1a-b7bd-d6611c772596 | 2025-02-03T12:06:41 | endpoint | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access task by caitlin10 No additional info noise=blog/search/posts | {
"geo_location": "Estonia",
"device_hash": "98efbebb243964c6386c98f8536955aca9004c80",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/5.0)",
"session_id": "c52a3a41-d917-46c2-8e10-e7006b54e09b",
"risk_score": 26.67,
"confidence": 0.48
} | caitlin10 | file_access | task | 2,599 | powershell.exe | No additional info | Endpoint file_access task by caitlin10 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1bc4e7af-45f0-4d65-934c-01504e6a1243 | 2022-10-19T15:37:45 | ids_alert | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|high| desc=ArcSight Alert: DDoS detected from 86.229.63.168 targeting 109.84.116.149 MITRE Technique: T1566.001 | {
"geo_location": "Ireland",
"device_hash": "3c86eddde0dca890b1324064ea09ab00",
"user_agent": "Opera/9.51.(Windows NT 5.2; ckb-IQ) Presto/2.9.173 Version/10.00",
"session_id": "6d51d101-a678-4956-bb05-026e74710d72",
"risk_score": 59.54,
"confidence": 0.5
} | null | null | null | null | null | MITRE Technique: T1566.001 | ArcSight Alert: DDoS detected from 86.229.63.168 targeting 109.84.116.149 MITRE Technique: T1566.001 | null | null | null | null | 86.229.63.168 | 109.84.116.149 | DDoS | SIG-9899 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
9a4d86ec-5022-47a2-8dad-762a1bc4a0f3 | 2025-02-09T05:33:53 | firewall | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine TCP traffic from 147.153.123.185:204 to 44.105.246.217:14655 No additional info | {
"geo_location": "Ireland",
"device_hash": "5c2cbad078949756076e40547cfd6281",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/4.1)",
"session_id": "eab2b604-b252-4c56-8eb9-197d7e0aee5a",
"risk_score": 66.38,
"confidence": 0.05
} | null | quarantine | null | null | null | No additional info | Firewall quarantine TCP traffic from 147.153.123.185:204 to 44.105.246.217:14655 No additional info | null | null | null | null | 147.153.123.185 | 44.105.246.217 | null | null | null | null | null | null | null | null | 204 | 14,655 | TCP | 373,454 | 1,752 | null | null |
17a8d349-7ad1-485d-93e2-e714a7414883 | 2025-02-02T18:38:25 | network | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 90.167.212.179 to 162.54.97.201 No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "ed7e100c6300fcc89ae594186c93b72c299dca7e62ab6f547f541eb473d68007",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_0 rv:3.0; ckb-IQ) AppleWebKit/535.22.5 (KHTML, like Gecko) Version/4.0 Safari/535.22.5",
"session_id": "aea8d89f-84fc-40f9-84cb-7... | null | disconnection | null | null | null | No additional info | Network disconnection from 90.167.212.179 to 162.54.97.201 No additional info | null | null | null | null | 90.167.212.179 | 162.54.97.201 | null | null | null | null | null | null | null | null | null | null | HTTPS | 367,596 | null | null | null |
a1243fdc-6c69-48f3-b285-132ce4a87d74 | 2025-01-20T02:15:07 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical command_injection MITRE Technique: T1134.001 noise=449557A4 | {
"geo_location": "New Zealand",
"device_hash": "9e5fc69bb6064907a522cbba0800a7eee203b02d",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/7548-10-19 19:33:26 Firefox/6.0",
"session_id": "faaca88c-94e0-4f36-abf2-6a528d538952",
"risk_score": 37.79,
"confidence": 0.5
} | null | command_injection | null | null | null | MITRE Technique: T1134.001 | IoT device Medical command_injection MITRE Technique: T1134.001 | null | Medical | iot-63c21093 | 3.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
85728dee-af39-4d30-b01d-5b947797b20f | 2020-10-30T14:23:43 | ai | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by bakerlaura MITRE Technique: T1574.002 | {
"geo_location": "Zimbabwe",
"device_hash": "3b9b2429a6f3d285534cf38f506072e8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "c40dbc05-fed8-4c65-ac83-e7387a2510af",
"risk_score": 54.75,
"confidence": 0.05
} | bakerlaura | prompt_injection | null | null | null | MITRE Technique: T1574.002 | AI system prompt_injection by bakerlaura MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | model-23a992ca | 868fd9d4930a6a2c4740c5bdb7f653e76ae26289 | c3c7fc8a15c1a5363aa88469e5edb6e51e2ce913 | null | null | null | null | null | null | null |
de751ffe-ddbe-4735-b52c-58cbc10f4fc8 | 2025-06-06T13:51:30 | iot | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|high| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "Australia",
"device_hash": "4aafcfdabcf0eea4110fd5b20c901ebdb8b23c9ee7efa2baf457e3676efe9b1b",
"user_agent": "Opera/8.71.(X11; Linux x86_64; so-KE) Presto/2.9.161 Version/11.00",
"session_id": "d4102bc1-1bb3-48a7-93a4-243c9842fc03",
"risk_score": 51.09,
"confidence": 0.4
} | null | battery_drain | null | null | null | No additional info | IoT device Medical battery_drain No additional info | null | Medical | iot-cd24c3d2 | 5.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7d4c8e4f-9113-45d9-91a7-bf71c658cf98 | 2025-03-22T18:02:15 | ids_alert | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Zeek Alert: Port Scan detected from 10.100.72.198 targeting 42.250.182.193 MITRE Technique: T1134.001 | {
"geo_location": "Bahrain",
"device_hash": "e18db14cd07826ef42dd06dd96a154508ef88cf2",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/38.0.817.0 Safari/534.1",
"session_id": "e47bd9e6-49b2-4c84-97db-865e61e9c5f5",
"risk_score": 47.92,
"confidence": 0.06
} | null | null | null | null | null | MITRE Technique: T1134.001 | Zeek Alert: Port Scan detected from 10.100.72.198 targeting 42.250.182.193 MITRE Technique: T1134.001 | null | null | null | null | 10.100.72.198 | 42.250.182.193 | Port Scan | SIG-9347 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
eee40460-12d5-4b4b-9031-488afb60bbeb | 2025-04-12T17:30:59 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by khawkins MITRE Technique: T1547.001 noise=TWludXRlLg== | {
"geo_location": "Monaco",
"device_hash": "39c991aa17eef1f3475b00dda868ecf5ff2ad6da58ea73c5247339c1953962ab",
"user_agent": "Opera/9.90.(Windows NT 6.1; mk-MK) Presto/2.9.175 Version/10.00",
"session_id": "45cc9c2a-cd9d-49ec-ad13-b4540d01ca6a",
"risk_score": 30.35,
"confidence": 0.39
} | khawkins | model_inversion | null | null | null | MITRE Technique: T1547.001 | AI system model_inversion by khawkins MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | model-390a2796 | 5a4a3df3608a2395b4b4934008e829dcc64e5a57 | 24c97d491b4028d87a65d9821574cad02402de5ab3a751f78838e6d426c03f51 | null | null | null | null | null | null | null |
2db0e3e1-572a-4b46-b909-6c2035a5701d | 2025-02-27T05:46:48 | ids_alert | CrowdStrike v6.45.0 | emergency | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|emergency| desc=CrowdStrike Alert: Domain Fronting detected from 80.135.186.222 targeting 206.165.86.246 No additional info | {
"geo_location": "Turkey",
"device_hash": "ad61ae79d7b525df049e125c953370338fcf43d349874a31f92db0958701b327",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_4 rv:3.0; sq-AL) AppleWebKit/534.18.4 (KHTML, like Gecko) Version/5.0 Safari/534.18.4",
"session_id": "3b42fd5a-2d59-415d-b0fe-bf1a0e063321",... | null | null | null | null | null | No additional info | CrowdStrike Alert: Domain Fronting detected from 80.135.186.222 targeting 206.165.86.246 No additional info | {
"baseline_deviation": 1.52,
"entropy": 4.67,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 80.135.186.222 | 206.165.86.246 | Domain Fronting | SIG-4576 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
a8029287-02f7-4da3-9bd9-357bd8c34445 | 2025-01-31T23:40:08 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall drop HTTPS traffic from 205.98.34.197:41186 to 21.253.99.191:240 No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "6af376ec1068890a868f3a1d53a131630db17daa81401713358db434bf0bd664",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "7b79bd20-8082-49b8-a16d-15c5ef4cce65",
"risk_score": 63.53,
"confidence": 0.28
} | null | drop | null | null | null | No additional info | Firewall drop HTTPS traffic from 205.98.34.197:41186 to 21.253.99.191:240 No additional info | null | null | null | null | 205.98.34.197 | 21.253.99.191 | null | null | null | null | null | null | null | null | 41,186 | 240 | HTTPS | 465,158 | 1,805 | null | null |
3bbee776-c0e3-440a-85a1-9bc0b89c8e17 | 2025-04-14T20:48:10 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: Living-off-the-Land detected from 10.120.96.96 targeting N/A Obfuscated payload detected noise=4ACD1355 | {
"geo_location": "Korea",
"device_hash": "73acce80a51385dd272f4ddd7b1fc84b",
"user_agent": "Mozilla/5.0 (Android 2.3; Mobile; rv:29.0) Gecko/29.0 Firefox/29.0",
"session_id": "00f91827-9b80-4dd8-9238-5bd11fa72644",
"risk_score": 46.44,
"confidence": 0.99
} | null | null | null | null | null | Obfuscated payload detected | QRadar Alert: Living-off-the-Land detected from 10.120.96.96 targeting N/A Obfuscated payload detected | null | null | null | null | 10.120.96.96 | N/A | Living-off-the-Land | SIG-9266 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
200dea37-db36-4e5a-a53e-36075f672946 | 2025-01-30T10:16:06 | firewall | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny HTTPS traffic from 96.71.121.212:1016 to 115.55.219.115:1017 No additional info | {
"geo_location": "Kiribati",
"device_hash": "b319aac34ff1160e9b50c56f3b569bc7",
"user_agent": "Mozilla/5.0 (Linux; Android 3.1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/31.0.821.0 Safari/532.0",
"session_id": "b2fc115f-a04a-424d-abd6-28a1f3c6a42f",
"risk_score": 51.14,
"confidence": 0.21
} | null | deny | null | null | null | No additional info | Firewall deny HTTPS traffic from 96.71.121.212:1016 to 115.55.219.115:1017 No additional info | null | null | null | null | 96.71.121.212 | 115.55.219.115 | null | null | null | null | null | null | null | null | 1,016 | 1,017 | HTTPS | 178,950 | 2,944 | null | null |
2bf33413-9669-4429-891d-ef34de25cc9f | 2025-02-10T11:41:32 | ids_alert | Wazuh v4.5.0 | emergency | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=Wazuh Alert: Zero-Day Exploit detected from 10.66.133.157 targeting 33.246.100.250 MITRE Technique: T1204.002 | {
"geo_location": "Brazil",
"device_hash": "ef65304bf8c3285126fd62e39cf23d17536fe1b27d88c7dd8dbb7b61a6ee7d59",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; wa-BE) AppleWebKit/532.50.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6532.50.5",
"session_id": "211b839d-17a1-4737-912... | null | null | null | null | null | MITRE Technique: T1204.002 | Wazuh Alert: Zero-Day Exploit detected from 10.66.133.157 targeting 33.246.100.250 MITRE Technique: T1204.002 | null | null | null | null | 10.66.133.157 | 33.246.100.250 | Zero-Day Exploit | SIG-1627 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
1cb6a40e-6d21-4527-9f19-55e52ee5fa35 | 2025-04-11T00:33:59 | endpoint | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop /actually/movie.mp4 by ilopez No additional info | {
"geo_location": "Ecuador",
"device_hash": "3077633dc70a3482cd9afbcdc5f9f3288c4e0639",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; ks-IN; rv:1.9.2.20) Gecko/6599-04-10 06:10:41 Firefox/3.6.8",
"session_id": "94613d04-f464-4ef7-9452-bb576050fb94",
"risk_score": 82.39,
"confidence": 0.18
} | ilopez | process_stop | /actually/movie.mp4 | 6,650 | explorer.exe | No additional info | Endpoint process_stop /actually/movie.mp4 by ilopez No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e4deaaa1-122f-45c5-8a8f-89cfcf7dbc71 | 2025-01-27T09:56:45 | cloud | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in Azure by kerrdorothy MITRE Technique: T1071.001 | Unconventional IOC: Power consumption spikes noise=media|run|season | {
"geo_location": "France",
"device_hash": "865819ba6455cce05794dcde359890d998e85d5a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/5.0)",
"session_id": "2b893261-485b-434c-98b3-b1565126c22d",
"risk_score": 46.67,
"confidence": 0.03
} | kerrdorothy | container_escape | null | null | null | MITRE Technique: T1071.001 | Unconventional IOC: Power consumption spikes | Cloud container_escape in Azure by kerrdorothy MITRE Technique: T1071.001 | Unconventional IOC: Power consumption spikes | null | null | null | null | null | null | null | null | null | Azure | res-569cf91d | null | null | null | null | null | null | null | null | null | null |
e8e9b944-c28e-42b6-a01e-929e7691625f | 2025-05-15T23:36:52 | iot | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Denmark",
"device_hash": "5a1a49f59a06f4e8a42ed0e0ff892ea7",
"user_agent": "Opera/8.15.(Windows NT 5.1; as-IN) Presto/2.9.188 Version/12.00",
"session_id": "d741d81a-0929-4604-ae4c-33f132629fab",
"risk_score": 41.47,
"confidence": 0.99
} | null | firmware_update | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | {
"baseline_deviation": 1.87,
"entropy": 4.06,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Thermostat | iot-8b5aae98 | 9.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bafdff4e-d576-4029-ba8d-019dd1baf233 | 2025-03-10T01:42:49 | iot | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical physical_tamper No additional info | {
"geo_location": "Cape Verde",
"device_hash": "22477b23fc973929a6fc1f02dcc91a48",
"user_agent": "Mozilla/5.0 (Linux; Android 1.1) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/27.0.839.0 Safari/536.0",
"session_id": "e238334f-176b-4d5c-a1bf-ca401440c8a5",
"risk_score": 24.4,
"confidence": 0.21
} | null | physical_tamper | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | null | Medical | iot-7c4ea04d | 6.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a67dd0bd-97d2-483e-8bdd-54dad250ba99 | 2025-04-30T19:45:45 | ai | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by ugarrison Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Portugal",
"device_hash": "09f37ab0de49562ebf80f341e64058c2",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_3) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/40.0.871.0 Safari/531.0",
"session_id": "7fabf70f-e978-4ae2-9783-0c9f8ad3ea96",
"risk_score": 42.71,
"confidence": 0.18... | ugarrison | model_inversion | null | null | null | Unconventional IOC: Thermal sensor anomalies | AI system model_inversion by ugarrison Unconventional IOC: Thermal sensor anomalies | null | null | null | null | null | null | null | null | null | null | null | model-76e024f4 | 631fee622c62fa7394df8093d01d114e | ead0bacecc27ef6869f39bd94d8f9ee7 | null | null | null | null | null | null | null |
950a2c5c-029c-4310-8529-e5749bbbb2c9 | 2022-04-09T01:57:16 | firewall | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny HTTPS traffic from 6.237.89.80:1019 to 55.234.30.217:566 MITRE Technique: T1566.001 | {
"geo_location": "United States Virgin Islands",
"device_hash": "693ede262f2bf86aab446b70165f37735a473a8516c53b3760411a635022edd6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/5.0)",
"session_id": "4f911de5-c1a6-46b4-8f3b-51c7483ed5f8",
"risk_score": 79.18,
"confidence": 0.61
... | null | deny | null | null | null | MITRE Technique: T1566.001 | Firewall deny HTTPS traffic from 6.237.89.80:1019 to 55.234.30.217:566 MITRE Technique: T1566.001 | null | null | null | null | 6.237.89.80 | 55.234.30.217 | null | null | null | null | null | null | null | null | 1,019 | 566 | HTTPS | 9,834 | 2,779 | null | null |
868851b8-5c98-452a-a899-9bad16860b54 | 2025-06-16T07:21:52 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection /game/first.png by josephhubbard No additional info noise=authority|newspaper|PM | {
"geo_location": "Spain",
"device_hash": "ed46ae232711d192400a2dc3055d1a9379c22e25",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/61.0.852.0 Safari/535.1",
"session_id": "9ef8b7c8-0d55-47d8-b0fa-7715a1cde665",
"risk_score": 42.98,
"confidence": 0.77
} | josephhubbard | memory_injection | /game/first.png | 4,866 | explorer.exe | No additional info | Endpoint memory_injection /game/first.png by josephhubbard No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9d1a8307-33cf-45a5-bb5e-e70295e1003d | 2025-06-02T05:52:58 | cloud | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in AWS by ogarner No additional info noise=search | {
"geo_location": "Western Sahara",
"device_hash": "13a3898cfd9121032b177db807cb22e5",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/535.6.2 (KHTML, like Gecko) Version/4.0.2 Safari/535.6.2",
"session_id": "41b7d6d8-2c76-4a67-a6e9-85a3a349dea1",
"risk_score": 22.03,
"confidence": 0.28
} | ogarner | shadow_it | null | null | null | No additional info | Cloud shadow_it in AWS by ogarner No additional info | null | null | null | null | null | null | null | null | null | AWS | res-757adaf4 | null | null | null | null | null | null | null | null | null | null |
0d786a68-7910-4da4-a663-9154b282d460 | 2025-06-25T10:11:34 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth failed for mcclurechelsea via passwordless from 167.59.53.115 No additional info | {
"geo_location": "Cuba",
"device_hash": "29e7efe688f64b6ab27fe915e2a46877edb07101",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/4.1)",
"session_id": "c75cc42f-586a-42a3-a1af-0b3cb634612e",
"risk_score": 49.11,
"confidence": 0.78
} | mcclurechelsea | failed | null | null | null | No additional info | Auth failed for mcclurechelsea via passwordless from 167.59.53.115 No additional info | null | null | null | null | 167.59.53.115 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 86:7f:b2:d4:ff:05 |
40e66aec-3b2e-4472-a43e-f21135f6fe8d | 2025-04-10T18:53:33 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth bypass for vburgess via MFA from 28.143.219.165 No additional info | {
"geo_location": "Guyana",
"device_hash": "5db62e7374e7a2c6e70401b33f417cc9a4e310f8",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; ga-IE; rv:1.9.1.20) Gecko/6093-04-10 04:12:17 Firefox/13.0",
"session_id": "917f417b-9d89-4f81-8eea-d5cdb5ec2c73",
"risk_score": 62.03,
"confidence": 0.93
} | vburgess | bypass | null | null | null | No additional info | Auth bypass for vburgess via MFA from 28.143.219.165 No additional info | null | null | null | null | 28.143.219.165 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 09:ce:6b:20:76:8f |
5d57579f-5f24-4be7-857e-3e86adb82e1e | 2025-04-10T05:28:30 | cloud | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in GCP by schneiderwalter MITRE Technique: T1204.002 | Unconventional IOC: Unusual DNS TXT records noise=offer|resource|rich | {
"geo_location": "Jamaica",
"device_hash": "bf9f528cef49a2c0f34aca5584d9e80b7800864a0165480d5c58ae1aaf1ae9a6",
"user_agent": "Opera/9.73.(Windows 98; fi-FI) Presto/2.9.166 Version/11.00",
"session_id": "0ce61b56-6525-453a-b07c-2e272a027b10",
"risk_score": 47.58,
"confidence": 0.23
} | schneiderwalter | container_escape | null | null | null | MITRE Technique: T1204.002 | Unconventional IOC: Unusual DNS TXT records | Cloud container_escape in GCP by schneiderwalter MITRE Technique: T1204.002 | Unconventional IOC: Unusual DNS TXT records | null | null | null | null | null | null | null | null | null | GCP | res-62f6c850 | null | null | null | null | null | null | null | null | null | null |
fe828947-4171-49cc-a3b4-b4830732d33f | 2025-06-08T07:16:24 | iot | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "American Samoa",
"device_hash": "a4a9845a0f01ca0b99f4a8106d294b26",
"user_agent": "Opera/8.98.(Windows 98; Win 9x 4.90; ms-MY) Presto/2.9.167 Version/11.00",
"session_id": "a7606d5d-399b-4be8-ace4-819d10d36fdb",
"risk_score": 12.47,
"confidence": 0.13
} | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | null | Sensor | iot-f3658b9c | 10.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b04e7be9-c46f-42d8-89bd-c1b4e37bc0c1 | 2025-07-04T21:53:59 | ids_alert | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|high| desc=Darktrace Alert: SQL Injection detected from 210.131.29.156 targeting 154.17.177.230 No additional info | {
"geo_location": "Saint Lucia",
"device_hash": "b2cea9f6219ed665a842b272f935dfa7aa6d2fedc91a4b6fbdb0c8d9a07a8ac6",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/56.0.850.0 Safari/536.2",
"session_id": "d3dbc22f-d7f6-40d2-b593-e00e15e56598",
"risk_score": 35.15,
"c... | null | null | null | null | null | No additional info | Darktrace Alert: SQL Injection detected from 210.131.29.156 targeting 154.17.177.230 No additional info | null | null | null | null | 210.131.29.156 | 154.17.177.230 | SQL Injection | SIG-3673 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
ae61f7e9-8405-42d7-aeb2-ee76b2982d90 | 2025-06-21T23:29:07 | iot | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "50e0f1cae756ccef9def7864453f27e4",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_3 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/12.8g7749.0 Mobile/36C060 Safari/533.0",
"session_id": "cbdff06a-0762-486a-96a4-00d3c12376a5",
"risk_score... | null | firmware_update | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | null | Thermostat | iot-ed3973d2 | 7.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8878fe38-aa67-45dc-b496-9efefa8cd3c5 | 2025-04-08T15:02:54 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for ellissamuel via biometric from 174.52.82.38 No additional info | {
"geo_location": "Bolivia",
"device_hash": "7ea281bf2db67fc82ef2581e67509fd518ee923c5eec438dd07c75e8631d3c53",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/48.0.880.0 Safari/532.1",
"session_id": "6a698b1f-4a91-4a87-80ce-7cdef7161c62",
"risk_score": 17.15,
"conf... | ellissamuel | challenge | null | null | null | No additional info | Auth challenge for ellissamuel via biometric from 174.52.82.38 No additional info | null | null | null | null | 174.52.82.38 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | e5:3e:93:23:19:7c |
abea1a36-b9dd-4f03-9bf1-01831b7eb86e | 2025-03-24T12:26:48 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "e7c709963a1478feaceab8c543e5eec695c47bb1",
"user_agent": "Opera/8.42.(Windows 98; Win 9x 4.90; fo-FO) Presto/2.9.174 Version/11.00",
"session_id": "fb093411-8355-422a-a8e7-883a30bdbdd8",
"risk_score": 41.89,
"confidence": 0.9
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | null | Sensor | iot-4f14bd96 | 1.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4dd7d37c-8462-445b-b148-949a98af29a4 | 2025-03-14T14:48:46 | ids_alert | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=LogRhythm Alert: AI Model Poisoning detected from 10.208.143.81 targeting 10.174.187.8 MITRE Technique: T1071.001 | Zero-day exploit pattern detected | {
"geo_location": "Macao",
"device_hash": "d611c446234db98e2ccdabb587e884a20a8a0ac7",
"user_agent": "Opera/9.66.(Windows NT 5.1; eo-US) Presto/2.9.166 Version/12.00",
"session_id": "515bf13a-fcbe-414d-898c-2cf1539393fa",
"risk_score": 46.47,
"confidence": 0.09
} | null | null | null | null | null | MITRE Technique: T1071.001 | Zero-day exploit pattern detected | LogRhythm Alert: AI Model Poisoning detected from 10.208.143.81 targeting 10.174.187.8 MITRE Technique: T1071.001 | Zero-day exploit pattern detected | null | null | null | null | 10.208.143.81 | 10.174.187.8 | AI Model Poisoning | SIG-9353 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
b30f2457-684d-4b93-8e30-154c4aaa3665 | 2025-05-10T16:01:05 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change describe by ryanbaker No additional info | {
"geo_location": "North Korea",
"device_hash": "d7e266c62357db25dbebd1086a9beaf8",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.23.1 (KHTML, like Gecko) Version/4.0.3 Safari/534.23.1",
"session_id": "bc08dc50-cd55-4f3d-b75c-1ad21b2efb6e",
"risk_score": 39.27,
"confidence": 0.62
... | ryanbaker | registry_change | describe | 2,872 | explorer.exe | No additional info | Endpoint registry_change describe by ryanbaker No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
11437464-9a59-486a-9743-c94a7aee6ef0 | 2025-04-28T07:53:21 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth success for caitlinwilliams via passwordless from 40.165.14.211 MITRE Technique: T1543.003 noise=U2VhdCBob2xkLg== | {
"geo_location": "Romania",
"device_hash": "807d5edc2f44c01731fd1fbb2245e8a5",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; km-KH) AppleWebKit/531.4.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6531.4.4",
"session_id": "0d289752-06e4-41f1-b6dd-21a72ed3a1d3",
"risk_score": ... | caitlinwilliams | success | null | null | null | MITRE Technique: T1543.003 | Auth success for caitlinwilliams via passwordless from 40.165.14.211 MITRE Technique: T1543.003 | null | null | null | null | 40.165.14.211 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 19:22:2a:d0:57:33 |
3ea1fa67-109a-4329-91cc-b1cabf10b8b4 | 2025-04-21T21:54:21 | firewall | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall allow ICMP traffic from 219.108.226.71:723 to 186.48.138.218:485 MITRE Technique: T1547.001 | {
"geo_location": "North Macedonia",
"device_hash": "a9fd514b361665604094bb58c1bd64fe1b492de3db4ada4882a5dfc593632135",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/5.1)",
"session_id": "f3349e6a-994d-4ab3-aa94-c387dad12964",
"risk_score": 60.68,
"confidence": 0.47
} | null | allow | null | null | null | MITRE Technique: T1547.001 | Firewall allow ICMP traffic from 219.108.226.71:723 to 186.48.138.218:485 MITRE Technique: T1547.001 | {
"baseline_deviation": 0.67,
"entropy": 7.19,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 219.108.226.71 | 186.48.138.218 | null | null | null | null | null | null | null | null | 723 | 485 | ICMP | 782,194 | 2,067 | null | null |
88dbbeb4-255f-4d4e-8dd9-3eccc7fe4738 | 2025-04-14T01:26:42 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Grenada",
"device_hash": "90b7774e0e88d133c19c01264c547ef08454bf80",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "4d48b845-fd07-4370-ae9b-27c36d1eed3a",
"risk_score": 53.1,
"confidence": 0.43
} | null | protocol_violation | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | null | HVAC | iot-765bcc7e | 6.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c713388b-2c89-42e0-8382-9dbadbc5b8f7 | 2025-06-08T19:28:37 | firewall | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only UDP traffic from 73.104.50.114:161 to 144.166.198.255:818 No additional info | {
"geo_location": "Panama",
"device_hash": "66b5d8d3ca3104cf83885663d1f4c640",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_9; rv:1.9.3.20) Gecko/3846-07-18 06:57:20 Firefox/3.8",
"session_id": "b2bd24d3-195c-464a-9d5f-60e873eafba6",
"risk_score": 34.51,
"confidence": 0.56
} | null | log-only | null | null | null | No additional info | Firewall log-only UDP traffic from 73.104.50.114:161 to 144.166.198.255:818 No additional info | null | null | null | null | 73.104.50.114 | 144.166.198.255 | null | null | null | null | null | null | null | null | 161 | 818 | UDP | 720,999 | 2,779 | null | null |
366e2fb9-d937-4650-995e-de4688f1178b | 2022-02-27T23:52:28 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by kelsey25 MITRE Technique: T1059.001 | {
"geo_location": "Latvia",
"device_hash": "5203df584681ef78dc6fca312bd2044b0de06f57",
"user_agent": "Mozilla/5.0 (Windows 95; hu-HU; rv:1.9.2.20) Gecko/5750-02-12 06:17:23 Firefox/3.8",
"session_id": "ccbe141f-4522-40d9-89a6-5eaac30f3b7a",
"risk_score": 40.29,
"confidence": 0.47
} | kelsey25 | membership_inference | null | null | null | MITRE Technique: T1059.001 | AI system membership_inference by kelsey25 MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | model-ccc40c57 | 8fd6618aef39ff7514b47ecd834a4420 | 1fb3283e818a229ccc0f9fc06cfdcb85 | null | null | null | null | null | null | null |
d226aa05-1abc-48e9-a40c-aa3d282a50ad | 2025-04-19T08:00:06 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in AWS by stephanie47 MITRE Technique: T1204.002 noise=QXR0ZW50aW9uLg== | {
"geo_location": "Myanmar",
"device_hash": "b527c2b5e0a3ceadf0faeb7318ab797abe0535b4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/5.0)",
"session_id": "9bb0be5a-e52d-44c8-a999-d721e7985e00",
"risk_score": 17.26,
"confidence": 0.76
} | stephanie47 | permission_escalation | null | null | null | MITRE Technique: T1204.002 | Cloud permission_escalation in AWS by stephanie47 MITRE Technique: T1204.002 | {
"baseline_deviation": 2.79,
"entropy": 6.27,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | AWS | res-5147d64d | null | null | null | null | null | null | null | null | null | null |
a1ee1cb6-e4a5-4da5-9029-5cf7ac51e645 | 2025-05-03T09:24:43 | endpoint | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load big by mjones No additional info | {
"geo_location": "Kuwait",
"device_hash": "8c3140a39cb91dfe1512a8a0bf38f23edbb85b0c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/535.48.4 (KHTML, like Gecko) Version/4.0 Safari/535.48.4",
"session_id": "33c77419-0b11-442c-a8cc-971ceeccb9b3",
"risk_score": 22.94,
"confidence": 0.68
... | mjones | driver_load | big | 3,222 | cmd.exe | No additional info | Endpoint driver_load big by mjones No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1b5a80a3-e0df-4727-ac16-84377c4edfa3 | 2025-04-16T16:36:17 | cloud | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in Azure by hudsonsara No additional info | {
"geo_location": "Swaziland",
"device_hash": "4f2f9fe40c0ba710dbf7e07c5f84e815db970c068dab3dfbd6831857666caef8",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3317-10-19 14:58:17 Firefox/13.0",
"session_id": "87ef462a-bb53-464a-97ee-6311db347e7c",
"risk_score": 24.39,
"confidence": 0.22... | hudsonsara | shadow_it | null | null | null | No additional info | Cloud shadow_it in Azure by hudsonsara No additional info | null | null | null | null | null | null | null | null | null | Azure | res-92c9e60f | null | null | null | null | null | null | null | null | null | null |
931a8c02-fe14-4c47-90db-411b6f7010fd | 2025-02-24T20:47:11 | auth | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|high| desc=Auth challenge for changjennifer via passwordless from 69.73.97.15 MITRE Technique: T1204.002 | {
"geo_location": "Iran",
"device_hash": "793939abfe8db7622269553ffec27bfb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/3.1)",
"session_id": "fb1a32af-35f3-4835-a1c2-5e8e16d2ac42",
"risk_score": 60.63,
"confidence": 0.01
} | changjennifer | challenge | null | null | null | MITRE Technique: T1204.002 | Auth challenge for changjennifer via passwordless from 69.73.97.15 MITRE Technique: T1204.002 | {
"baseline_deviation": 0.75,
"entropy": 5.34,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 69.73.97.15 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 5f:3e:7f:d6:e2:d0 |
527dbc35-e934-46ac-8d41-73cb76d864a1 | 2025-06-05T01:47:02 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network connection from 34.44.139.59 to 117.134.162.243 No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "8163458e985175d39cfaa71e01d4bba1be350f1a4abca6e4015f62923fe28b1f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/3.0)",
"session_id": "d347e10f-fd25-4e71-b7f3-2929841fd3fc",
"risk_score": 31.83,
"confidence": 0.94
} | null | connection | null | null | null | No additional info | Network connection from 34.44.139.59 to 117.134.162.243 No additional info | null | null | null | null | 34.44.139.59 | 117.134.162.243 | null | null | null | null | null | null | null | null | null | null | ICMP | 42,497 | null | null | null |
2ad4b52e-4814-4c5e-8ca4-04c4da78ae04 | 2020-12-30T21:01:07 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth failed for tnicholson via SAML from 23.104.69.195 No additional info noise=sort|care|four | {
"geo_location": "Russia",
"device_hash": "125a4500eda0d8f90d3f0ef586575497",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/3.0)",
"session_id": "25e58080-b257-4502-aefa-3d7733f6c5c9",
"risk_score": 28.81,
"confidence": 0.94
} | tnicholson | failed | null | null | null | No additional info | Auth failed for tnicholson via SAML from 23.104.69.195 No additional info | null | null | null | null | 23.104.69.195 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 39:2b:e8:8d:15:7d |
eeaec0fd-b310-4d07-b8c7-5700d1c2b971 | 2025-01-18T04:59:53 | ai | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by jonescathy No additional info | {
"geo_location": "American Samoa",
"device_hash": "82138616b48806f848a55b0e8911374bf5d90375",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/535.35.5 (KHTML, like Gecko) Version/4.1 Safari/535.35.5",
"session_id": "6ec18fe4-ac63-4bcd-b3c5-a0e801272ffb",
"risk_score": 59.31,
"confidence": 0... | jonescathy | adversarial_input | null | null | null | No additional info | AI system adversarial_input by jonescathy No additional info | null | null | null | null | null | null | null | null | null | null | null | model-78c64d34 | 6516ad8db70ff5b16d6bbf815d1f830e849cb680a8ef1738b653e7a1b4cdd967 | 0510ca074672ec3ea59dd6fe365db6ce | null | null | null | null | null | null | null |
a3a5c2ae-6f91-42c8-a866-73f653c409a9 | 2025-04-23T12:25:49 | network | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 96.57.214.79 to 17.249.248.114 No additional info | {
"geo_location": "Bolivia",
"device_hash": "8cfea0cfef114a835effffcf9897475eb5821eee",
"user_agent": "Opera/8.85.(X11; Linux x86_64; gu-IN) Presto/2.9.172 Version/11.00",
"session_id": "04c00493-e0b3-466b-873f-efedc6ff2b28",
"risk_score": 54.21,
"confidence": 0.68
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 96.57.214.79 to 17.249.248.114 No additional info | null | null | null | null | 96.57.214.79 | 17.249.248.114 | null | null | null | null | null | null | null | null | null | null | ICMP | 209,496 | null | null | null |
5e0d11a3-c50b-4eb0-9cce-fc33135b4d67 | 2025-01-13T23:20:38 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Medical physical_tamper No additional info | {
"geo_location": "Suriname",
"device_hash": "bb0ae8e2e3ecd91e61aa9d0fd94dd758a5e2d256",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; lv-LV) AppleWebKit/531.9.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6531.9.5",
"session_id": "8ba3b9e9-489e-4225-9f78-9c6c3d0f1953",
"risk... | null | physical_tamper | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | {
"baseline_deviation": 2.75,
"entropy": 4.46,
"frequency_anomaly": true,
"sequence_anomaly": true
} | Medical | iot-d036775c | 4.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
aa8bac5a-782d-4703-a6ee-c4ce9cefa1c4 | 2025-04-19T13:16:13 | network | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 66.128.240.13 to 136.55.160.213 No additional info | {
"geo_location": "Malaysia",
"device_hash": "ba2e18855d32796ec2a5360eff5374ffc078b406",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_6 rv:4.0; tg-TJ) AppleWebKit/534.13.3 (KHTML, like Gecko) Version/4.1 Safari/534.13.3",
"session_id": "2415fab9-f739-4911-b29b-fee7548420be",
"risk_score": 29.91... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 66.128.240.13 to 136.55.160.213 No additional info | null | null | null | null | 66.128.240.13 | 136.55.160.213 | null | null | null | null | null | null | null | null | null | null | HTTPS | 191,075 | null | null | null |
060fc214-f3b4-4a66-8101-a7d8e7cb311b | 2025-06-30T11:21:13 | ai | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by keithroach No additional info | {
"geo_location": "Iran",
"device_hash": "43941c8eeb0da3cd070e50cf0d591be15c5eb6cc",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/35.0.878.0 Safari/532.0",
"session_id": "b04e6072-edd8-4523-9afc-a61a06693868",
"risk_score": 54.71,
"confidence": 0.54
} | keithroach | prompt_injection | null | null | null | No additional info | AI system prompt_injection by keithroach No additional info | null | null | null | null | null | null | null | null | null | null | null | model-30efac8f | 377b2c79c2c9bd5a030f4513f57e76e0b732477ffaafaa8da3e06236f9b66fcf | 76e39f6438259477374a4a139b27b4985dcee06a87fce166df53ec13862a9bf4 | null | null | null | null | null | null | null |
d19c9570-6dd6-401b-8070-b49639959c3f | 2025-05-07T23:54:41 | cloud | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in AWS by nathanmaxwell MITRE Technique: T1486 noise=1CDB5960 | {
"geo_location": "Montenegro",
"device_hash": "d5de8323f5c195e803420127aafa2c04",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/535.29.6 (KHTML, like Gecko) Version/4.0 Safari/535.29.6",
"session_id": "4e594d47-a348-47a9-aa71-9fe7d06e81ea",
"risk_score": 10.73,
"confidence": 0.23
} | nathanmaxwell | api_abuse | null | null | null | MITRE Technique: T1486 | Cloud api_abuse in AWS by nathanmaxwell MITRE Technique: T1486 | {
"baseline_deviation": 2.57,
"entropy": 3.45,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | AWS | res-0c9c5041 | null | null | null | null | null | null | null | null | null | null |
b21eb539-71b8-422a-b100-7b8d64c28add | 2024-04-30T18:51:43 | cloud | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in GCP by drichardson No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "61f0cd4bba4d294e7e40e6032a5bd741",
"user_agent": "Opera/9.74.(Windows NT 5.1; hne-IN) Presto/2.9.185 Version/12.00",
"session_id": "f8ce4fe6-9a58-4e6f-a9db-b3b577dcf285",
"risk_score": 35.59,
"confidence": 0.55
} | drichardson | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by drichardson No additional info | null | null | null | null | null | null | null | null | null | GCP | res-88a7cfa8 | null | null | null | null | null | null | null | null | null | null |
b3d6053c-d2bf-47c2-88e4-236050c94dfa | 2025-06-06T22:25:51 | network | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|high| desc=Network connection from 194.4.86.71 to 34.118.144.225 No additional info | {
"geo_location": "Samoa",
"device_hash": "c8508306289a030943d840bdf1b0547b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/4.0)",
"session_id": "84cea4dd-52eb-434f-a95d-2394e494b9a9",
"risk_score": 43.31,
"confidence": 0.3
} | null | connection | null | null | null | No additional info | Network connection from 194.4.86.71 to 34.118.144.225 No additional info | null | null | null | null | 194.4.86.71 | 34.118.144.225 | null | null | null | null | null | null | null | null | null | null | UDP | 401,485 | null | null | null |
440500b0-4a79-4a56-a60f-361ecbce9f2d | 2025-06-28T17:10:43 | endpoint | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop management by jessica89 MITRE Technique: T1071.001 noise=B2DDE2A8 | {
"geo_location": "Korea",
"device_hash": "38ef55243fa6a2d53767c67bf596ea9b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/4.0)",
"session_id": "1c36a6ed-fd25-47cc-80e1-a8637cf1928b",
"risk_score": 38.42,
"confidence": 0.55
} | jessica89 | process_stop | management | 5,489 | powershell.exe | MITRE Technique: T1071.001 | Endpoint process_stop management by jessica89 MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d19926b8-be47-4382-b930-ce02264509f9 | 2025-02-02T05:06:26 | ai | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by erin39 No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "d18d8492847702db96955a0ad1055264",
"user_agent": "Opera/8.72.(Windows NT 5.0; cy-GB) Presto/2.9.181 Version/11.00",
"session_id": "2588c53d-f29c-408e-875c-54edac7ae553",
"risk_score": 42.15,
"confidence": 0.54
} | erin39 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by erin39 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8d42408a | 999ff30c928e97cd18672f296558bd0a | a59e441d8f000e07c1e651d3e33f58921095c2a9 | null | null | null | null | null | null | null |
069e5a2b-16de-4073-8bcd-9b386de1f784 | 2025-05-01T18:04:05 | cloud | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in OCI by mbaker No additional info noise=Q2xhc3Mu | {
"geo_location": "Dominican Republic",
"device_hash": "a3a95c6a145b242ee806e2b7417a6bdf070d71a1c29f007cf6a8ac0a2b153b48",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/7388-05-28 12:25:13 Firefox/3.8",
"session_id": "257b4053-6cf2-4e0e-9a74-8328524e7dba",
"risk_score": 80.58,
"confidenc... | mbaker | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in OCI by mbaker No additional info | null | null | null | null | null | null | null | null | null | OCI | res-50bb55d1 | null | null | null | null | null | null | null | null | null | null |
2d2416f9-a08d-4993-b596-d306c9bffbc4 | 2025-01-15T20:02:55 | iot | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|info| desc=IoT device Camera unusual_activity MITRE Technique: T1547.001 | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "2d7c494c319cbd869e60ee0b321a389561db4ed3",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_6 rv:6.0; szl-PL) AppleWebKit/533.44.5 (KHTML, like Gecko) Version/5.0 Safari/533.44.5",
"session_id": "30faa590-dbc5-43a2-b12f-0c1e826b6587",
"risk_... | null | unusual_activity | null | null | null | MITRE Technique: T1547.001 | IoT device Camera unusual_activity MITRE Technique: T1547.001 | null | Camera | iot-a73f929e | 8.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6126c165-e337-44a3-9f7f-02dadfd4f5e3 | 2025-02-28T02:20:25 | iot | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "Thailand",
"device_hash": "49ea1eddf2afc590a11da2e9464cc551b4a9f6447881098cdb8be031313c0e75",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0.1) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/19.0.814.0 Safari/532.1",
"session_id": "7d96ce00-a7e1-4c71-8060-489131af3be6",
"risk_score": 70.01,
... | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | null | Sensor | iot-db46c844 | 2.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0591c139-4d98-4521-8924-6dbfa2c1fa06 | 2025-03-02T00:46:02 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for hogantony via password from 163.218.78.114 No additional info noise=audience|prepare|raise | {
"geo_location": "Malawi",
"device_hash": "2f3321ea5cad0caf5704c1056efb93538d8993ba2ecf5be25ee16ab2fd090a30",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "a6672215-5e36-4f97-b656-52d89cedef38",
"risk_score": 39.58,
"confidence": 0.4
} | hogantony | locked | null | null | null | No additional info | Auth locked for hogantony via password from 163.218.78.114 No additional info | null | null | null | null | 163.218.78.114 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 0b:05:cb:ea:87:e7 |
b61517b0-e12c-4a41-9cdf-75abf244db1a | 2025-01-17T08:20:44 | ai | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by simpsonjoshua No additional info noise=six|side|thank | {
"geo_location": "Trinidad and Tobago",
"device_hash": "9cd22d94e9ef7146f96ed9a09a2d1452b2180c09",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_4) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/50.0.878.0 Safari/533.1",
"session_id": "6810fcb2-38db-43ea-900a-a4ee0bf94f07",
"risk_score": 17.24... | simpsonjoshua | model_inversion | null | null | null | No additional info | AI system model_inversion by simpsonjoshua No additional info | null | null | null | null | null | null | null | null | null | null | null | model-627a4663 | d11dd477a93bb068fd025352924fc41ac78c136a | 65d5f102ac34674d4bc1f7d87f1f227b947d4613 | null | null | null | null | null | null | null |
7e119bcb-6cad-46e2-96db-79bf8e0e501f | 2025-04-17T17:15:28 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: Brute Force detected from 11.226.226.63 targeting 181.114.119.27 No additional info noise=AE74CAB1 | {
"geo_location": "Armenia",
"device_hash": "b2dde60e00694efb0983509f4bc6e97b3044f774",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.1) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/21.0.850.0 Safari/533.1",
"session_id": "2dbd299a-ab13-473e-8e4f-8123eb056f92",
"risk_score": 0.55,
"confidence": 0.81
} | null | null | null | null | null | No additional info | Tanium Alert: Brute Force detected from 11.226.226.63 targeting 181.114.119.27 No additional info | null | null | null | null | 11.226.226.63 | 181.114.119.27 | Brute Force | SIG-7384 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
32791571-6433-474e-9d1e-c1ef5e6df1a7 | 2025-03-29T23:05:52 | ai | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by thompsonmatthew No additional info | {
"geo_location": "Italy",
"device_hash": "2e57039aebc679f8bfe7aa9749c0717247e52d02d701052f37aae0e81ce67b50",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_9 rv:4.0; gu-IN) AppleWebKit/531.17.1 (KHTML, like Gecko) Version/5.0.5 Safari/531.17.1",
"session_id": "195e1c88-9c2c-47d2-97f3-c3072512acc... | thompsonmatthew | membership_inference | null | null | null | No additional info | AI system membership_inference by thompsonmatthew No additional info | null | null | null | null | null | null | null | null | null | null | null | model-702ddfdd | 0a2f441e191dead81a33a57e9abda3f456ca5c4ead6af9f11c850c42be5b6489 | 5971f085957a9aec19ddf6bf94db6ee5aa176bf8 | null | null | null | null | null | null | null |
f9a0938b-16bd-42ad-a901-3fcb2806a1ea | 2025-04-07T21:52:23 | iot | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor unusual_activity No additional info | {
"geo_location": "Croatia",
"device_hash": "277d6a98b3a3c25320f883805fdc90d6e623b6a45efa1669a4db61ceb47ce86c",
"user_agent": "Opera/9.97.(Windows 98; Win 9x 4.90; ta-LK) Presto/2.9.160 Version/12.00",
"session_id": "2b17e822-bb26-4dbe-bd14-a520dd92f8a5",
"risk_score": 60.07,
"confidence": 0.83
} | null | unusual_activity | null | null | null | No additional info | IoT device Sensor unusual_activity No additional info | null | Sensor | iot-6ec7d84c | 2.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2c14ecc1-d2f8-4f70-bb1b-961daca995bc | 2025-05-22T13:56:30 | firewall | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow RDP traffic from 147.243.220.146:989 to 10.103.224.249:680 MITRE Technique: T1110.003 | {
"geo_location": "Georgia",
"device_hash": "6902553afa2f197e29c9d19a1d7d6d94",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_6 rv:3.0; szl-PL) AppleWebKit/531.20.7 (KHTML, like Gecko) Version/4.0.1 Safari/531.20.7",
"session_id": "967d9509-f4a3-4a09-afa0-bda229a09c8f",
"risk_score": 84.04,
"c... | null | allow | null | null | null | MITRE Technique: T1110.003 | Firewall allow RDP traffic from 147.243.220.146:989 to 10.103.224.249:680 MITRE Technique: T1110.003 | null | null | null | null | 147.243.220.146 | 10.103.224.249 | null | null | null | null | null | null | null | null | 989 | 680 | RDP | 139,827 | 2,520 | null | null |
29fbbcf4-f6a8-4092-9001-7182e95f9d3d | 2025-02-09T11:30:56 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device Camera side_channel MITRE Technique: T1204.002 | {
"geo_location": "Israel",
"device_hash": "6b73e9304769a2c4439347d8c6796de7",
"user_agent": "Opera/9.81.(Windows NT 5.0; zu-ZA) Presto/2.9.164 Version/12.00",
"session_id": "bbf53f07-4ae9-45dd-8d21-2584d4e85700",
"risk_score": 62.84,
"confidence": 0.47
} | null | side_channel | null | null | null | MITRE Technique: T1204.002 | IoT device Camera side_channel MITRE Technique: T1204.002 | null | Camera | iot-aa31283f | 4.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
73c22b8b-9694-4b7b-8ffe-41adea75ba96 | 2025-06-11T09:08:27 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth failed for williamjenkins via OAuth from 17.130.214.47 No additional info | {
"geo_location": "Iran",
"device_hash": "1828ce96166b3f4c09a663bf01210cb160946c19a4cdf0a5b641075209d6bad3",
"user_agent": "Opera/8.93.(Windows NT 6.1; kk-KZ) Presto/2.9.171 Version/12.00",
"session_id": "81798ad6-270d-4a6a-832a-5bd350aa9c38",
"risk_score": 59.27,
"confidence": 0.12
} | williamjenkins | failed | null | null | null | No additional info | Auth failed for williamjenkins via OAuth from 17.130.214.47 No additional info | null | null | null | null | 17.130.214.47 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 72:76:8c:2c:a2:06 |
67e584cd-e9e3-4b00-a9fa-2fa89f1f7dcc | 2025-06-29T21:04:15 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth timeout for udonaldson via MFA from 88.164.54.8 MITRE Technique: T1574.002 | Associated Threat Actor: Conti noise=V2VzdGVybi4= | {
"geo_location": "Christmas Island",
"device_hash": "fdaac91b499616f67c28e4e952e297932160b2b36c32f84ba85100b4bbd669cd",
"user_agent": "Opera/9.91.(Windows NT 5.2; rw-RW) Presto/2.9.176 Version/11.00",
"session_id": "80eae4d4-8659-4751-b388-f0b864953e6c",
"risk_score": 26.06,
"confidence": 0.47
} | udonaldson | timeout | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: Conti | Auth timeout for udonaldson via MFA from 88.164.54.8 MITRE Technique: T1574.002 | Associated Threat Actor: Conti | null | null | null | null | 88.164.54.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 5f:be:1b:1b:36:2c |
1ed374f1-51ec-4c43-8461-20c03c9c6710 | 2025-04-28T21:29:07 | endpoint | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec far by meganhardy No additional info noise=UmVhc29uLg== | {
"geo_location": "Bahrain",
"device_hash": "c164027aefcf7a39ebdf3dc783ffac37",
"user_agent": "Opera/8.28.(Windows NT 6.2; am-ET) Presto/2.9.165 Version/11.00",
"session_id": "e61a0431-2a3e-457a-b4fe-50705ce54cc1",
"risk_score": 50.4,
"confidence": 0.53
} | meganhardy | wmi_exec | far | 5,780 | svchost.exe | No additional info | Endpoint wmi_exec far by meganhardy No additional info | {
"baseline_deviation": 1.89,
"entropy": 6.79,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7903270f-5566-4279-8471-e9e3bb4b9ae7 | 2025-04-22T16:53:46 | ai | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by samanthapatel No additional info | {
"geo_location": "Malta",
"device_hash": "5ecc7b1bd4a7bffe9fc4543d51d3daef",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/6251-12-11 06:06:08 Firefox/10.0",
"session_id": "ca17000e-03df-4c2a-a6d2-9845049a6ee3",
"risk_score": 42.27,
"confidence": 0.69
} | samanthapatel | fine_tuning | null | null | null | No additional info | AI system fine_tuning by samanthapatel No additional info | null | null | null | null | null | null | null | null | null | null | null | model-03a11758 | bb03247ab4170737828d0f674f58825edf8c5fd1627f83474c02e91ee7cbb764 | 04204167e4a01532a3da8a224570da3b | null | null | null | null | null | null | null |
461407a3-4f7a-49e3-a8c3-6ba89ba8cf84 | 2025-03-06T06:50:35 | iot | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat unusual_activity MITRE Technique: T1053.005 | {
"geo_location": "Saint Barthelemy",
"device_hash": "135649dd131b2f6b22e0c7fcf5993ebdb6af6ab45542d8c851dd81d22cda6490",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; xh-ZA; rv:1.9.1.20) Gecko/9807-10-03 09:43:47 Firefox/5.0",
"session_id": "96639387-d4fa-4f79-9ab4-b0c739652eef",
"risk_score": 50.89,
"confid... | null | unusual_activity | null | null | null | MITRE Technique: T1053.005 | IoT device Thermostat unusual_activity MITRE Technique: T1053.005 | null | Thermostat | iot-a5417092 | 9.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e323b6d6-a1ae-4d63-ba3f-df016df3ca6a | 2025-04-24T16:34:56 | 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: Brute Force detected from 10.247.97.250 targeting 20.89.186.235 No additional info | {
"geo_location": "North Korea",
"device_hash": "d6222c3c9c22c29de757a6820ca5702f27926cd22d30c2da182b33f7f408698c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/15.0.868.0 Safari/531.1",
"session_id": "ddbd9740-b4e2-4a84-a5dc-2ef93c4c557c",
"risk_score": 59.23,
"... | null | null | null | null | null | No additional info | Vectra AI Alert: Brute Force detected from 10.247.97.250 targeting 20.89.186.235 No additional info | null | null | null | null | 10.247.97.250 | 20.89.186.235 | Brute Force | SIG-3787 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
4aab7ed9-1b3d-4acd-9dae-146724d46d9a | 2029-05-22T02:13:56 | cloud | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in Alibaba by evanseric MITRE Technique: T1486 noise=VG90YWwu | {
"geo_location": "Swaziland",
"device_hash": "329fb099e891f0c4f71c1b7b449867eebe2fcc37",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/5.1)",
"session_id": "957e852f-91b3-4b10-a314-a8328f08d017",
"risk_score": 42.87,
"confidence": 0.59
} | evanseric | permission_escalation | null | null | null | MITRE Technique: T1486 | Cloud permission_escalation in Alibaba by evanseric MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | Alibaba | res-dd028ee8 | null | null | null | null | null | null | null | null | null | null |
b5e6a805-fc58-4b61-bb56-45b2c469dfb9 | 2025-02-18T06:27:12 | endpoint | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec community by friedmandevin MITRE Technique: T1204.002 | {
"geo_location": "Panama",
"device_hash": "a6b5d47e5f5a9924b3e5332dd939b814314fdd4d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/3.0)",
"session_id": "6382df1f-a13f-43d1-9554-9b4e5d2759f0",
"risk_score": 81.77,
"confidence": 0.72
} | friedmandevin | powershell_exec | community | 624 | explorer.exe | MITRE Technique: T1204.002 | Endpoint powershell_exec community by friedmandevin 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 |
9ed0142e-49f0-46af-a4e3-f4a0cd2e925c | 2025-03-09T03:15:40 | cloud | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in Azure by twebb No additional info noise=tags/main/category | {
"geo_location": "Gambia",
"device_hash": "095ddbc028fb2614ea36f27f05ee21f4",
"user_agent": "Opera/8.36.(X11; Linux x86_64; sr-ME) Presto/2.9.169 Version/12.00",
"session_id": "b1773137-605a-4949-95df-2abcfaf10f6a",
"risk_score": 53.11,
"confidence": 0.66
} | twebb | shadow_it | null | null | null | No additional info | Cloud shadow_it in Azure by twebb No additional info | null | null | null | null | null | null | null | null | null | Azure | res-c7b66b52 | null | null | null | null | null | null | null | null | null | null |
5c0be690-a738-4727-8cfa-6854e843f444 | 2025-06-02T09:15:09 | iot | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "93fa91614e9ebf8400017ffc637170f86d9a4885",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/5.1)",
"session_id": "6eed7396-d5e7-4dda-a91b-596b0eeb6e51",
"risk_score": 44.77,
"confidence": 0.55
} | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | {
"baseline_deviation": 0.68,
"entropy": 6.7,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Sensor | iot-e6845a22 | 10.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
36a34171-bfee-4b5a-9e99-d3b9c6da3d3b | 2025-02-25T17:59:55 | network | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 199.74.232.232 to 121.176.39.228 MITRE Technique: T1566.001 | {
"geo_location": "Algeria",
"device_hash": "a2313d88aa474de3ce29dd69e160fd766b41bb70e2b66a66c6e2dcd6abee1356",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/59.0.861.0 Safari/531.0",
"session_id": "f88775f2-2b79-469b-8ec3-71137d0b3551",
"risk_score": 52.4,
"con... | null | disconnection | null | null | null | MITRE Technique: T1566.001 | Network disconnection from 199.74.232.232 to 121.176.39.228 MITRE Technique: T1566.001 | null | null | null | null | 199.74.232.232 | 121.176.39.228 | null | null | null | null | null | null | null | null | null | null | UDP | 720,560 | null | null | null |
6fa0b1dc-bbd1-4738-ac3e-796d0a718b75 | 2025-03-18T16:42:07 | network | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 59.73.107.151 to 160.115.209.254 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Malaysia",
"device_hash": "c1349212c68a6a6e48e5bf7c05a4088d69bd75dcc3032fdbc2918834a87cfa6d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/4.1)",
"session_id": "3abc2281-3632-4123-abb1-6a749db23b25",
"risk_score": 45.39,
"confidence": 0.84
} | null | covert_channel | null | null | null | Unconventional IOC: Bios timestamp anomalies | Network covert_channel from 59.73.107.151 to 160.115.209.254 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 59.73.107.151 | 160.115.209.254 | null | null | null | null | null | null | null | null | null | null | HTTP | 724,121 | null | null | null |
74709765-5d9f-4b86-93fd-dd1a5d78c0c0 | 2025-03-19T06:35:39 | auth | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for popephillip via OAuth from 164.5.14.37 No additional info | {
"geo_location": "Sudan",
"device_hash": "b94e9928d0a7f7fa94ad2443fbe009f7beb8b5d00fc7a06d91371b33e1fe9205",
"user_agent": "Mozilla/5.0 (Android 4.4.1; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0",
"session_id": "b6ef4a15-743a-4d8e-9109-51c261dea3e9",
"risk_score": 62.68,
"confidence": 0.26
} | popephillip | bypass | null | null | null | No additional info | Auth bypass for popephillip via OAuth from 164.5.14.37 No additional info | null | null | null | null | 164.5.14.37 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 2b:8e:3d:99:2c:3a |
df61383f-10c0-4057-9fa8-4a76d1f6f8ad | 2025-03-28T13:51:51 | 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: Brute Force detected from 109.44.227.103 targeting 55.82.88.32 MITRE Technique: T1053.005 | {
"geo_location": "Bulgaria",
"device_hash": "d1c6f57dfbeb6f9b1f6035d69e8d9287273088dd9082e4624e07c240c151c57c",
"user_agent": "Mozilla/5.0 (Android 4.0.2; Mobile; rv:39.0) Gecko/39.0 Firefox/39.0",
"session_id": "707269d0-6450-4e79-9c5d-22a46eab8c54",
"risk_score": 46.53,
"confidence": 0.37
} | null | null | null | null | null | MITRE Technique: T1053.005 | FireEye HX Alert: Brute Force detected from 109.44.227.103 targeting 55.82.88.32 MITRE Technique: T1053.005 | null | null | null | null | 109.44.227.103 | 55.82.88.32 | Brute Force | SIG-4721 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
cf28fd02-9855-4c50-bf8e-f50afd88d5c1 | 2025-03-30T19:06:29 | endpoint | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /series/exactly.flac by michael38 MITRE Technique: T1204.002 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "640a874940a29de831dc160caa3a53ef0d5ff944",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; mn-MN) AppleWebKit/535.50.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6535.50.1",
"session_id": "63d5b946-c24d-4d4d-8f74-d3d40... | michael38 | scheduled_task | /series/exactly.flac | 5,306 | svchost.exe | MITRE Technique: T1204.002 | Endpoint scheduled_task /series/exactly.flac by michael38 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 |
487569bf-116c-4011-a922-3e5ac12a47b2 | 2025-04-19T13:47:47 | iot | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat physical_tamper Associated Threat Actor: APT35 | {
"geo_location": "Samoa",
"device_hash": "5d34f584728356c17b4355486d5f443e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/3.1)",
"session_id": "fa9ecad2-f72e-45fc-b4e5-60f0dfb14e0e",
"risk_score": 29.31,
"confidence": 0.85
} | null | physical_tamper | null | null | null | Associated Threat Actor: APT35 | IoT device Thermostat physical_tamper Associated Threat Actor: APT35 | null | Thermostat | iot-0ce84b59 | 3.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
005d3a55-d855-4410-a264-d2d78353fb49 | 2025-04-04T06:41:00 | ai | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by batesdonna MITRE Technique: T1053.005 | {
"geo_location": "Burundi",
"device_hash": "0e69169952e117e7e0bf15b39550c1e7",
"user_agent": "Mozilla/5.0 (Android 2.2.1; Mobile; rv:17.0) Gecko/17.0 Firefox/17.0",
"session_id": "ecefe332-4345-4fec-b666-b2cc0679093d",
"risk_score": 22.84,
"confidence": 0.87
} | batesdonna | prompt_injection | null | null | null | MITRE Technique: T1053.005 | AI system prompt_injection by batesdonna MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | model-492da353 | 812e41865138336f63f2618b6df9eddaec0612745b4cf9018aeb2dab1ac1fa98 | 94d72cee885bf39da51cbcb8504d4612 | null | null | null | null | null | null | null |
41d739cf-d8ee-44f5-bb13-f2341406b50c | 2025-07-02T00:49:25 | cloud | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in GCP by hmarshall No additional info | {
"geo_location": "Cape Verde",
"device_hash": "a35311b41ee53ee71a16db68c2f32162",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; dv-MV) AppleWebKit/535.14.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6535.14.2",
"session_id": "f45ffca7-2059-427f-9271-1fa6b0704731",
"risk_sco... | hmarshall | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by hmarshall No additional info | {
"baseline_deviation": 2.9,
"entropy": 2.82,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | GCP | res-06ecd993 | null | null | null | null | null | null | null | null | null | null |
aa408144-1906-4e69-b489-0285ee53d1e2 | 2025-01-25T13:33:58 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change feeling by edwardscindy No additional info noise=explore/tag/posts | {
"geo_location": "Colombia",
"device_hash": "ff0ba732cbac4fe107ac0e6536730503",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; gez-ER) AppleWebKit/531.8.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6531.8.6",
"session_id": "7772da98-de00-4565-b940-069fb8ad0d66",
"risk_score"... | edwardscindy | registry_change | feeling | 6,877 | svchost.exe | No additional info | Endpoint registry_change feeling by edwardscindy No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
83317265-2abf-4659-9316-bd3d99f08853 | 2025-05-18T04:05:45 | iot | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera battery_drain MITRE Technique: T1204.002 | {
"geo_location": "Palau",
"device_hash": "7d8f2bc964705c903a69a53fc131086295af2207",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/4735-10-22 13:48:08 Firefox/9.0",
"session_id": "7ef6e2ff-c244-44c3-89d6-8d64f3858b13",
"risk_score": 59.05,
"confidence": 0.39
} | null | battery_drain | null | null | null | MITRE Technique: T1204.002 | IoT device Camera battery_drain MITRE Technique: T1204.002 | null | Camera | iot-f45fe70f | 1.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
590d86f0-5fa8-4e95-8fc3-90d78621181b | 2025-04-30T15:56:42 | cloud | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in GCP by jennifer03 No additional info | {
"geo_location": "Honduras",
"device_hash": "827bb1ec5216f5ea2f99388d8e70a779",
"user_agent": "Opera/8.78.(Windows NT 10.0; pt-BR) Presto/2.9.178 Version/11.00",
"session_id": "74592d5b-37bf-4b8d-a906-314d216c6169",
"risk_score": 68.06,
"confidence": 0.95
} | jennifer03 | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by jennifer03 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-bd9c4e87 | null | null | null | null | null | null | null | null | null | null |
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