event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8 values | source stringclasses 20 values | severity stringclasses 6 values | raw_log stringlengths 91 282 | advanced_metadata dict | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
4e081e39-79ec-48b8-8e73-e58e8fd41d44 | 2025-01-27T07:10:32 | ai | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by parksjonathan MITRE Technique: T1204.002 noise=pick|our|those | {
"geo_location": "Tajikistan",
"device_hash": "e9b4e863adf3cef9db81c30a794539d9",
"user_agent": "Mozilla/5.0 (Android 3.2.6; Mobile; rv:11.0) Gecko/11.0 Firefox/11.0",
"session_id": "921cb63d-3cae-40cb-a9cd-9327d12edbcd",
"risk_score": 52.8,
"confidence": 0.46
} | null | null | null | null | null | MITRE Technique: T1204.002 | AI system membership_inference by parksjonathan MITRE Technique: T1204.002 | membership_inference | null | null | parksjonathan | null | null | null | {
"baseline_deviation": 1.85,
"entropy": 7.4,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-fa77121f | ac86d4452bd56015aea3e25c2069a3413394c5a017ea998693d892dcdcf1b99c | 623560d7ad40548e48c52b458540f394 | null | null |
ab68f911-0da4-4c1a-8657-b8017ede74fe | 2025-02-16T23:43:12 | cloud | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in Azure by heather92 MITRE Technique: T1134.001 | {
"geo_location": "Mongolia",
"device_hash": "51e5364c278577441da036437187332fe1c44f26",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/5793-01-30 22:20:18 Firefox/5.0",
"session_id": "dda6df3a-bb50-4c3b-ad1b-ea3465c73355",
"risk_score": 48.3,
"confidence": 0.14
} | null | null | null | null | null | MITRE Technique: T1134.001 | Cloud lambda_execution in Azure by heather92 MITRE Technique: T1134.001 | lambda_execution | null | null | heather92 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-f58e05c1 |
0594927d-8931-427f-bf42-6d5e7f90b7d7 | 2025-02-08T15:10:17 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network connection from 68.55.135.90 to 19.137.95.33 No additional info | {
"geo_location": "Niger",
"device_hash": "904127ce2875e652ecfb5a0bbdb987a600ca32e460f3f7a4166c4d461b9c315a",
"user_agent": "Opera/9.31.(X11; Linux x86_64; km-KH) Presto/2.9.178 Version/11.00",
"session_id": "519e21a3-98e9-4e75-ac88-b1e76fc3fef2",
"risk_score": 75.39,
"confidence": 0.83
} | 68.55.135.90 | 19.137.95.33 | null | null | null | No additional info | Network connection from 68.55.135.90 to 19.137.95.33 No additional info | connection | 784,076 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fa96f44f-cb4b-4f72-ac51-d52da4c9ce60 | 2025-02-05T21:17:05 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: Domain Fronting detected from 70.174.22.158 targeting 197.72.255.147 MITRE Technique: T1059.001 | {
"geo_location": "Tunisia",
"device_hash": "5bdc79d5428db3013b05acf197b691a1cb8e4df25052b08dfdf77de9ec0fe782",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_2 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/14.4p3921.0 Mobile/89U070 Safari/535.2",
"session_id": "01651044-5361-4d7d-b6ae-307cd446b8bd",
"risk_score": 27.78,
"confidence": 0.59
} | 70.174.22.158 | 197.72.255.147 | Domain Fronting | SIG-2237 | Policy | MITRE Technique: T1059.001 | Wazuh Alert: Domain Fronting detected from 70.174.22.158 targeting 197.72.255.147 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 |
e4c83899-7574-4629-9f6e-46786481f8da | 2025-05-05T02:57:09 | ai | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by rgeorge Associated Threat Actor: Mustang Panda | {
"geo_location": "Kuwait",
"device_hash": "15d91aa23630f40f2f1f676524691251",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/32.0.834.0 Safari/535.1",
"session_id": "ae0acd1c-372c-4a38-81e6-d18c866f3d6a",
"risk_score": 48.9,
"confidence": 0.05
} | null | null | null | null | null | Associated Threat Actor: Mustang Panda | AI system training_data_poisoning by rgeorge Associated Threat Actor: Mustang Panda | training_data_poisoning | null | null | rgeorge | null | null | null | null | null | null | null | null | null | null | null | null | model-d010a973 | c16f46ce8cebad96112b726a4b44fb7911e34092 | 69d5f49a7241dccdb94b80004d0b48aea247457f | null | null |
47808ad4-0f07-4939-aa00-d3fa9bacac9b | 2025-02-09T04:20:30 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by cjohnson MITRE Technique: T1071.001 noise=blog | {
"geo_location": "Bangladesh",
"device_hash": "2c6af6b3f241e0c86218ca7a35d610c4",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_9; rv:1.9.4.20) Gecko/2984-06-04 22:43:22 Firefox/11.0",
"session_id": "3a51fc30-bf86-4f73-b821-8c8395352c62",
"risk_score": 26.98,
"confidence": 0.8
} | null | null | null | null | null | MITRE Technique: T1071.001 | AI system prompt_injection by cjohnson MITRE Technique: T1071.001 | prompt_injection | null | null | cjohnson | null | null | null | null | null | null | null | null | null | null | null | null | model-2e2d3c0a | 54cc25fe2d74c7de1526d13b2de7a9b25dc4f1549a179c9cc6b86b0b064491e3 | f4a53e3ee9fbf8c70ac3fd105991050a | null | null |
00d4c014-81d1-43ff-9846-692293d4fc9d | 2025-02-09T02:41:32 | cloud | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in GCP by vmccarthy No additional info | {
"geo_location": "Tajikistan",
"device_hash": "ae40f31d22156b45541333027163ca96f753ad0a311a6de960476749c729442d",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/13.0a6222.0 Mobile/24K608 Safari/536.2",
"session_id": "821cf29d-cfe9-42e3-9ee3-cc5fb8af9922",
"risk_score": 62.33,
"confidence": 0.58
} | null | null | null | null | null | No additional info | Cloud instance_creation in GCP by vmccarthy No additional info | instance_creation | null | null | vmccarthy | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-559128c2 |
20af4d48-9267-433f-a67b-1fbee424d2b5 | 2025-03-29T20:37:55 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 211.36.215.83 to 1.204.250.172 MITRE Technique: T1574.002 | {
"geo_location": "Lesotho",
"device_hash": "0b90f7652d4d4ae1e0194937f5c9932a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/5.1)",
"session_id": "70569645-096a-4e53-a33c-aa9d1b4c6b8f",
"risk_score": 36.67,
"confidence": 0.37
} | 211.36.215.83 | 1.204.250.172 | null | null | null | MITRE Technique: T1574.002 | Network bandwidth_usage from 211.36.215.83 to 1.204.250.172 MITRE Technique: T1574.002 | bandwidth_usage | 85,429 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b93d2e15-d31f-486a-b4d1-03b42f4be874 | 2025-01-15T00:46:22 | ids_alert | Palo Alto Cortex v3.0.0 | emergency | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Palo Alto Cortex Alert: Fileless Attack detected from 200.213.53.235 targeting 39.159.228.114 No additional info noise=tag/explore/search | {
"geo_location": "Sweden",
"device_hash": "1476841fd905bdf6eb4fd3d28dfece7a",
"user_agent": "Opera/9.76.(X11; Linux i686; wa-BE) Presto/2.9.172 Version/10.00",
"session_id": "b3552e7e-a49b-4a56-9df3-51337b1d8408",
"risk_score": 74.67,
"confidence": 0.1
} | 200.213.53.235 | 39.159.228.114 | Fileless Attack | SIG-5479 | Recon | No additional info | Palo Alto Cortex Alert: Fileless Attack detected from 200.213.53.235 targeting 39.159.228.114 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8955faa5-d303-4a94-b68f-0f53afe41f18 | 2025-06-17T00:04:52 | cloud | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in Alibaba by jenniferhansen MITRE Technique: T1574.002 noise=UmVhZHku | {
"geo_location": "Burundi",
"device_hash": "8428ed310eebca314dfdbf996ddebe6dc1b80086",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/4.0)",
"session_id": "ea3e004f-efd6-48d2-927f-2c0f20234db7",
"risk_score": 61.39,
"confidence": 0.73
} | null | null | null | null | null | MITRE Technique: T1574.002 | Cloud lambda_execution in Alibaba by jenniferhansen MITRE Technique: T1574.002 | lambda_execution | null | null | jenniferhansen | null | null | null | {
"baseline_deviation": 0.62,
"entropy": 3.48,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-befe206a |
ed8b2e46-420f-465d-a192-df6458a66102 | 2026-09-10T13:00:35 | 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 167.187.149.188 targeting 163.128.115.137 No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "8c5f955ca3edcf90a0f88929ea4d5c95829fc5dc",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_2) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/46.0.884.0 Safari/535.2",
"session_id": "6c98c8d7-6889-4666-a48b-3eef2707f4e4",
"risk_score": 58.95,
"confidence": 0.99
} | 167.187.149.188 | 163.128.115.137 | Container Escape | SIG-1606 | Recon | No additional info | Tanium Alert: Container Escape detected from 167.187.149.188 targeting 163.128.115.137 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
49de221a-517f-4d35-ab56-ce5c4539554c | 2025-03-18T07:10:20 | firewall | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine ICMP traffic from 199.192.152.180:5526 to 5.62.190.35:31748 MITRE Technique: T1486 | {
"geo_location": "Turkey",
"device_hash": "d7d2c82d882f46a2f4aa07beb03d3bd685000bd9acdf0afd8bc23ffa4b8b3929",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/2752-03-10 09:23:41 Firefox/3.6.20",
"session_id": "83f8f942-8411-4f1c-bafd-8bed14e6a268",
"risk_score": 53.79,
"confidence": 0.65
} | 199.192.152.180 | 5.62.190.35 | null | null | null | MITRE Technique: T1486 | Firewall quarantine ICMP traffic from 199.192.152.180:5526 to 5.62.190.35:31748 MITRE Technique: T1486 | quarantine | 812,944 | ICMP | null | null | null | null | null | null | null | null | 5,526 | 31,748 | 1,904 | null | null | null | null | null | null | null |
7168b01c-e50b-4c8e-aa8a-470ceaa91b3c | 2025-05-03T03:18:44 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat protocol_violation MITRE Technique: T1059.005 | Sensor spoofing detected noise=48632E97 | {
"geo_location": "Netherlands Antilles",
"device_hash": "fbb35ca6542368e71eb14064ae3a914dbb8cf94a2840c2845cc3944ca8bb9ddf",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/532.44.5 (KHTML, like Gecko) Version/4.1 Safari/532.44.5",
"session_id": "e5314c8c-91d8-4699-9b16-8c2c917e7eeb",
"risk_score": 43.04,
"confidence": 0.87
} | null | null | null | null | null | MITRE Technique: T1059.005 | Sensor spoofing detected | IoT device Thermostat protocol_violation MITRE Technique: T1059.005 | Sensor spoofing detected | protocol_violation | null | null | null | null | null | null | null | Thermostat | iot-b571b6fb | 4.0 | null | null | null | null | null | null | null | null | null | null |
8ea3c055-c2ea-4725-851b-ab40f91a53e0 | 2025-02-08T12:58:04 | iot | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical physical_tamper No additional info | {
"geo_location": "Jordan",
"device_hash": "ccd7f2c1e752d28d2087fffab876910f",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/26.0.876.0 Safari/535.1",
"session_id": "749f42ff-1719-4465-afc6-5097f0c22b1b",
"risk_score": 19.35,
"confidence": 0.73
} | null | null | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Medical | iot-813f0daa | 5.1 | null | null | null | null | null | null | null | null | null | null |
01a7c834-692c-487f-bc9a-9930b31fd2e3 | 2025-06-25T12:00:07 | ai | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by michael91 MITRE Technique: T1486 noise=categories/categories | {
"geo_location": "Brazil",
"device_hash": "76cb0d1d3edf3935a54f50ea65b508e726edf7bc",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_5; rv:1.9.6.20) Gecko/5647-11-25 09:42:46 Firefox/4.0",
"session_id": "9f0f8ec1-c7d3-4c28-8fee-a8521603cc40",
"risk_score": 62.23,
"confidence": 0.13
} | null | null | null | null | null | MITRE Technique: T1486 | AI system adversarial_input by michael91 MITRE Technique: T1486 | adversarial_input | null | null | michael91 | null | null | null | null | null | null | null | null | null | null | null | null | model-d65d16c4 | be7a2a2a9d234ab5a979d63d35751b86 | 7b2e932ca1e43149f2dec07909b2dc16f97bb0447e576d900fb39b6ad51e9dd7 | null | null |
1b65e53d-f7e5-402e-91f3-0040d3788db5 | 2025-05-01T07:53:09 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth success for robertlopez via OAuth from 131.202.95.155 No additional info noise=998DFFAB | {
"geo_location": "Mauritius",
"device_hash": "79c85a2e5b9f6169d13fda42892e369cb92016236a144357477b83c58776fa08",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/5.1)",
"session_id": "861d6c40-a888-4bea-b5a1-ec5764acd361",
"risk_score": 8.5,
"confidence": 0.98
} | 131.202.95.155 | null | null | null | null | No additional info | Auth success for robertlopez via OAuth from 131.202.95.155 No additional info | success | null | null | robertlopez | null | null | null | null | null | null | null | null | null | null | OAuth | 49:65:4c:5c:e7:d3 | null | null | null | null | null |
49551718-9b58-4c1d-a21d-384c7b626387 | 2025-02-26T17:13:01 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth bypass for nicholas68 via passwordless from 15.91.109.216 MITRE Technique: T1574.002 noise=RW5kIG9mdGVuLg== | {
"geo_location": "Belarus",
"device_hash": "981be3553024698a634821b7e99f2ecf",
"user_agent": "Mozilla/5.0 (Android 4.4.2; Mobile; rv:33.0) Gecko/33.0 Firefox/33.0",
"session_id": "1d3d3f06-940e-4518-8b91-fc1483182f45",
"risk_score": 100,
"confidence": 0.54
} | 15.91.109.216 | null | null | null | null | MITRE Technique: T1574.002 | Auth bypass for nicholas68 via passwordless from 15.91.109.216 MITRE Technique: T1574.002 | bypass | null | null | nicholas68 | null | null | null | null | null | null | null | null | null | null | passwordless | 0b:16:a7:cf:7f:c7 | null | null | null | null | null |
77bf2cab-8758-4126-8fba-fecd8ed083be | 2025-04-20T09:28:31 | ai | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by dcampbell No additional info | {
"geo_location": "Norway",
"device_hash": "303b9e52f443240d74becc9705e758fc",
"user_agent": "Opera/8.94.(Windows NT 6.0; th-TH) Presto/2.9.187 Version/11.00",
"session_id": "c1204e92-ef27-4cc3-8318-095f10dfbd6c",
"risk_score": 80.41,
"confidence": 0.74
} | null | null | null | null | null | No additional info | AI system membership_inference by dcampbell No additional info | membership_inference | null | null | dcampbell | null | null | null | null | null | null | null | null | null | null | null | null | model-0686cf1f | a5271f077642ab820bab1ae9bd148e57a0b3c551ac2e06888af3a8b4a3118512 | ad1719fcdec1bda0ec39ea5d384982f5 | null | null |
f7a58bc1-536d-4057-ab5f-891b1fba67fd | 2025-02-11T23:49:35 | endpoint | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start event by njohns No additional info | {
"geo_location": "Japan",
"device_hash": "418f89d4b65d2415031db1b266aff974",
"user_agent": "Opera/8.77.(X11; Linux i686; zu-ZA) Presto/2.9.180 Version/10.00",
"session_id": "b5abe2fc-c0ba-47ea-bf4c-71052c20f52a",
"risk_score": 31.68,
"confidence": 0.8
} | null | null | null | null | null | No additional info | Endpoint process_start event by njohns No additional info | process_start | null | null | njohns | event | 1,859 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f0edc60f-0301-47be-a97d-078db4d460fe | 2025-05-25T15:31:47 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall deny TCP traffic from 101.237.116.103:665 to 212.136.239.90:287 No additional info noise=list | {
"geo_location": "South Africa",
"device_hash": "7ef5c4803bc697407e38590b343f9218",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/3.0)",
"session_id": "9e128923-e79f-472a-b4cf-a2d3e0d6d7a5",
"risk_score": 40.49,
"confidence": 0.48
} | 101.237.116.103 | 212.136.239.90 | null | null | null | No additional info | Firewall deny TCP traffic from 101.237.116.103:665 to 212.136.239.90:287 No additional info | deny | 100,616 | TCP | null | null | null | null | null | null | null | null | 665 | 287 | 2,090 | null | null | null | null | null | null | null |
737a713c-a9d0-450b-8f33-c61ce9722e12 | 2025-01-22T01:47:31 | cloud | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in AWS by jfischer MITRE Technique: T1053.005 | {
"geo_location": "French Polynesia",
"device_hash": "4d191c3b48da79f067d8b603f063ec66",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/4.1)",
"session_id": "5f6b8d99-4a86-4b7f-976a-ed66f5bb80a7",
"risk_score": 100,
"confidence": 0.08
} | null | null | null | null | null | MITRE Technique: T1053.005 | Cloud container_escape in AWS by jfischer MITRE Technique: T1053.005 | container_escape | null | null | jfischer | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-ec292a6f |
376d83dc-c296-4325-b25a-be1163c75936 | 2025-06-01T02:26:57 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in OCI by gallagherkara No additional info | {
"geo_location": "Congo",
"device_hash": "cb535598a965abef41a2f695367c3257",
"user_agent": "Opera/9.99.(Windows NT 4.0; lzh-TW) Presto/2.9.178 Version/11.00",
"session_id": "a672a4cd-50fc-4780-9786-3dec062aea1b",
"risk_score": 100,
"confidence": 0.85
} | null | null | null | null | null | No additional info | Cloud api_abuse in OCI by gallagherkara No additional info | api_abuse | null | null | gallagherkara | null | null | null | {
"baseline_deviation": 1.94,
"entropy": 5.19,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | OCI | res-1910df62 |
90e9354e-56f1-43a9-b10c-f4011386725c | 2025-04-03T08:40:40 | ids_alert | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Vectra AI Alert: Credential Stuffing detected from 142.77.241.152 targeting 10.227.98.132 No additional info | {
"geo_location": "Monaco",
"device_hash": "4d31da806af343370452dce9c18953dc22148f8b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/533.23.6 (KHTML, like Gecko) Version/4.0.3 Safari/533.23.6",
"session_id": "aa52b86c-8c77-47c4-9cff-858e36b5aa69",
"risk_score": 34.4,
"confidence": 0.61
} | 142.77.241.152 | 10.227.98.132 | Credential Stuffing | SIG-9605 | Exploit | No additional info | Vectra AI Alert: Credential Stuffing detected from 142.77.241.152 targeting 10.227.98.132 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
49bde642-3c12-40fb-9dca-8fc148b4f835 | 2025-05-25T09:42:49 | auth | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|info| desc=Auth locked for kristy12 via MFA from 208.121.141.125 No additional info noise=Qmx1ZSB0aGVtLg== | {
"geo_location": "Togo",
"device_hash": "07314c03b6bfa9901693d0cb0c57c70e46414dd49bd48b5f8a05c3380a44d8b8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; xh-ZA) AppleWebKit/531.6.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6531.6.1",
"session_id": "34e89ea8-506a-4c53-ba07-2799cc3c2f1c",
"risk_score": 53.79,
"confidence": 0.79
} | 208.121.141.125 | null | null | null | null | No additional info | Auth locked for kristy12 via MFA from 208.121.141.125 No additional info | locked | null | null | kristy12 | null | null | null | {
"baseline_deviation": 2.05,
"entropy": 7.29,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | MFA | f9:53:aa:a3:8f:ca | null | null | null | null | null |
7bd388cb-fe4a-43b1-8aec-c2fb2e93291c | 2025-04-24T05:06:06 | network | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|info| desc=Network beaconing from 60.32.51.123 to 10.119.210.190 Associated Threat Actor: Scattered Spider | {
"geo_location": "Nicaragua",
"device_hash": "70041e18c3c296a31a8a628dd7d9bcd1",
"user_agent": "Opera/9.26.(Windows 98; ik-CA) Presto/2.9.189 Version/11.00",
"session_id": "a12bec0b-9397-4082-a6b1-db994ca4fe07",
"risk_score": 31.7,
"confidence": 0.49
} | 60.32.51.123 | 10.119.210.190 | null | null | null | Associated Threat Actor: Scattered Spider | Network beaconing from 60.32.51.123 to 10.119.210.190 Associated Threat Actor: Scattered Spider | beaconing | 299,903 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3841eb7d-af7a-455c-a1c3-7785bf7e9dea | 2025-03-30T22:11:00 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall drop DNS traffic from 99.22.74.181:1008 to 41.215.158.145:597 No additional info | {
"geo_location": "Burundi",
"device_hash": "d7b434cbe44bf505133b0d964f59e06c",
"user_agent": "Opera/9.59.(Windows NT 5.1; ak-GH) Presto/2.9.172 Version/11.00",
"session_id": "1dd80295-1bc3-44f9-8a63-0516f3ba06c7",
"risk_score": 34.42,
"confidence": 0.44
} | 99.22.74.181 | 41.215.158.145 | null | null | null | No additional info | Firewall drop DNS traffic from 99.22.74.181:1008 to 41.215.158.145:597 No additional info | drop | 744,337 | DNS | null | null | null | null | null | null | null | null | 1,008 | 597 | 610 | null | null | null | null | null | null | null |
540915ca-dff7-4923-8426-7ab96a8fee0d | 2025-05-01T07:01:26 | cloud | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in AWS by guzmanrobert MITRE Technique: T1204.002 | {
"geo_location": "Cuba",
"device_hash": "1a66e2ab22e4cc38508f80419852a01cb4b57ca8",
"user_agent": "Opera/8.51.(Windows NT 6.1; ga-IE) Presto/2.9.168 Version/10.00",
"session_id": "f1d6ddee-7960-44e8-875c-61dbf10ca7b7",
"risk_score": 22.28,
"confidence": 0.94
} | null | null | null | null | null | MITRE Technique: T1204.002 | Cloud container_escape in AWS by guzmanrobert MITRE Technique: T1204.002 | container_escape | null | null | guzmanrobert | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-0324a5f7 |
d5c7ac4f-d4a7-441b-9ba8-38bf1037d0d2 | 2025-01-23T13:49:32 | cloud | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in Alibaba by leerandy No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "23403ac8246986e70277d4f832907c7a",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; ku-TR; rv:1.9.0.20) Gecko/2087-10-15 01:29:19 Firefox/3.6.17",
"session_id": "74dba0df-88d7-4fa7-a041-c2c444069b58",
"risk_score": 46.16,
"confidence": 0.27
} | null | null | null | null | null | No additional info | Cloud permission_escalation in Alibaba by leerandy No additional info | permission_escalation | null | null | leerandy | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-79f9d90d |
13bbb0c1-95c7-4229-b56b-e88d0899119f | 2025-01-28T13:05:45 | endpoint | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change /possible/today.webm by bhubbard MITRE Technique: T1071.001 | Living-off-the-land technique detected noise=Tm90ZS4= | {
"geo_location": "Nicaragua",
"device_hash": "8ded31b7b9732eac360e9e02e06d817fed6b21dd",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/21.0.867.0 Safari/534.0",
"session_id": "9be63189-5b94-4f19-8ca4-cabe8217ba99",
"risk_score": 48.6,
"confidence": 0.72
} | null | null | null | null | null | MITRE Technique: T1071.001 | Living-off-the-land technique detected | Endpoint registry_change /possible/today.webm by bhubbard MITRE Technique: T1071.001 | Living-off-the-land technique detected | registry_change | null | null | bhubbard | /possible/today.webm | 6,609 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9e4c0285-4f6a-499d-990f-d7356ae6fb23 | 2025-05-17T19:02:51 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: Supply Chain Compromise detected from 191.28.14.68 targeting 178.243.191.78 No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "176a50640dd86b2e2e6df3126a2d89a3f588b70ee6c701705e456456f0b670ad",
"user_agent": "Opera/8.48.(X11; Linux i686; tr-TR) Presto/2.9.174 Version/10.00",
"session_id": "b9c066f3-fa05-4238-b1ab-8f7c16b32a44",
"risk_score": 67.69,
"confidence": 0.93
} | 191.28.14.68 | 178.243.191.78 | Supply Chain Compromise | SIG-1515 | Policy | No additional info | CrowdStrike Alert: Supply Chain Compromise detected from 191.28.14.68 targeting 178.243.191.78 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b68752e3-095b-4994-bfc0-d9f55861cad8 | 2025-06-09T01:59:14 | ids_alert | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|critical| desc=Suricata Alert: DDoS detected from 27.80.130.6 targeting N/A MITRE Technique: T1059.001 | {
"geo_location": "Comoros",
"device_hash": "44c242e20b9e7a6fd23874350f564b8584c0afb8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/4.1)",
"session_id": "7ebc2eac-f869-4969-9f72-ed6017631bf3",
"risk_score": 56.8,
"confidence": 0.63
} | 27.80.130.6 | N/A | DDoS | SIG-2589 | Evasion | MITRE Technique: T1059.001 | Suricata Alert: DDoS detected from 27.80.130.6 targeting N/A 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 |
a2babe8e-b430-491e-a34e-18182a31abd9 | 2025-07-03T14:20:03 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth locked for cblair via OAuth from 10.178.142.37 No additional info | {
"geo_location": "Czech Republic",
"device_hash": "b777ed34850042dc0d8bb5abadfac1c60edfdf13",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.0)",
"session_id": "292e915c-6a39-4525-8836-cfc74f089d1f",
"risk_score": 50.24,
"confidence": 0.75
} | 10.178.142.37 | null | null | null | null | No additional info | Auth locked for cblair via OAuth from 10.178.142.37 No additional info | locked | null | null | cblair | null | null | null | null | null | null | null | null | null | null | OAuth | cc:79:6b:29:50:aa | null | null | null | null | null |
41142c7e-f194-42ec-9998-68871c092bdc | 2025-02-13T18:00:29 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by xwalters MITRE Technique: T1204.002 | {
"geo_location": "Korea",
"device_hash": "7d8d0b36851554847317f06243450678b19b08da69e0fe893fb25254f0976b9e",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/16.0.811.0 Safari/534.1",
"session_id": "ca6b1bbe-08fd-46cc-b91a-cce8a6c7acc1",
"risk_score": 63.65,
"confidence": 0.49
} | null | null | null | null | null | MITRE Technique: T1204.002 | AI system prompt_injection by xwalters MITRE Technique: T1204.002 | prompt_injection | null | null | xwalters | null | null | null | null | null | null | null | null | null | null | null | null | model-0e82cdc4 | 05c951de96de941d907cdb4a70ea59cd | 9ea778e326cd7e8d23c7b9596310bf2224c66304 | null | null |
b073adca-5eef-4ba9-9a8b-c12fb5963894 | 2025-06-21T22:39:16 | ai | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by jmoss Associated Threat Actor: APT41 | {
"geo_location": "Italy",
"device_hash": "662293dddb7dc9786ef3b053caf96c437c38cc81",
"user_agent": "Mozilla/5.0 (Android 3.2.3; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0",
"session_id": "b47be3d4-9705-457c-beb9-e81ab117f7c8",
"risk_score": 66.51,
"confidence": 0.7
} | null | null | null | null | null | Associated Threat Actor: APT41 | AI system training_data_poisoning by jmoss Associated Threat Actor: APT41 | training_data_poisoning | null | null | jmoss | null | null | null | null | null | null | null | null | null | null | null | null | model-978a3b3d | 139ab5833a702243e8ee086fbefbd5b8 | 77201b849965b6891c705923a21499ec | null | null |
dab8b7f5-d068-4059-95e3-77f0e8499954 | 2025-04-02T10:43:16 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in Alibaba by paulajackson Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Congo",
"device_hash": "86a0a2d3340d132ddc246762c795ab752a875acecd15fec92723c0573fd74c54",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/43.0.851.0 Safari/534.2",
"session_id": "d3a5e348-8fd2-4248-a237-3deddeb9dc71",
"risk_score": 31.77,
"confidence": 0.04
} | null | null | null | null | null | Unconventional IOC: Bios timestamp anomalies | Cloud instance_creation in Alibaba by paulajackson Unconventional IOC: Bios timestamp anomalies | instance_creation | null | null | paulajackson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-fe0dad66 |
81e478c6-de8c-4e87-8daa-aa5bfd9dd156 | 2025-06-25T21:59:26 | network | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 131.252.158.155 to 136.97.73.171 MITRE Technique: T1059.001 noise=90C5BAFE | {
"geo_location": "Faroe Islands",
"device_hash": "e442879ed39c56e2c124fa74c0d16ecf",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_5) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/62.0.833.0 Safari/535.2",
"session_id": "2fd5d2da-bb65-4f17-9604-70c8a8811a6c",
"risk_score": 23.54,
"confidence": 0
} | 131.252.158.155 | 136.97.73.171 | null | null | null | MITRE Technique: T1059.001 | Network latency_spike from 131.252.158.155 to 136.97.73.171 MITRE Technique: T1059.001 | latency_spike | 832,693 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c1e27372-eebf-4e49-890a-7a3d3ad98cff | 2025-06-14T12:32:03 | ids_alert | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|high| desc=Splunk Alert: ICS Attack detected from 130.99.28.254 targeting 150.192.109.175 No additional info | {
"geo_location": "Indonesia",
"device_hash": "e036a726481c4cec00c9703252702bfbe91564edba396a3864a11e1a1a09035d",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_4 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/25.0.843.0 Mobile/54X605 Safari/533.2",
"session_id": "df8d905c-1e29-42fb-92a9-310438edd103",
"risk_score": 6.54,
"confidence": 0.78
} | 130.99.28.254 | 150.192.109.175 | ICS Attack | SIG-4946 | Evasion | No additional info | Splunk Alert: ICS Attack detected from 130.99.28.254 targeting 150.192.109.175 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ea12a86c-ce03-4c2e-bdab-a7119f37da05 | 2025-03-08T11:15:31 | ai | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by brownjoseph No additional info | {
"geo_location": "Ukraine",
"device_hash": "db2403094c1301d9d3c2b2c86691f6f7441a8821",
"user_agent": "Mozilla/5.0 (Android 8.1.0; Mobile; rv:34.0) Gecko/34.0 Firefox/34.0",
"session_id": "bcc6d693-3f19-4768-a9d6-1d0067e6dc48",
"risk_score": 71.18,
"confidence": 0.79
} | null | null | null | null | null | No additional info | AI system membership_inference by brownjoseph No additional info | membership_inference | null | null | brownjoseph | null | null | null | null | null | null | null | null | null | null | null | null | model-8ffa1d74 | 2b4628572687f443035ec1e702ffcdc99ba9a3aa | 4fe67cc507e33bc16f9f68dc4db18c990ebe0e65 | null | null |
b3917271-ff73-4cbf-9d78-634b3720e2ff | 2025-05-07T07:55:32 | cloud | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Alibaba by curtis15 No additional info | {
"geo_location": "Tuvalu",
"device_hash": "9df70d97e82d627f6c6c24cb6ec3e856",
"user_agent": "Opera/9.68.(Windows NT 10.0; kl-GL) Presto/2.9.179 Version/11.00",
"session_id": "6e6da7b8-a94f-4888-a01d-499d8703950d",
"risk_score": 45.02,
"confidence": 0.38
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Alibaba by curtis15 No additional info | lambda_execution | null | null | curtis15 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-c769a6f7 |
6b0af2b2-ca08-43da-bc3d-e7f8d29d16d4 | 2025-03-04T00:45:22 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth challenge for ricky10 via key from 59.212.133.140 No additional info | {
"geo_location": "Iceland",
"device_hash": "65d0cbdb5a94263d011b2088d905d4d9de196e9b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/5.1)",
"session_id": "adf32173-730e-4a3c-bead-65989b1274da",
"risk_score": 25.26,
"confidence": 0.05
} | 59.212.133.140 | null | null | null | null | No additional info | Auth challenge for ricky10 via key from 59.212.133.140 No additional info | challenge | null | null | ricky10 | null | null | null | null | null | null | null | null | null | null | key | 62:a4:99:8f:a3:7d | null | null | null | null | null |
bbb8742f-d9f7-4e4d-80f8-eda6ff1a75b4 | 2025-06-01T14:21:21 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device Thermostat battery_drain MITRE Technique: T1574.002 | {
"geo_location": "Gibraltar",
"device_hash": "41aa335b1bb3b05fe43a12f143fe603422a34e7d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_7 rv:5.0; nso-ZA) AppleWebKit/533.9.4 (KHTML, like Gecko) Version/5.1 Safari/533.9.4",
"session_id": "fca32b90-e903-427b-ab54-5269d33e69e4",
"risk_score": 82.79,
"confidence": 0.43
} | null | null | null | null | null | MITRE Technique: T1574.002 | IoT device Thermostat battery_drain MITRE Technique: T1574.002 | battery_drain | null | null | null | null | null | null | null | Thermostat | iot-610f7633 | 5.2 | null | null | null | null | null | null | null | null | null | null |
0543e91d-5bd4-42b3-a361-cff6bc3c3b7e | 2025-03-25T01:08:41 | ids_alert | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|high| desc=FireEye HX Alert: ICS Attack detected from 116.112.191.30 targeting 20.241.239.184 MITRE Technique: T1218.011 | Zero-day exploit pattern detected | {
"geo_location": "Montserrat",
"device_hash": "392c5dec9d28ace523f9bb499baa8bcf7820fa18",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_6 rv:2.0; the-NP) AppleWebKit/534.44.6 (KHTML, like Gecko) Version/5.0 Safari/534.44.6",
"session_id": "d77648e4-9e9f-4227-b756-8f59bd680651",
"risk_score": 70.72,
"confidence": 0.47
} | 116.112.191.30 | 20.241.239.184 | ICS Attack | SIG-6416 | Policy | MITRE Technique: T1218.011 | Zero-day exploit pattern detected | FireEye HX Alert: ICS Attack detected from 116.112.191.30 targeting 20.241.239.184 MITRE Technique: T1218.011 | Zero-day exploit pattern detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8df12cfb-bb34-4d7d-b91a-41ed307eb095 | 2025-02-27T10:04:46 | iot | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor physical_tamper Associated Threat Actor: Lazarus Group noise=065D96A6 | {
"geo_location": "Slovenia",
"device_hash": "8faac684af78f42fbeb3b7679776afbc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/5.0)",
"session_id": "a4340380-4eca-4c3d-a1bf-84ff943f86ea",
"risk_score": 45.46,
"confidence": 0.32
} | null | null | null | null | null | Associated Threat Actor: Lazarus Group | IoT device Sensor physical_tamper Associated Threat Actor: Lazarus Group | physical_tamper | null | null | null | null | null | null | null | Sensor | iot-6e53146a | 5.1 | null | null | null | null | null | null | null | null | null | null |
563122cc-fbe7-4d77-a634-e03140ca7fb5 | 2025-02-20T13:29:44 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth bypass for goodwinstacey via passwordless from 135.198.193.157 Associated Threat Actor: APT34 noise=app | {
"geo_location": "Armenia",
"device_hash": "635fae3d547af33e53f1cabb08b751c8",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_4 rv:5.0; nb-NO) AppleWebKit/535.36.4 (KHTML, like Gecko) Version/4.0.2 Safari/535.36.4",
"session_id": "346b43ab-bf9f-4ac1-9d49-4955d83a0d19",
"risk_score": 72.38,
"confidence": 0.25
} | 135.198.193.157 | null | null | null | null | Associated Threat Actor: APT34 | Auth bypass for goodwinstacey via passwordless from 135.198.193.157 Associated Threat Actor: APT34 | bypass | null | null | goodwinstacey | null | null | null | null | null | null | null | null | null | null | passwordless | a0:0c:40:d0:67:49 | null | null | null | null | null |
ce54b088-288b-47d5-b38d-b2f609d28e6a | 2025-05-01T17:10:36 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system model_access by hunterbenjamin No additional info | {
"geo_location": "Barbados",
"device_hash": "4e61485f17be50e1b4f1acb173293559",
"user_agent": "Opera/9.64.(Windows NT 6.2; kw-GB) Presto/2.9.175 Version/10.00",
"session_id": "9aaa6f74-9e12-411b-b939-de2b259c959a",
"risk_score": 47.25,
"confidence": 0.64
} | null | null | null | null | null | No additional info | AI system model_access by hunterbenjamin No additional info | model_access | null | null | hunterbenjamin | null | null | null | null | null | null | null | null | null | null | null | null | model-deed83b7 | 3a0cfccd804fb394b83a2ccd2ad25543 | 791370344461477e5a42ee8cce71aa61 | null | null |
ee5e08a9-b999-4589-963d-21aaae3675c0 | 2025-02-23T17:52:04 | iot | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat physical_tamper MITRE Technique: T1059.001 | {
"geo_location": "Congo",
"device_hash": "84de6f3cdca6149d4f9cac0789c0388e17deb5b97a7ced94e2d9844c4b32e3fd",
"user_agent": "Opera/9.68.(X11; Linux x86_64; be-BY) Presto/2.9.166 Version/12.00",
"session_id": "f59ac7d2-3037-4965-b8cb-a607c9f4db2a",
"risk_score": 43.86,
"confidence": 0.21
} | null | null | null | null | null | MITRE Technique: T1059.001 | IoT device Thermostat physical_tamper MITRE Technique: T1059.001 | physical_tamper | null | null | null | null | null | null | null | Thermostat | iot-d7a86e59 | 7.3 | null | null | null | null | null | null | null | null | null | null |
2d4eb37d-beb0-4758-b507-d8d9d56a6009 | 2025-04-19T14:33:21 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in OCI by egeorge No additional info | {
"geo_location": "Oman",
"device_hash": "75e70a80bd42fc9aee26b33d5edfc198",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/5.0)",
"session_id": "af3262a1-9e5b-4fa7-b30e-1e8fae08bd8a",
"risk_score": 60.09,
"confidence": 0.52
} | null | null | null | null | null | No additional info | Cloud crypto_mining in OCI by egeorge No additional info | crypto_mining | null | null | egeorge | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-07c35bcc |
7ff104cd-da44-40e3-b9bb-08008afca5b1 | 2025-02-21T12:59:08 | ids_alert | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: Port Scan detected from 133.237.246.96 targeting 77.140.35.26 MITRE Technique: T1110.003 | {
"geo_location": "North Korea",
"device_hash": "870b5769c33ff0f2e3a1592d1997c8d6",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; eu-ES; rv:1.9.1.20) Gecko/5666-01-27 18:30:29 Firefox/13.0",
"session_id": "4f569ff4-7aba-43b0-a871-18249d16273f",
"risk_score": 57.64,
"confidence": 0.62
} | 133.237.246.96 | 77.140.35.26 | Port Scan | SIG-6023 | Evasion | MITRE Technique: T1110.003 | Suricata Alert: Port Scan detected from 133.237.246.96 targeting 77.140.35.26 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
aee2a42f-4da9-47a7-afb6-c9f472c797bf | 2025-02-11T13:09:13 | cloud | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in GCP by jeffery63 No additional info noise=5D99FD88 | {
"geo_location": "Kiribati",
"device_hash": "fc97d8ae7e8749c9ac047d88d2c42910",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 2_2_1 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/11.3g3222.0 Mobile/50B214 Safari/531.0",
"session_id": "676ac7fc-48f8-4d31-b2d0-82c61dc6c074",
"risk_score": 13.29,
"confidence": 0.11
} | null | null | null | null | null | No additional info | Cloud shadow_it in GCP by jeffery63 No additional info | shadow_it | null | null | jeffery63 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-a990d947 |
ea807d58-bc2e-450d-ac83-585ec7aad96e | 2025-04-27T22:55:12 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in AWS by taylorwhite No additional info noise=D2FCF72E | {
"geo_location": "Montserrat",
"device_hash": "c090745ee11d22e1cc76849768f0ab6c3c6d064f910689e0bcbd82a265c5cf82",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0",
"session_id": "1b8f630c-87b8-4bcf-8947-024088459727",
"risk_score": 76.53,
"confidence": 0.93
} | null | null | null | null | null | No additional info | Cloud api_abuse in AWS by taylorwhite No additional info | api_abuse | null | null | taylorwhite | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-f643889a |
ca8a049d-b6a3-4690-beb7-189c782aa74b | 2025-02-24T13:57:19 | network | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|info| desc=Network disconnection from 10.92.29.162 to 207.105.62.13 No additional info | {
"geo_location": "Philippines",
"device_hash": "9e50a78fb6d5b3ee371208af6146809b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_3; rv:1.9.6.20) Gecko/7243-03-05 16:34:25 Firefox/3.6.3",
"session_id": "6841ebe3-db20-46f9-ba84-2628f437c332",
"risk_score": 27.56,
"confidence": 0.52
} | 10.92.29.162 | 207.105.62.13 | null | null | null | No additional info | Network disconnection from 10.92.29.162 to 207.105.62.13 No additional info | disconnection | 687,671 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4810bc90-ee06-4faf-8d88-bae6325811ba | 2025-05-18T00:04:01 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Morocco",
"device_hash": "7fd4007dac1115c2861d494126158c244bcb0805",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/60.0.830.0 Safari/535.0",
"session_id": "60905bd0-a734-490e-bf26-1a431f405ee9",
"risk_score": 45.52,
"confidence": 0.2
} | null | null | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | HVAC | iot-68c1502a | 8.9 | null | null | null | null | null | null | null | null | null | null |
b4f9aa41-2f05-4464-b1fd-858be84ee722 | 2025-05-07T04:23:59 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: XSS detected from 43.208.50.29 targeting 1.54.169.163 No additional info | {
"geo_location": "Guam",
"device_hash": "ad91ade3432c05cfc106a5391b5a9e5e559a4fc0928824fc8877bfdc0b00b6fc",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_6 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/23.0.826.0 Mobile/82N870 Safari/532.0",
"session_id": "b0b78240-bd0b-4a7b-a36b-ab7d45ac94de",
"risk_score": 57.18,
"confidence": 0.02
} | 43.208.50.29 | 1.54.169.163 | XSS | SIG-2043 | Malware | No additional info | LogRhythm Alert: XSS detected from 43.208.50.29 targeting 1.54.169.163 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5fffc083-2cc4-4f18-85bd-bf59e971994d | 2025-02-04T17:24:03 | cloud | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in Alibaba by kgriffin No additional info | {
"geo_location": "Uganda",
"device_hash": "e664f772c3b1d3defb1181d8bbde74b7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; fa-IR) AppleWebKit/532.4.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6532.4.3",
"session_id": "2978475c-a1a9-425e-a7d2-43d1c97524ba",
"risk_score": 54.25,
"confidence": 0.85
} | null | null | null | null | null | No additional info | Cloud container_escape in Alibaba by kgriffin No additional info | container_escape | null | null | kgriffin | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-1978066a |
c8532ece-157c-464f-a869-681f4eae272f | 2025-02-18T10:54:24 | iot | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor battery_drain Associated Threat Actor: DarkSide | {
"geo_location": "Bhutan",
"device_hash": "54b9d0d7a8bd7e5c03681f1cf77764b2b5fe32957714ba25509e3443a564983f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/4.0)",
"session_id": "74977947-d946-402f-a0a9-1d01916297e5",
"risk_score": 100,
"confidence": 0.01
} | null | null | null | null | null | Associated Threat Actor: DarkSide | IoT device Sensor battery_drain Associated Threat Actor: DarkSide | battery_drain | null | null | null | null | null | null | null | Sensor | iot-604d6ed1 | 8.8 | null | null | null | null | null | null | null | null | null | null |
afc75033-478e-41fe-8fa1-ea850aee6583 | 2025-02-26T14:37:57 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine HTTP traffic from 1.225.117.130:47829 to 10.79.137.108:53490 No additional info noise=list/wp-content | {
"geo_location": "Jamaica",
"device_hash": "6825555003ee2d7b388bff6038f58fb73a4cf24deeaea75759adfe15c7ce8c83",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "7f2fdb10-c29b-4dd8-a168-0e708b6f73b8",
"risk_score": 43.86,
"confidence": 0.58
} | 1.225.117.130 | 10.79.137.108 | null | null | null | No additional info | Firewall quarantine HTTP traffic from 1.225.117.130:47829 to 10.79.137.108:53490 No additional info | quarantine | 124,992 | HTTP | null | null | null | null | {
"baseline_deviation": 1.67,
"entropy": 5.61,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 47,829 | 53,490 | 2,424 | null | null | null | null | null | null | null |
e7e1b9e1-ff6b-4786-be2f-1607470b8034 | 2025-01-20T07:25:46 | auth | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth timeout for kelseycollins via password from 153.243.31.185 No additional info | {
"geo_location": "Kiribati",
"device_hash": "a75c1109e877dffb090753d552efc58754cabb82",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_1 rv:2.0; ps-AF) AppleWebKit/532.37.3 (KHTML, like Gecko) Version/4.0.1 Safari/532.37.3",
"session_id": "546c584d-5e5a-4a13-9ed1-d596bd3f2a88",
"risk_score": 65.14,
"confidence": 0.2
} | 153.243.31.185 | null | null | null | null | No additional info | Auth timeout for kelseycollins via password from 153.243.31.185 No additional info | timeout | null | null | kelseycollins | null | null | null | null | null | null | null | null | null | null | password | 62:b5:79:b5:1b:67 | null | null | null | null | null |
1192f47d-13eb-4b09-ae89-2d40154c8da4 | 2025-02-21T00:18:12 | iot | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor unusual_activity MITRE Technique: T1574.002 | {
"geo_location": "Yemen",
"device_hash": "60c7d2b5084257fba98f4c42a8f635757276067e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/3.1)",
"session_id": "becebe7d-9bd3-4149-8374-f835b085324f",
"risk_score": 51.6,
"confidence": 0.76
} | null | null | null | null | null | MITRE Technique: T1574.002 | IoT device Sensor unusual_activity MITRE Technique: T1574.002 | unusual_activity | null | null | null | null | null | null | null | Sensor | iot-37bb9784 | 6.1 | null | null | null | null | null | null | null | null | null | null |
354da5ab-bdbc-45e4-8d88-f6fe68c4394e | 2025-02-25T15:16:35 | network | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 10.89.230.41 to 82.230.170.131 No additional info | {
"geo_location": "Nicaragua",
"device_hash": "2492b00ed2115ad615f08520ec2fc913",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_7 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/58.0.886.0 Mobile/89I264 Safari/535.0",
"session_id": "a7688ad1-9037-4a09-9d02-dff31354fa49",
"risk_score": 53.16,
"confidence": 0.57
} | 10.89.230.41 | 82.230.170.131 | null | null | null | No additional info | Network beaconing from 10.89.230.41 to 82.230.170.131 No additional info | beaconing | 90,497 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1c73a651-c512-4afb-a9af-94ac22d13c0f | 2025-06-11T04:06:19 | endpoint | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop /suffer/stock.mp4 by esmith No additional info noise=C92A8DC3 | {
"geo_location": "New Caledonia",
"device_hash": "661394a0fd11b6a31ec1f1c5f9439489309b421b",
"user_agent": "Opera/9.85.(X11; Linux i686; tt-RU) Presto/2.9.183 Version/12.00",
"session_id": "2fef8608-70e8-4d8d-8038-c79856a45a68",
"risk_score": 36.24,
"confidence": 0.81
} | null | null | null | null | null | No additional info | Endpoint process_stop /suffer/stock.mp4 by esmith No additional info | process_stop | null | null | esmith | /suffer/stock.mp4 | 3,471 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4568e213-22e7-4ac5-966b-053203e5593d | 2025-05-16T00:21:29 | network | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|critical| desc=Network latency_spike from 184.92.126.66 to 159.47.211.9 No additional info noise=voice|believe|ok | {
"geo_location": "Israel",
"device_hash": "dba2d9574db02af5b89916c5d372a819bf6add87",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/5995-04-09 12:10:50 Firefox/3.8",
"session_id": "7e59b0fe-f685-40c3-b46a-e410381dbdc8",
"risk_score": 23.05,
"confidence": 0.84
} | 184.92.126.66 | 159.47.211.9 | null | null | null | No additional info | Network latency_spike from 184.92.126.66 to 159.47.211.9 No additional info | latency_spike | 671,377 | UDP | null | null | null | null | {
"baseline_deviation": 2.1,
"entropy": 3.33,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
d65980b7-75f1-46f7-aa72-e6c6be4d9b9b | 2025-03-09T19:39:16 | ai | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by plopez MITRE Technique: T1134.001 noise=FAD6A214 | {
"geo_location": "Wallis and Futuna",
"device_hash": "2109a9770652c740550aa3047066ac81860f8a19e086e10e888b5141ca3e3430",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/4.0)",
"session_id": "0cce8cc0-7366-4764-b287-e85bac3e18af",
"risk_score": 38.41,
"confidence": 0.47
} | null | null | null | null | null | MITRE Technique: T1134.001 | AI system membership_inference by plopez MITRE Technique: T1134.001 | membership_inference | null | null | plopez | null | null | null | null | null | null | null | null | null | null | null | null | model-bdf30452 | d6f4b117bf506fb44c5944df77d8706e | cf02beee4abd1218d4119658993ce5ff | null | null |
9bb9aa10-4f99-4d88-8a44-32e4f6913806 | 2025-02-18T05:15:27 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 10.146.85.123 to 82.140.210.212 MITRE Technique: T1110.003 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Cyprus",
"device_hash": "074d527bf0fed983039972c7370b113348de2e44772ed1423092f97190156c7a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; tn-ZA) AppleWebKit/532.19.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6532.19.4",
"session_id": "8440aba8-730d-4a83-ab87-b55142592374",
"risk_score": 48.58,
"confidence": 0.76
} | 10.146.85.123 | 82.140.210.212 | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: BlueNoroff | Network data_exfiltration from 10.146.85.123 to 82.140.210.212 MITRE Technique: T1110.003 | Associated Threat Actor: BlueNoroff | data_exfiltration | 799,731 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4d12ee38-3180-4a5a-b684-498aeb8b39cc | 2025-07-08T07:41:10 | iot | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera side_channel No additional info | {
"geo_location": "Malaysia",
"device_hash": "92e547aff0be8f0dea4df700f58aabb3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/534.6.3 (KHTML, like Gecko) Version/5.0.2 Safari/534.6.3",
"session_id": "1a4f309b-2e20-4c1b-b3b2-da85d1fdb43f",
"risk_score": 97.46,
"confidence": 0.36
} | null | null | null | null | null | No additional info | IoT device Camera side_channel No additional info | side_channel | null | null | null | null | null | null | null | Camera | iot-d6ac58c1 | 10.1 | null | null | null | null | null | null | null | null | null | null |
18309883-009e-4b83-bda2-fbf8f0c8cd7e | 2022-12-21T00:30:32 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load politics by claudia96 MITRE Technique: T1574.002 | Unconventional IOC: Power consumption spikes | {
"geo_location": "Uganda",
"device_hash": "92317af9b8f30f25a5932cd5965885695687649ed896500fd8ae84a23c6f55e7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ur-PK) AppleWebKit/531.5.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6531.5.1",
"session_id": "bfbc3733-07f9-4694-b6f2-3d6e72d7722b",
"risk_score": 59.85,
"confidence": 0.87
} | null | null | null | null | null | MITRE Technique: T1574.002 | Unconventional IOC: Power consumption spikes | Endpoint driver_load politics by claudia96 MITRE Technique: T1574.002 | Unconventional IOC: Power consumption spikes | driver_load | null | null | claudia96 | politics | 1,658 | svchost.exe | {
"baseline_deviation": 0.96,
"entropy": 4.68,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
597ddaf8-6357-4def-8440-0baffe30e758 | 2025-07-05T06:04:48 | cloud | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in Azure by butlerheather Associated Threat Actor: APT35 noise=399406A6 | {
"geo_location": "France",
"device_hash": "a892df51a41513bb27d7fc5dc031ba76",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/4396-01-13 09:02:55 Firefox/3.8",
"session_id": "5369330a-bb98-4964-b284-c61bc1bbed2d",
"risk_score": 10.44,
"confidence": 0.27
} | null | null | null | null | null | Associated Threat Actor: APT35 | Cloud permission_escalation in Azure by butlerheather Associated Threat Actor: APT35 | permission_escalation | null | null | butlerheather | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-1ce02084 |
910272fd-de76-496d-a0a9-5928bf8b6577 | 2025-04-02T03:15:03 | ai | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by rcastro No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "3aee247f0c809664d13adebee33b1e96e8633736",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/5.1)",
"session_id": "a67615ee-51f3-4f89-8d79-bc53b568dd64",
"risk_score": 69.64,
"confidence": 0.47
} | null | null | null | null | null | No additional info | AI system fine_tuning by rcastro No additional info | fine_tuning | null | null | rcastro | null | null | null | null | null | null | null | null | null | null | null | null | model-35eda301 | f21f0707b1f62acfc87328a9e84680b2c4ef6fbe | 02617f19c53d2d02aac164975e5bb81240bed075 | null | null |
1330e551-4423-4a47-aaa6-84570324c989 | 2025-05-04T05:44:31 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth timeout for steelelinda via key from 163.241.21.81 MITRE Technique: T1547.001 | Credential stuffing pattern detected | {
"geo_location": "Korea",
"device_hash": "7789e2e61a7bba5b852c2d9fd8b9a62976352336",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.1)",
"session_id": "3a0f302b-c1c3-4998-8791-de15e86a9852",
"risk_score": 11.43,
"confidence": 0.85
} | 163.241.21.81 | null | null | null | null | MITRE Technique: T1547.001 | Credential stuffing pattern detected | Auth timeout for steelelinda via key from 163.241.21.81 MITRE Technique: T1547.001 | Credential stuffing pattern detected | timeout | null | null | steelelinda | null | null | null | null | null | null | null | null | null | null | key | 55:37:fd:cd:a5:37 | null | null | null | null | null |
0dcb8027-971c-41b1-8ba1-f72bea4b0bde | 2025-05-15T01:25:54 | iot | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC sensor_spoofing Associated Threat Actor: Inception Framework noise=central|court|moment | {
"geo_location": "Spain",
"device_hash": "ffbf3f0d33be604743900a9664afda88",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/534.46.3 (KHTML, like Gecko) Version/4.0.4 Safari/534.46.3",
"session_id": "38df8bf3-a7df-4f82-8d0c-bbe412762fb7",
"risk_score": 45.95,
"confidence": 0.63
} | null | null | null | null | null | Associated Threat Actor: Inception Framework | IoT device HVAC sensor_spoofing Associated Threat Actor: Inception Framework | sensor_spoofing | null | null | null | null | null | null | null | HVAC | iot-0508b790 | 10.7 | null | null | null | null | null | null | null | null | null | null |
f75facdb-fd36-40ea-9e24-6fbe217170e1 | 2025-02-18T13:34:12 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth challenge for sanchezann via passwordless from 28.36.113.128 MITRE Technique: T1059.001 noise=6EBBF63E | {
"geo_location": "Indonesia",
"device_hash": "326ed89691c9024d95f8635019dedb73f406805e",
"user_agent": "Opera/9.35.(X11; Linux x86_64; bo-IN) Presto/2.9.173 Version/10.00",
"session_id": "85256d9a-e5ba-4e84-925a-05efc0bd45f3",
"risk_score": 30.07,
"confidence": 0.39
} | 28.36.113.128 | null | null | null | null | MITRE Technique: T1059.001 | Auth challenge for sanchezann via passwordless from 28.36.113.128 MITRE Technique: T1059.001 | challenge | null | null | sanchezann | null | null | null | null | null | null | null | null | null | null | passwordless | 8a:c7:99:f3:43:0b | null | null | null | null | null |
7160c970-56bf-4d9c-9e84-e613039e3416 | 2025-06-29T02:52:32 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: Brute Force detected from 96.9.86.69 targeting N/A No additional info noise=yourself|share|usually | {
"geo_location": "Lithuania",
"device_hash": "7d5089a05251b17ef6833e02b3617fbed0374f2f",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_7 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/42.0.865.0 Mobile/57U504 Safari/532.1",
"session_id": "263620b8-e8ac-4932-a0ca-83bf14835310",
"risk_score": 88.16,
"confidence": 0.59
} | 96.9.86.69 | N/A | Brute Force | SIG-9224 | Recon | No additional info | Snort Alert: Brute Force detected from 96.9.86.69 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
128d2cde-df92-4455-8b53-00ffe716673f | 2025-06-03T16:58:44 | endpoint | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint wmi_exec lay by ruth79 No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "7df6cf80fd45e0aa97a9f8302319ecfdc03873a618824d1f7dba9249c2e374e5",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; km-KH; rv:1.9.2.20) Gecko/8089-08-28 07:23:16 Firefox/13.0",
"session_id": "32a44712-29bf-4545-91c9-56295406b6ff",
"risk_score": 60.65,
"confidence": 0.7
} | null | null | null | null | null | No additional info | Endpoint wmi_exec lay by ruth79 No additional info | wmi_exec | null | null | ruth79 | lay | 5,956 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
89199435-d2fa-4a5d-bf7e-4512a1822d7e | 2026-10-16T13:06:42 | network | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|low| desc=Network disconnection from 199.62.231.15 to 2.216.116.25 No additional info | {
"geo_location": "Hungary",
"device_hash": "5ef994645b72bfdd40cc247298bfd231bb3447c7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ca-ES) AppleWebKit/534.18.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6534.18.4",
"session_id": "14a69702-1ed3-4995-837f-b2bb45881742",
"risk_score": 37.67,
"confidence": 0.3
} | 199.62.231.15 | 2.216.116.25 | null | null | null | No additional info | Network disconnection from 199.62.231.15 to 2.216.116.25 No additional info | disconnection | 462,784 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f8a54887-31ef-48f2-96ee-9712b40df359 | 2025-06-16T22:28:07 | ids_alert | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|low| desc=OSSEC Alert: Credential Stuffing detected from 10.149.252.170 targeting 99.101.222.199 No additional info noise=act|play|medical | {
"geo_location": "Japan",
"device_hash": "1a1a01e4080cae1b67c03c1b5b11c74063c6dae4773761a00caf4a323c3b7dc3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/534.11.1 (KHTML, like Gecko) Version/4.1 Safari/534.11.1",
"session_id": "3e1892bc-fe4a-4f0e-84ec-53061eff6ebc",
"risk_score": 25,
"confidence": 0.44
} | 10.149.252.170 | 99.101.222.199 | Credential Stuffing | SIG-4037 | Recon | No additional info | OSSEC Alert: Credential Stuffing detected from 10.149.252.170 targeting 99.101.222.199 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
09f7adbf-a79c-492c-a7de-5625150a93bb | 2025-06-25T13:50:59 | ai | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by eric15 MITRE Technique: T1486 | {
"geo_location": "Cyprus",
"device_hash": "150e81af5f0e966bb3c38addf00d8249130cace4932e1b4094d0643bd81ab101",
"user_agent": "Opera/8.52.(X11; Linux i686; wo-SN) Presto/2.9.180 Version/10.00",
"session_id": "ca5ca728-2aa3-4d78-8df1-b821c96a822a",
"risk_score": 42.97,
"confidence": 0.18
} | null | null | null | null | null | MITRE Technique: T1486 | AI system model_inversion by eric15 MITRE Technique: T1486 | model_inversion | null | null | eric15 | null | null | null | {
"baseline_deviation": 0.8,
"entropy": 5.42,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-2dab0cd5 | d93c95d91a804cf089d1eabc21fbf17af9569ddc46e65b67329e505c9d5efd3d | d1a3cc795c1dd41b24ed303ee566e59053aed210 | null | null |
887e2642-f1d4-4d7b-b9f4-fbfa6465fc30 | 2025-02-03T21:51:03 | auth | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|low| desc=Auth challenge for jason27 via OAuth from 10.173.78.170 No additional info | {
"geo_location": "Albania",
"device_hash": "63ce5d8e6511551b0135b8d259c1418c17f233fcd57898678e45e071029d2291",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_7) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/56.0.876.0 Safari/535.0",
"session_id": "e94510b6-cf9d-43eb-94b7-15a53d57e77e",
"risk_score": 58.49,
"confidence": 0.2
} | 10.173.78.170 | null | null | null | null | No additional info | Auth challenge for jason27 via OAuth from 10.173.78.170 No additional info | challenge | null | null | jason27 | null | null | null | null | null | null | null | null | null | null | OAuth | b6:7a:3a:58:75:f7 | null | null | null | null | null |
8df63895-91ab-45ab-b726-aa3919b4c004 | 2022-01-22T06:33:43 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start would by edwinwalsh MITRE Technique: T1547.001 | {
"geo_location": "Rwanda",
"device_hash": "44795f90cb8b0b419c556df276d3a6b1cbc632cbb5ee18f1beb38bb04fcde518",
"user_agent": "Opera/8.20.(Windows NT 11.0; cv-RU) Presto/2.9.178 Version/12.00",
"session_id": "3110b2ca-bd11-4a17-996e-64b580a290e5",
"risk_score": 64.49,
"confidence": 0.12
} | null | null | null | null | null | MITRE Technique: T1547.001 | Endpoint process_start would by edwinwalsh MITRE Technique: T1547.001 | process_start | null | null | edwinwalsh | would | 1,590 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5aaaa1c7-7533-4b5c-b782-0e20d9fae5bc | 2025-03-28T22:44:41 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: Cloud API Abuse detected from 179.251.22.68 targeting N/A No additional info | {
"geo_location": "Cambodia",
"device_hash": "7c184c49ede8dee272d778cb2e5af32ddc6fcfcb",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/5823-11-19 22:37:56 Firefox/3.8",
"session_id": "985e24a7-2162-4c23-b239-47a542ce2544",
"risk_score": 62.79,
"confidence": 0.1
} | 179.251.22.68 | N/A | Cloud API Abuse | SIG-9364 | Exploit | No additional info | Trellix Alert: Cloud API Abuse detected from 179.251.22.68 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
98483c66-e70e-48a0-be62-ce7f343358fc | 2025-03-20T19:30:46 | network | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 129.23.23.202 to 10.101.168.110 No additional info | {
"geo_location": "Armenia",
"device_hash": "db232bd968675a3185c6cb63fc539355",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_0 rv:5.0; dz-BT) AppleWebKit/531.6.1 (KHTML, like Gecko) Version/5.0.4 Safari/531.6.1",
"session_id": "10bad2a4-62f3-4cfc-a72f-f9aaf9f7cb5c",
"risk_score": 44.73,
"confidence": 0.56
} | 129.23.23.202 | 10.101.168.110 | null | null | null | No additional info | Network protocol_anomaly from 129.23.23.202 to 10.101.168.110 No additional info | protocol_anomaly | 178,286 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8ccdbdc0-e1d8-42ae-bb23-2e4ccd577b32 | 2025-02-12T18:02:30 | ai | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by chanallison MITRE Technique: T1134.001 | Associated Threat Actor: Mustang Panda | {
"geo_location": "Saint Martin",
"device_hash": "eac3f9330e69c54b98c5349c01618492760a89c84cc3326ef3af3d622bbd55b8",
"user_agent": "Opera/8.48.(Windows NT 11.0; hu-HU) Presto/2.9.172 Version/11.00",
"session_id": "a3946f7d-0fe4-40a5-a93d-116e02e753f8",
"risk_score": 45.28,
"confidence": 0.96
} | null | null | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: Mustang Panda | AI system api_abuse by chanallison MITRE Technique: T1134.001 | Associated Threat Actor: Mustang Panda | api_abuse | null | null | chanallison | null | null | null | null | null | null | null | null | null | null | null | null | model-3b44ce0c | a218c135667724620b1992dc8a8d25428656c8c2 | 7edd35ff0569a7123eadbd9381b33e45 | null | null |
c772b2e1-3144-47d7-89ad-afad87cf01fd | 2025-03-22T07:48:54 | ai | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by richard12 No additional info | {
"geo_location": "Tokelau",
"device_hash": "857d71b13dc21b3b7a2d061e4d182bca2338c08d",
"user_agent": "Opera/9.32.(X11; Linux x86_64; am-ET) Presto/2.9.171 Version/11.00",
"session_id": "bbd8c3b3-aec2-4532-9e8c-a15f22d23b42",
"risk_score": 49.02,
"confidence": 0.19
} | null | null | null | null | null | No additional info | AI system adversarial_input by richard12 No additional info | adversarial_input | null | null | richard12 | null | null | null | null | null | null | null | null | null | null | null | null | model-8cb20120 | 255d39757e808e43552c7b6abfadad7f475aef64 | 701ee71127c3e6d10e58a90e812b8cf9836205f3 | null | null |
22d915c2-53f9-4d79-bb66-cc98e9558170 | 2028-11-26T17:58:52 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by billytaylor No additional info | {
"geo_location": "Peru",
"device_hash": "95a3a1a2d65d6b8717409d825bcc83abd33d38c8",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/6361-11-25 08:37:51 Firefox/13.0",
"session_id": "40c8657e-e51c-4408-804e-8c85ad5fa596",
"risk_score": 45.49,
"confidence": 0.92
} | null | null | null | null | null | No additional info | AI system prompt_injection by billytaylor No additional info | prompt_injection | null | null | billytaylor | null | null | null | {
"baseline_deviation": 0.63,
"entropy": 2.36,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-1fc8bc63 | 5c8d119980e84054c7781bef2eafca48 | 859648f7c41e641deaa15e12fd201e341a45f2b255d6c8924ffb2e1f89368d9b | null | null |
eab57a92-deee-4209-82ec-33efce4869d6 | 2025-03-10T20:25:46 | ids_alert | Zeek v5.0.0 | emergency | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Zeek Alert: AI Model Poisoning detected from 192.121.251.174 targeting 198.183.41.194 Obfuscated payload detected | {
"geo_location": "Bermuda",
"device_hash": "bca6dc257f2ab9ac449340e8d82b7e58",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/531.44.7 (KHTML, like Gecko) Version/5.0.2 Safari/531.44.7",
"session_id": "3e91ed6b-1ab9-4b54-9dee-c0ae9fd5c6ab",
"risk_score": 54.13,
"confidence": 0.98
} | 192.121.251.174 | 198.183.41.194 | AI Model Poisoning | SIG-1139 | Malware | Obfuscated payload detected | Zeek Alert: AI Model Poisoning detected from 192.121.251.174 targeting 198.183.41.194 Obfuscated payload detected | null | null | null | null | null | null | null | {
"baseline_deviation": 0.69,
"entropy": 5.74,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
1ecce875-bf50-4a6f-ab01-23a97d96b65f | 2025-02-21T09:57:16 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth failed for frederickrachel via OAuth from 180.144.174.221 Credential stuffing pattern detected noise=TG9zcyBsb3Qu | {
"geo_location": "Sao Tome and Principe",
"device_hash": "fb36b74bc2901ceb10414d8daf7d4d29",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/533.46.5 (KHTML, like Gecko) Version/4.0.3 Safari/533.46.5",
"session_id": "69c3274b-8733-4358-bbc6-6ef88aee290c",
"risk_score": 11.3,
"confidence": 0.44
} | 180.144.174.221 | null | null | null | null | Credential stuffing pattern detected | Auth failed for frederickrachel via OAuth from 180.144.174.221 Credential stuffing pattern detected | failed | null | null | frederickrachel | null | null | null | null | null | null | null | null | null | null | OAuth | e5:87:5a:90:47:62 | null | null | null | null | null |
19550bf8-6dcc-4edc-8fac-516f8dc0b03d | 2025-05-12T02:53:02 | endpoint | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /forward/radio.avi by michaela25 No additional info | {
"geo_location": "Chile",
"device_hash": "a8037ab3ec8e7022b7cdf05f71486efc",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4_1 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/17.0k1932.0 Mobile/74H090 Safari/535.1",
"session_id": "fcaf0cb6-2cb3-407c-9472-435866a41ca3",
"risk_score": 76.47,
"confidence": 0.64
} | null | null | null | null | null | No additional info | Endpoint file_access /forward/radio.avi by michaela25 No additional info | file_access | null | null | michaela25 | /forward/radio.avi | 4,019 | svchost.exe | {
"baseline_deviation": 2.55,
"entropy": 4.74,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
6c177d09-3928-4a48-9c04-6081c1b1f802 | 2025-04-02T15:40:33 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect DNS traffic from 101.30.155.56:306 to 92.243.173.174:4281 Geo anomaly: Impossible travel detected | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "d91835da24d174f59ebdd20b5f2daa8091efc3ed",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/5.0)",
"session_id": "775d726a-672e-4074-a9c4-702723170660",
"risk_score": 26.94,
"confidence": 0.71
} | 101.30.155.56 | 92.243.173.174 | null | null | null | Geo anomaly: Impossible travel detected | Firewall inspect DNS traffic from 101.30.155.56:306 to 92.243.173.174:4281 Geo anomaly: Impossible travel detected | inspect | 267,728 | DNS | null | null | null | null | null | null | null | null | 306 | 4,281 | 2,406 | null | null | null | null | null | null | null |
9e18e35d-937c-4124-a789-e98b0366c095 | 2025-02-07T20:26:27 | network | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 50.66.34.156 to 10.253.111.219 No additional info | {
"geo_location": "Cape Verde",
"device_hash": "7b25834ae876e7b7e2ea374acda33a6dbbb1dda7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; da-DK) AppleWebKit/535.3.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6535.3.2",
"session_id": "24c1c354-0e96-45ab-9170-65bab6ece23f",
"risk_score": 38.68,
"confidence": 0.09
} | 50.66.34.156 | 10.253.111.219 | null | null | null | No additional info | Network bandwidth_usage from 50.66.34.156 to 10.253.111.219 No additional info | bandwidth_usage | 223,491 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
85f42d2c-be9f-4dd0-aa58-a9917fdf4e00 | 2025-02-01T11:45:49 | ai | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by shaun85 Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Japan",
"device_hash": "8eacb3e5afd55c5fb7bdc2f103970b6c940b8de6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/533.49.7 (KHTML, like Gecko) Version/4.1 Safari/533.49.7",
"session_id": "f4b12174-4d86-4075-a99f-a78f692f8468",
"risk_score": 43.2,
"confidence": 0.38
} | null | null | null | null | null | Unconventional IOC: Unusual DNS TXT records | AI system api_abuse by shaun85 Unconventional IOC: Unusual DNS TXT records | api_abuse | null | null | shaun85 | null | null | null | {
"baseline_deviation": 1.65,
"entropy": 3.47,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-ef124ace | f14326475308adf3edf040fd0749d7610fc5dd3fe4c0391e7e087c8b69d908c6 | 763403da89476f9be57ca497a8b007b84f6b12f4142dd83f8ffa3ce017bc35ce | null | null |
4d6fe77f-ac6e-4a1d-bbba-dbfe6b0529dc | 2021-01-29T04:18:58 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth locked for nicolebolton via password from 100.158.135.0 MITRE Technique: T1059.005 | {
"geo_location": "Vietnam",
"device_hash": "b860460c198e11b493a1ef99a5688272",
"user_agent": "Opera/9.44.(Windows NT 11.0; brx-IN) Presto/2.9.170 Version/10.00",
"session_id": "1ecf91b2-6b6e-4109-a882-2e401b658569",
"risk_score": 71.76,
"confidence": 0.35
} | 100.158.135.0 | null | null | null | null | MITRE Technique: T1059.005 | Auth locked for nicolebolton via password from 100.158.135.0 MITRE Technique: T1059.005 | locked | null | null | nicolebolton | null | null | null | {
"baseline_deviation": 1.11,
"entropy": 7.62,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | password | 6a:cc:df:57:44:7d | null | null | null | null | null |
bdc8e9a7-7a62-47ce-a9a7-f9166c4ecf80 | 2025-04-15T06:48:07 | network | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|medium| desc=Network connection from 139.190.55.121 to 34.183.174.110 MITRE Technique: T1078.004 | Unconventional IOC: TPM attestation failures | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "a07ea5eb08c865048b00e5634e0a74d1",
"user_agent": "Opera/9.67.(X11; Linux x86_64; aa-ET) Presto/2.9.173 Version/12.00",
"session_id": "cd9cb02f-947b-4343-a351-88a2f8804635",
"risk_score": 48.21,
"confidence": 0.02
} | 139.190.55.121 | 34.183.174.110 | null | null | null | MITRE Technique: T1078.004 | Unconventional IOC: TPM attestation failures | Network connection from 139.190.55.121 to 34.183.174.110 MITRE Technique: T1078.004 | Unconventional IOC: TPM attestation failures | connection | 134,439 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
193f29d9-ecf5-4931-b82f-6b54dc3f5d33 | 2025-02-27T10:38:03 | ai | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by samanthaward No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "a6fac824674ea272b35eeb7cae5ae009",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_9 rv:4.0; it-IT) AppleWebKit/533.18.4 (KHTML, like Gecko) Version/5.1 Safari/533.18.4",
"session_id": "b2082146-fbf4-485f-a59d-b5b21f56e6ab",
"risk_score": 47.83,
"confidence": 0.79
} | null | null | null | null | null | No additional info | AI system membership_inference by samanthaward No additional info | membership_inference | null | null | samanthaward | null | null | null | null | null | null | null | null | null | null | null | null | model-aeb99f30 | ecd0bc9eec2c197ca5da27a283cddef8307a45abc2f883a1d7454d2d748e605a | a9eecf6b1194eb9a2f1fa2c22da05ff812124ad1 | null | null |
0c724eae-72a0-4ead-a00d-037f62c838bd | 2025-02-08T17:13:18 | ai | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by johnsonjessica No additional info noise=RnVuZC4= | {
"geo_location": "Madagascar",
"device_hash": "08ca719ca43c665b679f2a4ced65ea70b1c7e63aaa92d8e32891231647c2dd5a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 5_1_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/41.0.834.0 Mobile/48U972 Safari/536.0",
"session_id": "c8fff3f1-6a76-4c43-897b-219040034781",
"risk_score": 50.8,
"confidence": 0.55
} | null | null | null | null | null | No additional info | AI system prompt_injection by johnsonjessica No additional info | prompt_injection | null | null | johnsonjessica | null | null | null | null | null | null | null | null | null | null | null | null | model-29a869b8 | c9983cf63ce18956723949d2e6f2f023 | 82983f9718aa71f3d60eda6bac7400acb31f2e8176f1aeb575a3ba4c0e9e86bb | null | null |
56764927-f171-480e-b36c-802d30cc4503 | 2025-02-17T13:50:48 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by hcobb MITRE Technique: T1218.011 | Unconventional IOC: GPU memory artifacts | {
"geo_location": "Sri Lanka",
"device_hash": "6d7537e0a8274364c00d88e4a9037014b92faa7c",
"user_agent": "Opera/9.25.(X11; Linux i686; ve-ZA) Presto/2.9.179 Version/12.00",
"session_id": "f0566ad8-24b2-4409-8cb3-f0b70edccb47",
"risk_score": 78.41,
"confidence": 0.12
} | null | null | null | null | null | MITRE Technique: T1218.011 | Unconventional IOC: GPU memory artifacts | AI system adversarial_input by hcobb MITRE Technique: T1218.011 | Unconventional IOC: GPU memory artifacts | adversarial_input | null | null | hcobb | null | null | null | null | null | null | null | null | null | null | null | null | model-c0e2f6a8 | 2db6b8690e4ba863ef630bf3bb7f51b59b609bfb5fcfba3763ef55ef3959a1ce | cfb35f9b773f88539ddfa76302aacf51 | null | null |
492a527b-9339-4cda-8c1e-7a5796d6648c | 2025-02-01T18:15:36 | firewall | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|low| desc=Firewall deny SSH traffic from 23.65.57.136:566 to 21.253.0.122:880 MITRE Technique: T1190 | Associated Threat Actor: Wizard Spider | {
"geo_location": "Reunion",
"device_hash": "aa06bcbe4306f4f4271a201c3af68f72eda57636",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_4 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/18.0.857.0 Mobile/41E927 Safari/533.2",
"session_id": "70ec9571-775e-41bd-9ac6-f51ad7fc0c86",
"risk_score": 70.54,
"confidence": 0.18
} | 23.65.57.136 | 21.253.0.122 | null | null | null | MITRE Technique: T1190 | Associated Threat Actor: Wizard Spider | Firewall deny SSH traffic from 23.65.57.136:566 to 21.253.0.122:880 MITRE Technique: T1190 | Associated Threat Actor: Wizard Spider | deny | 308,514 | SSH | null | null | null | null | {
"baseline_deviation": 2.77,
"entropy": 2.97,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 566 | 880 | 2,957 | null | null | null | null | null | null | null |
4f794f5d-aabc-4de8-8a2c-7e4be10fddfe | 2025-01-19T02:51:13 | auth | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|low| desc=Auth timeout for annabailey via MFA from 207.32.157.249 No additional info | {
"geo_location": "Italy",
"device_hash": "5b831017f3e1e57a8745418902c413c0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "01981207-7fe2-4b13-9e5e-6fe9d4504b63",
"risk_score": 53.41,
"confidence": 0.45
} | 207.32.157.249 | null | null | null | null | No additional info | Auth timeout for annabailey via MFA from 207.32.157.249 No additional info | timeout | null | null | annabailey | null | null | null | null | null | null | null | null | null | null | MFA | bc:6c:d4:08:49:d4 | null | null | null | null | null |
d07a5180-9130-4386-bff7-a7f00ac2d6cd | 2025-05-14T07:46:30 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load arrive by carolyn61 MITRE Technique: T1218.011 noise=U2hvdWxkLg== | {
"geo_location": "Panama",
"device_hash": "de9904243b75c4c23021f075c4f9969a50b298f5",
"user_agent": "Opera/9.18.(Windows NT 6.2; om-ET) Presto/2.9.165 Version/10.00",
"session_id": "b4c3e356-c3eb-46ed-b2a7-81bc70c7d4dd",
"risk_score": 85.27,
"confidence": 0.45
} | null | null | null | null | null | MITRE Technique: T1218.011 | Endpoint driver_load arrive by carolyn61 MITRE Technique: T1218.011 | driver_load | null | null | carolyn61 | arrive | 8,432 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f859b1c7-31ae-4f12-a9f6-929d30fa2d3c | 2025-03-05T17:27:13 | cloud | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in Alibaba by elizabethfoley No additional info | {
"geo_location": "Saint Lucia",
"device_hash": "20b4efdc773792137c231ed626d5640d2244b3a5308f5ee9372b67637df9816e",
"user_agent": "Opera/8.18.(Windows NT 5.2; hi-IN) Presto/2.9.182 Version/10.00",
"session_id": "552ca1e2-ae1c-4b5e-9773-2fc5b6946f6a",
"risk_score": 28.54,
"confidence": 0.7
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Alibaba by elizabethfoley No additional info | lambda_execution | null | null | elizabethfoley | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-b9f7c6eb |
3a36d470-807f-4213-ba4e-9c7d281b93d4 | 2025-07-11T01:37:00 | iot | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Camera physical_tamper MITRE Technique: T1566.001 | Associated Threat Actor: TA505 | {
"geo_location": "Equatorial Guinea",
"device_hash": "1fdff33bb81d388162085231ba7c98ed",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/4.0)",
"session_id": "5052b5f6-88eb-4ae6-96a9-1e75f5045b49",
"risk_score": 38.07,
"confidence": 0.75
} | null | null | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: TA505 | IoT device Camera physical_tamper MITRE Technique: T1566.001 | Associated Threat Actor: TA505 | physical_tamper | null | null | null | null | null | null | null | Camera | iot-2d2b9aa2 | 8.0 | null | null | null | null | null | null | null | null | null | null |
0fe565b6-8865-4f9f-a4a0-a9e191035cbc | 2025-02-24T07:47:26 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth challenge for garciachristopher via SAML from 188.37.213.72 Associated Threat Actor: FIN7 noise=tags/tags/search | {
"geo_location": "Uruguay",
"device_hash": "17925cd9827153b63747e1c0a8ded1cd206d1dc4",
"user_agent": "Opera/9.15.(X11; Linux i686; the-NP) Presto/2.9.177 Version/12.00",
"session_id": "6a7084eb-84f1-41a1-8c82-3e30e2429e5e",
"risk_score": 40.59,
"confidence": 0.38
} | 188.37.213.72 | null | null | null | null | Associated Threat Actor: FIN7 | Auth challenge for garciachristopher via SAML from 188.37.213.72 Associated Threat Actor: FIN7 | challenge | null | null | garciachristopher | null | null | null | {
"baseline_deviation": 2.99,
"entropy": 5.05,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | SAML | fc:47:38:a0:22:43 | null | null | null | null | null |
9797fc9b-0d40-483e-87fa-89af6bec2e5b | 2025-04-08T16:05:59 | ai | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by taylorjohn No additional info | {
"geo_location": "Uganda",
"device_hash": "8e6d6bc28c9b99f18c030a11d80e0f21d07ba69b3cbbccefa6bc808b66c8538a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; tr-TR) AppleWebKit/531.49.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6531.49.3",
"session_id": "eae31573-04fe-430d-91d3-db260d4b47d8",
"risk_score": 65.84,
"confidence": 1
} | null | null | null | null | null | No additional info | AI system adversarial_input by taylorjohn No additional info | adversarial_input | null | null | taylorjohn | null | null | null | null | null | null | null | null | null | null | null | null | model-292b9691 | 91838373371a90684bd33e7f63279e0c | 01074de2a40c8353f255966a332ce0c0 | null | null |
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