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 | method stringclasses 7
values | src_ip stringlengths 8 15 ⌀ | mac_address stringlengths 17 17 ⌀ | additional_info stringlengths 18 148 | description stringlengths 45 225 | 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 ⌀ | behavioral_analytics dict | dst_ip stringlengths 3 15 ⌀ | bytes int64 105 1,000k ⌀ | protocol stringclasses 10
values | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
92bac28c-ac14-4749-a243-5a784f253265 | 2021-07-11T04:39:11 | cloud | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in Alibaba by jaimebaker MITRE Technique: T1566.001 | {
"geo_location": "Egypt",
"device_hash": "e5fd69d7a3d12c57be4299b3e7a6a0a6",
"user_agent": "Opera/9.90.(Windows NT 6.2; ts-ZA) Presto/2.9.174 Version/10.00",
"session_id": "07ccd8bf-c432-4a8f-83ee-b34fd853ef57",
"risk_score": 49.93,
"confidence": 0.35
} | jaimebaker | shadow_it | null | null | null | MITRE Technique: T1566.001 | Cloud shadow_it in Alibaba by jaimebaker MITRE Technique: T1566.001 | null | null | null | Alibaba | res-68ce22e9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4b65e54a-31ee-4974-8e13-ad72e38af913 | 2025-01-14T06:27:46 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall drop TCP traffic from 153.48.37.94:39169 to 180.4.131.215:430 No additional info | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "ec00eeef688259afd677a65fb6d0c90cc9526c31",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/5.1)",
"session_id": "3295c7b8-eca9-4afd-a925-529ae77373ab",
"risk_score": 95.49,
"confidence": 0.49
} | null | drop | null | 153.48.37.94 | null | No additional info | Firewall drop TCP traffic from 153.48.37.94:39169 to 180.4.131.215:430 No additional info | null | null | null | null | null | null | 180.4.131.215 | 981,325 | TCP | null | null | null | null | null | null | 39,169 | 430 | 3,558 | null | null | null |
b00184a3-1a10-48b1-ac6d-8f3be6620445 | 2025-05-09T00:23:01 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth success for dylanyoung via key from 25.11.245.246 No additional info | {
"geo_location": "Cuba",
"device_hash": "6ec52eecb8d63a2dd1b3fa3edfb06ccb60f97ab4f4109d169d5540bec28fccbc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/5.1)",
"session_id": "61bbfbbe-42f4-4bce-8674-5a1695ffcbaf",
"risk_score": 67.88,
"confidence": 0.97
} | dylanyoung | success | key | 25.11.245.246 | 5a:b2:4d:8c:84:a1 | No additional info | Auth success for dylanyoung via key from 25.11.245.246 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0774b5cb-4d0f-422c-afb2-1874c6bea6ae | 2025-01-14T09:53:04 | firewall | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect TCP traffic from 163.165.55.255:94 to 63.118.237.237:49 No additional info noise=A48326C4 | {
"geo_location": "Iran",
"device_hash": "3f41f46c7d8ee1a8892e827f1fdc4ee0b04cb3f76ffec14070a3c1457d8dc103",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/7415-06-07 04:01:24 Firefox/5.0",
"session_id": "b78f5b4c-5f34-437a-8927-5b50e130cc71",
"risk_score": 61.42,
"confidence": 0.62
} | null | inspect | null | 163.165.55.255 | null | No additional info | Firewall inspect TCP traffic from 163.165.55.255:94 to 63.118.237.237:49 No additional info | null | null | null | null | null | null | 63.118.237.237 | 960,072 | TCP | null | null | null | null | null | null | 94 | 49 | 890 | null | null | null |
614571f8-0bab-4d2c-bd43-371e56c9fdde | 2025-04-19T23:26:46 | iot | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "Slovenia",
"device_hash": "f8b2753d3337216ef55b5319ad247ed3e5fdcc87",
"user_agent": "Opera/9.66.(Windows NT 5.0; crh-UA) Presto/2.9.161 Version/11.00",
"session_id": "e74a70c9-860e-4847-ba04-e3228ac87d59",
"risk_score": 73.41,
"confidence": 0.52
} | null | unusual_activity | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | null | null | null | null | null | null | null | null | null | HVAC | iot-41f1e95e | 9.4 | null | null | null | null | null | null | null | null | null |
6e3f7e21-76f8-4aee-8b43-87c69ad476c9 | 2025-07-11T04:14:42 | network | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 95.101.43.165 to 210.206.238.103 MITRE Technique: T1078.004 | {
"geo_location": "Venezuela",
"device_hash": "020bcaec2b88e759e1e679b5ebe1673b1b1697c2",
"user_agent": "Opera/9.53.(X11; Linux i686; wa-BE) Presto/2.9.188 Version/10.00",
"session_id": "b78e64ea-1cec-4219-a500-ed38fd599768",
"risk_score": 65.73,
"confidence": 0.96
} | null | covert_channel | null | 95.101.43.165 | null | MITRE Technique: T1078.004 | Network covert_channel from 95.101.43.165 to 210.206.238.103 MITRE Technique: T1078.004 | null | null | null | null | null | {
"baseline_deviation": 2.13,
"entropy": 4.54,
"frequency_anomaly": true,
"sequence_anomaly": true
} | 210.206.238.103 | 604,325 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null |
d659f945-28fb-4751-b17e-112e4644e942 | 2025-02-20T14:13:14 | endpoint | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change /young/the.gif by sdavila No additional info | {
"geo_location": "Anguilla",
"device_hash": "4abc58ac6402100f6a893be6ba03fe680adb8ab3",
"user_agent": "Opera/8.61.(Windows NT 6.0; te-IN) Presto/2.9.182 Version/12.00",
"session_id": "c5b35b25-4311-4a13-a296-01e39a73bb31",
"risk_score": 57.03,
"confidence": 0.15
} | sdavila | registry_change | null | null | null | No additional info | Endpoint registry_change /young/the.gif by sdavila No additional info | null | null | null | null | null | null | null | null | null | null | null | null | /young/the.gif | 2,274 | explorer.exe | null | null | null | null | null | null |
04a45ba6-8083-4587-922f-8f1418197b54 | 2025-03-08T13:17:54 | network | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 10.145.191.88 to 44.94.225.79 No additional info | {
"geo_location": "Ghana",
"device_hash": "f735516e9c012ea75853a2d9765476bf",
"user_agent": "Mozilla/5.0 (Android 2.1; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0",
"session_id": "55caa7d8-4187-40f2-bc48-db7da3588984",
"risk_score": 23.06,
"confidence": 0.38
} | null | latency_spike | null | 10.145.191.88 | null | No additional info | Network latency_spike from 10.145.191.88 to 44.94.225.79 No additional info | null | null | null | null | null | null | 44.94.225.79 | 579,600 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null |
5838e0b2-2bc6-443b-b89a-8b0b49ceeb9b | 2025-06-06T21:44:25 | iot | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|low| desc=IoT device Thermostat protocol_violation MITRE Technique: T1486 | {
"geo_location": "Armenia",
"device_hash": "63a499abe90aabf6edf3e446f700f3135ab1c62d30dffeb5888dab4f6bc7f9ff",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; zu-ZA) AppleWebKit/535.30.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6535.30.5",
"session_id": "7912504d-bfb9-461b-b6... | null | protocol_violation | null | null | null | MITRE Technique: T1486 | IoT device Thermostat protocol_violation MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | Thermostat | iot-f36308f4 | 4.7 | null | null | null | null | null | null | null | null | null |
e78913df-3d37-4e11-b89d-052d42532a6d | 2025-05-03T12:58:41 | 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: Cloud API Abuse detected from 186.221.239.175 targeting 43.236.128.123 No additional info | {
"geo_location": "Cyprus",
"device_hash": "e1686424bad3c2715abb8ba5dd93fb999998e9ec",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_7 rv:2.0; hne-IN) AppleWebKit/535.40.6 (KHTML, like Gecko) Version/4.1 Safari/535.40.6",
"session_id": "77601912-5f20-429a-a2db-676542d8f5b2",
"risk_score": 84.5,
... | null | null | null | 186.221.239.175 | null | No additional info | Vectra AI Alert: Cloud API Abuse detected from 186.221.239.175 targeting 43.236.128.123 No additional info | null | null | null | null | null | null | 43.236.128.123 | null | null | null | null | null | null | null | null | null | null | null | Cloud API Abuse | SIG-4175 | Exploit |
8d4da243-a83e-4a31-b803-364042cb2366 | 2025-05-24T21:26:25 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by ashleyhanna No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "99ebf430a26fb3dec05a7c636dc3a3c6d6ab20bc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/3.1)",
"session_id": "055e4a53-0cd2-4714-bcf9-5fd79886b6af",
"risk_score": 67.03,
"confidence": 0.3
} | ashleyhanna | adversarial_input | null | null | null | No additional info | AI system adversarial_input by ashleyhanna No additional info | model-7c6bebd7 | 6e13ee5d9814b87739bf8b85711576ad | b8cccef02caf75539f664b858a0c15b509c5f6bd3a88f90453208e1560d37e69 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
03445507-c9ae-4347-8f50-12f5661cff2c | 2025-06-06T04:52:21 | ai | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by jorge51 No additional info noise=visit|bring|production | {
"geo_location": "Saudi Arabia",
"device_hash": "271a57fba7a301481d40f62c3b7fb5751db898a448080fa41901afc0fe31eef5",
"user_agent": "Opera/9.89.(X11; Linux i686; bg-BG) Presto/2.9.175 Version/11.00",
"session_id": "85fd35c9-60d8-45ff-87d9-05911de18710",
"risk_score": 39.07,
"confidence": 0.48
} | jorge51 | api_abuse | null | null | null | No additional info | AI system api_abuse by jorge51 No additional info | model-04428f9d | b63a7ea1a84cd3b6f8402187994cd99c69939706 | e5815f84ab4a99614226673627433fe572988d13a35789f31d082981143190d2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cedb80eb-86fd-47b0-b92f-7c6efa0947cc | 2023-07-13T23:34:38 | iot | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|high| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "Estonia",
"device_hash": "bae27d611128c024180610b964afc67de87a9615a422d77444eaabace6aabc7a",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/52.0.801.0 Safari/536.0",
"session_id": "65793200-6df6-4586-98e6-68ae80e80159",
"risk_score": 74.67,
"confi... | null | battery_drain | null | null | null | No additional info | IoT device Medical battery_drain No additional info | null | null | null | null | null | null | null | null | null | Medical | iot-15357f72 | 9.3 | null | null | null | null | null | null | null | null | null |
b1bc4dc0-b877-485b-bca0-abb5f8f9883c | 2025-07-10T10:57:42 | iot | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|info| desc=IoT device Camera command_injection No additional info | {
"geo_location": "Greenland",
"device_hash": "19df2ca2fca1901c92d48f9292445c68fda8c9852db308475df67e7be7d0a769",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; lv-LV) AppleWebKit/531.50.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6531.50.7",
"session_id": "429e7313-0302-41c8-... | null | command_injection | null | null | null | No additional info | IoT device Camera command_injection No additional info | null | null | null | null | null | null | null | null | null | Camera | iot-7accd64b | 5.3 | null | null | null | null | null | null | null | null | null |
74817b24-362b-4f6c-a9f9-fcf1a859085a | 2025-01-26T15:09:02 | ids_alert | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|high| desc=Microsoft Sentinel Alert: Fileless Attack detected from 156.254.181.3 targeting N/A No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "5058e0b1d41596aa23e714c893cd247222392a64",
"user_agent": "Opera/8.76.(X11; Linux x86_64; mni-IN) Presto/2.9.184 Version/10.00",
"session_id": "75b00dd4-b74b-4265-8a92-533557aa7a1f",
"risk_score": 80.59,
"confidence": 0.16
} | null | null | null | 156.254.181.3 | null | No additional info | Microsoft Sentinel Alert: Fileless Attack detected from 156.254.181.3 targeting N/A No additional info | null | null | null | null | null | null | N/A | null | null | null | null | null | null | null | null | null | null | null | Fileless Attack | SIG-9950 | Policy |
acf0405b-88e0-45f7-b20c-b8ddffdfb114 | 2025-01-12T20:27:15 | endpoint | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task /no/tough.avi by swilson MITRE Technique: T1574.002 | Associated Threat Actor: DarkSide | {
"geo_location": "Indonesia",
"device_hash": "dca84ba7ce6ce714e1731abf8e3b9b063bdf0b89",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/29.0.820.0 Safari/535.0",
"session_id": "ab213e0a-54ca-4c80-9cd3-bd4651aa16f3",
"risk_score": 84.63,
"confidence": 0.87
} | swilson | scheduled_task | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: DarkSide | Endpoint scheduled_task /no/tough.avi by swilson MITRE Technique: T1574.002 | Associated Threat Actor: DarkSide | null | null | null | null | null | null | null | null | null | null | null | null | /no/tough.avi | 9,616 | svchost.exe | null | null | null | null | null | null |
2982ca60-a3b0-4b38-8238-f2ee82cef4c3 | 2025-02-08T20:23:51 | iot | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat side_channel No additional info | {
"geo_location": "Nauru",
"device_hash": "660196bde258d87983e78e91d73a5ad1472b1d13",
"user_agent": "Opera/8.73.(X11; Linux x86_64; hsb-DE) Presto/2.9.188 Version/12.00",
"session_id": "1b26ea34-0dd9-4653-8a16-78e968d41d61",
"risk_score": 68.84,
"confidence": 0.47
} | null | side_channel | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | null | null | null | null | null | null | null | null | null | Thermostat | iot-a7fa6858 | 8.8 | null | null | null | null | null | null | null | null | null |
a80f69b8-385f-4907-acc1-823becd18912 | 2025-05-06T03:18:04 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in AWS by ariel94 No additional info noise=R3V5Lg== | {
"geo_location": "Azerbaijan",
"device_hash": "6fbdc7ef7a0ef0822c0c0c9dc310a00f8c084c4d7b6706cfb64b669451b438a1",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/19.0.883.0 Safari/533.0",
"session_id": "71441713-0fcc-463e-9568-4f10b0eb4b65",
"risk_score": 73.03,
"co... | ariel94 | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by ariel94 No additional info | null | null | null | AWS | res-7511ad83 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b35e5c99-e095-4bce-9061-98a5ab8a7724 | 2025-06-26T18:55:24 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by kruegerjeffrey No additional info | {
"geo_location": "Turkmenistan",
"device_hash": "4b21bc5f57567d849b37868bf71e2942",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/5.1)",
"session_id": "78d4db3f-a003-4971-b3aa-aa265e81b0f1",
"risk_score": 19.09,
"confidence": 0.57
} | kruegerjeffrey | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by kruegerjeffrey No additional info | model-78ffee58 | 272d39e02c9383dbb723c5334388dcd9c6500b01c319b9abddf6f4089dc254ac | 0ce40894f40c94df5a7b8d7265579d87 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f8e8752e-6fe3-4c07-a0ad-08dcb1b63906 | 2025-01-19T13:19:09 | endpoint | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec /with/sense.avi by kurt40 MITRE Technique: T1053.005 | {
"geo_location": "Liechtenstein",
"device_hash": "1d0210d01e78c44a3119597c264a05a3bfacb5db",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_1) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/41.0.822.0 Safari/531.0",
"session_id": "cb914979-0d8f-4434-9462-2f9b9237ef20",
"risk_score": 40.64,
"confi... | kurt40 | wmi_exec | null | null | null | MITRE Technique: T1053.005 | Endpoint wmi_exec /with/sense.avi by kurt40 MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | null | /with/sense.avi | 1,573 | powershell.exe | null | null | null | null | null | null |
8dc0b52b-5dd0-4dfd-a5a5-acde8a8b0f1a | 2025-01-26T03:51:57 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for santospaul via key from 118.193.151.138 No additional info | {
"geo_location": "Brazil",
"device_hash": "d79c1619db9e1e12b7a7afb74fe26fafaab36da610b1c1f1db461c427ba5f468",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; oc-FR; rv:1.9.2.20) Gecko/6693-08-20 09:56:16 Firefox/3.6.19",
"session_id": "f08bfb16-d449-4821-ad3d-d2b8b3077460",
"risk_score": 70.35,
"confidence": 0... | santospaul | failed | key | 118.193.151.138 | 04:86:d2:8f:a6:d6 | No additional info | Auth failed for santospaul via key from 118.193.151.138 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ae6b1b60-8bcf-48c1-95be-b495d7667f03 | 2025-02-01T08:48:03 | cloud | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in OCI by teresa02 MITRE Technique: T1218.011 | {
"geo_location": "Taiwan",
"device_hash": "1ebf2f9561e3470baa7256ca25209275e06ee1e5e6c018882b260f822ea0b179",
"user_agent": "Opera/9.91.(X11; Linux x86_64; lv-LV) Presto/2.9.178 Version/10.00",
"session_id": "005fd60e-6919-440f-bb19-d3c55fa6338e",
"risk_score": 33.16,
"confidence": 0.73
} | teresa02 | storage_access | null | null | null | MITRE Technique: T1218.011 | Cloud storage_access in OCI by teresa02 MITRE Technique: T1218.011 | null | null | null | OCI | res-0996273e | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3659ba13-8a48-4fe0-a9e5-7d3df783d0d4 | 2025-05-26T21:02:33 | cloud | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in GCP by williamsmary No additional info | {
"geo_location": "Central African Republic",
"device_hash": "f66c6562fa1b2d335ecb93c70e2a3083cb9b8944",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_7 rv:3.0; lg-UG) AppleWebKit/531.32.4 (KHTML, like Gecko) Version/4.1 Safari/531.32.4",
"session_id": "b84facd1-97f1-47a6-8927-7fe2ecc8d5f4",
... | williamsmary | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in GCP by williamsmary No additional info | null | null | null | GCP | res-d3aaa317 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ac019aab-fb4e-413c-970c-47dd84bc7880 | 2025-03-09T12:07:30 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in AWS by molinaluis No additional info | {
"geo_location": "Hungary",
"device_hash": "0fbeb35f7f51089abcd048b40219f092",
"user_agent": "Opera/8.62.(Windows NT 5.0; ln-CD) Presto/2.9.172 Version/12.00",
"session_id": "1152ba79-f969-4efe-8ac0-9741b777f170",
"risk_score": 14.25,
"confidence": 0.29
} | molinaluis | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in AWS by molinaluis No additional info | null | null | null | AWS | res-1ae60739 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0e52b56f-b4ee-4bc1-996c-83d84d3124ab | 2025-01-26T04:00:25 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth timeout for warrenlaura via passwordless from 3.126.197.10 No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "15fd1a29257aa08f5bb51ed81047422840266e7b8d4e3e342562a1ed2c06a466",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/5.1)",
"session_id": "585b0377-330e-4355-bed4-6e6807f0be36",
"risk_score": 57.21,
"confidence": 0.79
} | warrenlaura | timeout | passwordless | 3.126.197.10 | 0d:cb:45:ce:3f:5f | No additional info | Auth timeout for warrenlaura via passwordless from 3.126.197.10 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
602a7b53-67a4-428b-99bf-50a0d0e9d628 | 2025-04-06T13:32:31 | cloud | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in GCP by wwoods MITRE Technique: T1110.003 | {
"geo_location": "Northern Mariana Islands",
"device_hash": "4add788a4706c2615f2406e65bef4602",
"user_agent": "Opera/8.73.(X11; Linux x86_64; se-NO) Presto/2.9.174 Version/10.00",
"session_id": "0ed076c6-19af-4eba-8510-2e7b3349748d",
"risk_score": 67.41,
"confidence": 0.15
} | wwoods | shadow_it | null | null | null | MITRE Technique: T1110.003 | Cloud shadow_it in GCP by wwoods MITRE Technique: T1110.003 | null | null | null | GCP | res-afe99783 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
65a7dbc4-d809-4abd-aff9-f465d131ab27 | 2025-07-08T00:59:29 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: DDoS detected from 134.238.171.198 targeting 36.225.55.41 No additional info | {
"geo_location": "Cuba",
"device_hash": "81370fb77eff803829ccadaf8868bc35798e8693",
"user_agent": "Opera/9.22.(X11; Linux i686; fo-FO) Presto/2.9.169 Version/12.00",
"session_id": "2f588739-959e-40c8-8db0-178be4771530",
"risk_score": 26.65,
"confidence": 0.75
} | null | null | null | 134.238.171.198 | null | No additional info | Snort Alert: DDoS detected from 134.238.171.198 targeting 36.225.55.41 No additional info | null | null | null | null | null | null | 36.225.55.41 | null | null | null | null | null | null | null | null | null | null | null | DDoS | SIG-6302 | Exploit |
f4010d1c-d203-4844-857c-ee73c28f6175 | 2025-06-26T15:37:51 | ids_alert | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|critical| desc=Elastic SIEM Alert: AI Model Poisoning detected from 30.27.195.166 targeting 10.86.68.60 MITRE Technique: T1543.003 | {
"geo_location": "Chad",
"device_hash": "52217f039fb7b44d07916003637eaf74",
"user_agent": "Opera/8.73.(Windows NT 6.2; pa-IN) Presto/2.9.164 Version/11.00",
"session_id": "1b021703-9985-4128-a811-22e772ffaa15",
"risk_score": 78.43,
"confidence": 0.9
} | null | null | null | 30.27.195.166 | null | MITRE Technique: T1543.003 | Elastic SIEM Alert: AI Model Poisoning detected from 30.27.195.166 targeting 10.86.68.60 MITRE Technique: T1543.003 | null | null | null | null | null | null | 10.86.68.60 | null | null | null | null | null | null | null | null | null | null | null | AI Model Poisoning | SIG-6619 | Recon |
dc516f5a-27d4-49c5-84ee-21868e29d418 | 2025-03-04T00:58:30 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system membership_inference by teresa06 No additional info noise=13137F17 | {
"geo_location": "Papua New Guinea",
"device_hash": "f1190e33e00de2d726b7bad863a16d44b59c1f9a",
"user_agent": "Opera/9.11.(Windows NT 5.0; bo-IN) Presto/2.9.167 Version/11.00",
"session_id": "388b4654-8efb-4ed5-bc71-9fd12f611df2",
"risk_score": 59.16,
"confidence": 0.6
} | teresa06 | membership_inference | null | null | null | No additional info | AI system membership_inference by teresa06 No additional info | model-db36339a | 2732a2427374242310079fd3c7c2a514653bd3d731f11fdd483be14d51b333e9 | c7c61eeee9c394bc28b06321c104d2919f27a7f0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ac0a77a5-94fa-44ce-82c3-91ad7adb9c45 | 2025-04-04T09:28:05 | endpoint | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install /threat/public.ppt by leeamy No additional info noise=begin|seek|take | {
"geo_location": "Tanzania",
"device_hash": "b4df50396ba950a8a3f2580551e475936d59e76c",
"user_agent": "Opera/9.40.(Windows 98; Win 9x 4.90; tk-TM) Presto/2.9.183 Version/11.00",
"session_id": "8dce4332-4289-46a5-b35c-fd1f6270cae4",
"risk_score": 100,
"confidence": 0.03
} | leeamy | service_install | null | null | null | No additional info | Endpoint service_install /threat/public.ppt by leeamy No additional info | null | null | null | null | null | null | null | null | null | null | null | null | /threat/public.ppt | 7,756 | explorer.exe | null | null | null | null | null | null |
2c60dd8b-5237-4497-a101-8eda05e56536 | 2025-05-29T13:01:43 | firewall | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop HTTPS traffic from 40.49.62.118:555 to 163.84.48.81:512 No additional info noise=V2hpbGUu | {
"geo_location": "Russia",
"device_hash": "98241661f0c9be8a3e6432425eeeb410",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/42.0.889.0 Safari/535.0",
"session_id": "1f760da0-2849-4c64-b926-9053aef3814d",
"risk_score": 41.6,
"confidence": 0.14
} | null | drop | null | 40.49.62.118 | null | No additional info | Firewall drop HTTPS traffic from 40.49.62.118:555 to 163.84.48.81:512 No additional info | null | null | null | null | null | null | 163.84.48.81 | 567,592 | HTTPS | null | null | null | null | null | null | 555 | 512 | 236 | null | null | null |
79259916-3c86-4d84-931d-8615a7728384 | 2025-06-17T16:37:43 | ids_alert | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: Domain Fronting detected from 88.179.110.151 targeting 134.59.7.27 No additional info | {
"geo_location": "New Caledonia",
"device_hash": "d2d1993522224e169d75eaedb589ec1e86477f42",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/5.1)",
"session_id": "9fb2dd3d-4663-4c85-beb6-7b3bf9c7f45d",
"risk_score": 69.54,
"confidence": 0.17
} | null | null | null | 88.179.110.151 | null | No additional info | Zeek Alert: Domain Fronting detected from 88.179.110.151 targeting 134.59.7.27 No additional info | null | null | null | null | null | null | 134.59.7.27 | null | null | null | null | null | null | null | null | null | null | null | Domain Fronting | SIG-3810 | Exploit |
d7eb96e0-c669-485b-b684-0652cf4d1f33 | 2025-06-12T21:22:58 | endpoint | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec next by nathanielarnold MITRE Technique: T1547.001 noise=tags | {
"geo_location": "Martinique",
"device_hash": "a4a91153a789b4afa2eedd359a9c36bfc78c4adcc9f0a5a4f40200fa51c026ad",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/9904-07-26 23:21:30 Firefox/9.0",
"session_id": "1792ae6b-8858-44e6-ba93-2222e81ecf26",
"risk_score": 71.94,
"confidence": 0.66
} | nathanielarnold | wmi_exec | null | null | null | MITRE Technique: T1547.001 | Endpoint wmi_exec next by nathanielarnold MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | next | 3,127 | cmd.exe | null | null | null | null | null | null |
db061c66-920e-40fb-a427-f87cf0aeff89 | 2025-04-26T11:04:31 | ai | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by udavis No additional info | {
"geo_location": "Iran",
"device_hash": "9146d0d94acc400c0294b8b872e2db8b4dbb3108f09e908a51067e1fe26dc441",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "62f2b2ae-4c92-449c-9546-0a29be034b9b",
"risk_score": 52.49,
"confidence": 0.76
} | udavis | model_inversion | null | null | null | No additional info | AI system model_inversion by udavis No additional info | model-f4083daf | a0f1074b0d9af420d58edbda486e98eb8710ea053fc8bcb1e4e20750f947a344 | 2fff384fc6c12150b0e442e5e9538465d87758a2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
79cb6c65-1bce-4f8e-a4a7-3409c5ddddec | 2025-04-14T16:16:53 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 201.109.115.43 to 10.19.155.73 Unconventional IOC: Power consumption spikes | {
"geo_location": "Tonga",
"device_hash": "f3e52c83f0186c678b02feaff03b6c9a635829ae",
"user_agent": "Opera/9.80.(Windows CE; tn-ZA) Presto/2.9.161 Version/12.00",
"session_id": "12a64228-109b-4e42-a113-e83272e84602",
"risk_score": 54.5,
"confidence": 0.75
} | null | latency_spike | null | 201.109.115.43 | null | Unconventional IOC: Power consumption spikes | Network latency_spike from 201.109.115.43 to 10.19.155.73 Unconventional IOC: Power consumption spikes | null | null | null | null | null | null | 10.19.155.73 | 462,057 | UDP | null | null | null | null | null | null | null | null | null | null | null | null |
35062018-cec9-416c-a7ee-6d4e462e9738 | 2025-02-18T13:13:51 | ai | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by mullendavid MITRE Technique: T1543.003 | Associated Threat Actor: Scattered Spider | {
"geo_location": "Iran",
"device_hash": "03a43b4ea6ef37ccf31e0d13f2e8ae19b825095b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.0)",
"session_id": "f797e249-57ee-4c45-be16-6162d6fa13c9",
"risk_score": 42.34,
"confidence": 0.11
} | mullendavid | adversarial_input | null | null | null | MITRE Technique: T1543.003 | Associated Threat Actor: Scattered Spider | AI system adversarial_input by mullendavid MITRE Technique: T1543.003 | Associated Threat Actor: Scattered Spider | model-54b391e4 | 0ede39870326323a1d7cabe8a529370eb6c45a03 | 9a3fc38b72189f8259da6fce0671e4ce441d8da9151ee1922a57ba42f1768fbc | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
105cce09-f5fd-468c-8f27-29a5ac8cc0fc | 2025-02-05T17:07:32 | firewall | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect UDP traffic from 91.234.60.248:900 to 93.197.186.51:928 Associated Threat Actor: Mustang Panda | {
"geo_location": "Nepal",
"device_hash": "600bc422347933782a14a055d38555dd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; gez-ER) AppleWebKit/532.4.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6532.4.1",
"session_id": "5e53fcea-e20e-4b0e-a9c2-0a7e5e8c1162",
"risk_score": 5... | null | inspect | null | 91.234.60.248 | null | Associated Threat Actor: Mustang Panda | Firewall inspect UDP traffic from 91.234.60.248:900 to 93.197.186.51:928 Associated Threat Actor: Mustang Panda | null | null | null | null | null | null | 93.197.186.51 | 762,410 | UDP | null | null | null | null | null | null | 900 | 928 | 824 | null | null | null |
f2498611-4b93-459a-85b7-29ba0b8b65c7 | 2025-02-16T00:44:49 | firewall | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|high| desc=Firewall drop UDP traffic from 115.20.207.40:19802 to 146.241.184.76:96 No additional info | {
"geo_location": "Indonesia",
"device_hash": "a1f4ab2f268dfb4149238b19d0d9195999a6a8cccb99fd9d66ede872e104d23f",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/6311-12-12 13:03:28 Firefox/10.0",
"session_id": "73543b57-ad04-4d05-ac0e-8d75a224ee9a",
"risk_score": 73.35,
"confidence": 0.37... | null | drop | null | 115.20.207.40 | null | No additional info | Firewall drop UDP traffic from 115.20.207.40:19802 to 146.241.184.76:96 No additional info | null | null | null | null | null | null | 146.241.184.76 | 303,360 | UDP | null | null | null | null | null | null | 19,802 | 96 | 3,586 | null | null | null |
70c0e68d-130a-4396-854f-e8cfa7045f90 | 2025-03-02T05:26:41 | auth | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|low| desc=Auth challenge for stanleyhodges via key from 101.239.75.161 MITRE Technique: T1071.001 | Associated Threat Actor: Leafminer | Credential stuffing pattern detected | {
"geo_location": "Japan",
"device_hash": "badbe975fe6962813850c7b9aac50d5dbda5f849e70256c4ed5fb5ffd91d1ef9",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/25.0.867.0 Mobile/27O112 Safari/533.0",
"session_id": "a8bb8732-3f09-4f08-8734-5faba8c... | stanleyhodges | challenge | key | 101.239.75.161 | 71:fc:f4:1e:c4:eb | MITRE Technique: T1071.001 | Associated Threat Actor: Leafminer | Credential stuffing pattern detected | Auth challenge for stanleyhodges via key from 101.239.75.161 MITRE Technique: T1071.001 | Associated Threat Actor: Leafminer | Credential stuffing pattern detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
17c47f43-16fe-4b06-8a02-e18de67d2a74 | 2025-03-05T22:34:14 | firewall | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow SMB traffic from 186.112.34.121:25299 to 123.240.95.180:62681 Associated Threat Actor: APT35 | {
"geo_location": "Estonia",
"device_hash": "aa5fa8434a30d3b7aade0d4ac8c0a4efd8beb93c",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/36.0.862.0 Safari/533.2",
"session_id": "297938f3-4652-4f5c-903f-c58c5d39dfef",
"risk_score": 63.64,
"confidence": 0.2
} | null | allow | null | 186.112.34.121 | null | Associated Threat Actor: APT35 | Firewall allow SMB traffic from 186.112.34.121:25299 to 123.240.95.180:62681 Associated Threat Actor: APT35 | null | null | null | null | null | null | 123.240.95.180 | 561,647 | SMB | null | null | null | null | null | null | 25,299 | 62,681 | 2,652 | null | null | null |
d962b3e8-d5e5-47df-90d9-8edfd43b8659 | 2025-05-03T23:34:24 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth failed for perezmichael via MFA from 55.28.162.214 MITRE Technique: T1110.003 noise=including|speak|industry | {
"geo_location": "Estonia",
"device_hash": "0dfa2e353ff54977b3d1be46202076d8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/5.1)",
"session_id": "8fea0c51-c73e-4a97-a6ea-f917c0bffd55",
"risk_score": 73.49,
"confidence": 0.48
} | perezmichael | failed | MFA | 55.28.162.214 | 8c:85:b7:85:6c:35 | MITRE Technique: T1110.003 | Auth failed for perezmichael via MFA from 55.28.162.214 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 |
83099b22-1702-492b-a947-e1bb0818b128 | 2025-03-10T04:57:30 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth timeout for cporter via MFA from 7.2.68.95 No additional info | {
"geo_location": "Greenland",
"device_hash": "37e724b60d386aeb9d2039ef5bba39ff4247327daa14119c5b9928ca4848b151",
"user_agent": "Mozilla/5.0 (Linux; Android 1.0) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/42.0.805.0 Safari/536.1",
"session_id": "a55f3747-c2de-4a14-a255-3e4f12dbaf9b",
"risk_score": 55.81,
... | cporter | timeout | MFA | 7.2.68.95 | 17:10:6c:91:7a:a0 | No additional info | Auth timeout for cporter via MFA from 7.2.68.95 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0c202650-bcca-4212-b8ed-e47ab6b5f6fd | 2025-03-27T16:12:04 | firewall | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect RDP traffic from 118.117.107.209:55393 to 119.121.199.167:750 Unconventional IOC: Unusual DNS TXT records noise=QmVkLg== | {
"geo_location": "Nicaragua",
"device_hash": "96af9b25285e253de422a7ffe4eab58d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/532.36.1 (KHTML, like Gecko) Version/4.0.3 Safari/532.36.1",
"session_id": "c2280649-1ee2-42bd-9790-d64246c82e02",
"risk_score": 27.99,
"confidence": 0.84
} | null | inspect | null | 118.117.107.209 | null | Unconventional IOC: Unusual DNS TXT records | Firewall inspect RDP traffic from 118.117.107.209:55393 to 119.121.199.167:750 Unconventional IOC: Unusual DNS TXT records | null | null | null | null | null | null | 119.121.199.167 | 569,837 | RDP | null | null | null | null | null | null | 55,393 | 750 | 56 | null | null | null |
64ce91cf-3245-49ba-8582-47a276759034 | 2025-01-13T04:20:11 | endpoint | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism traditional by timothy16 No additional info noise=explore | {
"geo_location": "Malawi",
"device_hash": "4116e4f0ba0a93493f2bf950ca69e01453b6d6a269c5f03503e8e255014bdb45",
"user_agent": "Opera/9.29.(Windows 98; et-EE) Presto/2.9.168 Version/10.00",
"session_id": "7c09bdfd-015c-493c-b43a-8d88455be73f",
"risk_score": 43.03,
"confidence": 0.12
} | timothy16 | persistence_mechanism | null | null | null | No additional info | Endpoint persistence_mechanism traditional by timothy16 No additional info | null | null | null | null | null | {
"baseline_deviation": 2,
"entropy": 7.52,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | traditional | 418 | cmd.exe | null | null | null | null | null | null |
c0c13903-a0bd-4ad0-bff3-b8f024242515 | 2025-04-09T12:17:34 | auth | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth locked for joseph88 via MFA from 101.53.148.239 No additional info noise=F65091BF | {
"geo_location": "Kenya",
"device_hash": "72ceee663d8cbbedcc9f98e811bcc8de9dd47720286d932b0820a358f7cf320f",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/14.0.805.0 Safari/536.2",
"session_id": "16ac3f9d-cb77-4b5f-8a17-1d2b879a09cd",
"risk_score": 80.99,
"confide... | joseph88 | locked | MFA | 101.53.148.239 | f2:a0:b2:36:76:9a | No additional info | Auth locked for joseph88 via MFA from 101.53.148.239 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5a1f1716-abdb-445c-8858-67d91617ecae | 2025-05-24T16:44:39 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by gilbertlisa Associated Threat Actor: Leafminer | {
"geo_location": "Guinea-Bissau",
"device_hash": "0bf2fd65a0b388f3234cde7cf126ac08b105ce5d",
"user_agent": "Opera/9.90.(Windows NT 6.1; ru-UA) Presto/2.9.175 Version/12.00",
"session_id": "242d6a11-23f9-482a-8681-3df60fb8d71c",
"risk_score": 70.28,
"confidence": 0.15
} | gilbertlisa | model_inversion | null | null | null | Associated Threat Actor: Leafminer | AI system model_inversion by gilbertlisa Associated Threat Actor: Leafminer | model-b7e465c8 | 3d3d3aa023653c5220d2b1a1365f0c12ef55b438 | 0abbd097c001afcd684284afc2e5141463f30bfbaa4ae4480a46c7d8d5b840bd | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
66995268-3015-4d65-a32c-1103ba69b697 | 2025-01-13T02:25:36 | network | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 89.190.114.155 to 10.152.212.167 No additional info noise=category/wp-content | {
"geo_location": "Benin",
"device_hash": "999691783864d3bd691ed1814fbe030889b61eb5cf32651a46bd1f040a0ba2ad",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/531.45.2 (KHTML, like Gecko) Version/5.0 Safari/531.45.2",
"session_id": "7a6bfa37-3096-439f-ae2d-14394f0d6642",
"risk_score": 42.34... | null | protocol_anomaly | null | 89.190.114.155 | null | No additional info | Network protocol_anomaly from 89.190.114.155 to 10.152.212.167 No additional info | null | null | null | null | null | null | 10.152.212.167 | 474,967 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null |
b00bafb9-39ab-4345-83e1-8cd584319a48 | 2025-02-26T01:15:36 | ids_alert | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|critical| desc=Splunk Alert: Brute Force detected from 139.19.60.244 targeting N/A MITRE Technique: T1574.002 | Associated Threat Actor: Inception Framework | {
"geo_location": "Nepal",
"device_hash": "de5a16dda902146facf2dbb8b2b6bd4f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; st-ZA) AppleWebKit/532.10.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6532.10.4",
"session_id": "8545cf53-14d4-4ba5-aec5-f124ed771532",
"risk_score": ... | null | null | null | 139.19.60.244 | null | MITRE Technique: T1574.002 | Associated Threat Actor: Inception Framework | Splunk Alert: Brute Force detected from 139.19.60.244 targeting N/A MITRE Technique: T1574.002 | Associated Threat Actor: Inception Framework | null | null | null | null | null | null | N/A | null | null | null | null | null | null | null | null | null | null | null | Brute Force | SIG-2715 | Recon |
db5fcb15-f9d3-4171-b521-5a42912e0874 | 2030-03-09T20:44:15 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start /wall/animal.jpg by ocombs MITRE Technique: T1574.002 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "c974ea3864f49799dae71b6c9a70acf49847e524e751d74675e6cfb8204bf055",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/5.0)",
"session_id": "aff9cddd-c708-4fb7-8303-4e4c9edd820b",
"risk_score": 71.99,
"confidence": 0.78
} | ocombs | process_start | null | null | null | MITRE Technique: T1574.002 | Endpoint process_start /wall/animal.jpg by ocombs MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | null | /wall/animal.jpg | 4,901 | powershell.exe | null | null | null | null | null | null |
af9cd9dd-7336-4da8-9249-1634224b0f9f | 2025-03-21T19:51:22 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Ukraine",
"device_hash": "eea14d25892521514fe2b04f2b5072b4784f86960b0cc790565184046876b76e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/3.1)",
"session_id": "e9bf5975-a9b0-4a66-97e7-c7b37710f85f",
"risk_score": 63.98,
"confidence": 0.69
} | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | null | null | null | null | null | null | null | null | HVAC | iot-3a68893f | 9.2 | null | null | null | null | null | null | null | null | null |
7df98f29-3e8d-418c-af90-ebda05dd3681 | 2025-03-11T02:01:57 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth challenge for kevin95 via biometric from 196.72.116.219 Associated Threat Actor: TA505 | {
"geo_location": "Central African Republic",
"device_hash": "4404a1c0d0f3c15b2b25d4e4ad70fdd4ae787838",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/3.0)",
"session_id": "d9adf161-ebd9-4421-abd6-44a3f1a38536",
"risk_score": 54.65,
"confidence": 0.44
} | kevin95 | challenge | biometric | 196.72.116.219 | 27:c7:45:5e:23:91 | Associated Threat Actor: TA505 | Auth challenge for kevin95 via biometric from 196.72.116.219 Associated Threat Actor: TA505 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b2002661-4269-4a5a-b308-ac219f88e954 | 2025-05-24T19:35:31 | cloud | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in Alibaba by wesley71 No additional info | {
"geo_location": "Cameroon",
"device_hash": "4e3e9866b67e49be446c55ae9d32ddd1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; bem-ZM) AppleWebKit/534.13.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6534.13.3",
"session_id": "b8fd6c97-716e-4dc7-a7d3-ef225fcb6da7",
"risk_scor... | wesley71 | container_escape | null | null | null | No additional info | Cloud container_escape in Alibaba by wesley71 No additional info | null | null | null | Alibaba | res-89ebe539 | {
"baseline_deviation": 1.41,
"entropy": 6.6,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b6d5fb5b-6c29-4b4f-b1fe-d5fa43ebdacf | 2030-06-28T17:53:17 | cloud | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in AWS by jwright No additional info | {
"geo_location": "India",
"device_hash": "a0b20ec2c38c611025b7f2c2428113dbd872a64f68c5fbefe69ac3ef924be1b8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; fy-NL) AppleWebKit/532.9.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6532.9.5",
"session_id": "9d22c614-033f-4ec2-b38a-8... | jwright | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in AWS by jwright No additional info | null | null | null | AWS | res-698bd5bf | {
"baseline_deviation": 1.96,
"entropy": 2.37,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6f19ba95-1446-4f96-af9c-7fee88271d6e | 2025-06-20T22:33:06 | iot | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC firmware_update MITRE Technique: T1071.001 | {
"geo_location": "Faroe Islands",
"device_hash": "a868116856742a2582832daa926fed37",
"user_agent": "Opera/8.34.(Windows NT 4.0; szl-PL) Presto/2.9.165 Version/12.00",
"session_id": "7b13bfbc-08d2-4428-a82a-c6bbe4d22232",
"risk_score": 6.91,
"confidence": 0.06
} | null | firmware_update | null | null | null | MITRE Technique: T1071.001 | IoT device HVAC firmware_update MITRE Technique: T1071.001 | null | null | null | null | null | {
"baseline_deviation": 0.81,
"entropy": 5.36,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | HVAC | iot-f1fc41b3 | 3.3 | null | null | null | null | null | null | null | null | null |
32114764-e960-4a6a-8bf5-5c52b0769465 | 2025-02-04T12:08:38 | endpoint | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection /offer/affect.doc by oflores Associated Threat Actor: FIN7 | {
"geo_location": "Mayotte",
"device_hash": "8bdd615053ecd402bff0b0263c96c837",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_1 rv:6.0; pap-AN) AppleWebKit/534.22.6 (KHTML, like Gecko) Version/4.0.2 Safari/534.22.6",
"session_id": "a9447671-c432-420e-b471-a7c4fc246d71",
"risk_score": 59.56,
"c... | oflores | memory_injection | null | null | null | Associated Threat Actor: FIN7 | Endpoint memory_injection /offer/affect.doc by oflores Associated Threat Actor: FIN7 | null | null | null | null | null | null | null | null | null | null | null | null | /offer/affect.doc | 3,761 | cmd.exe | null | null | null | null | null | null |
32ed9ddd-0b18-4f7f-995d-1f47bececdb3 | 2025-06-25T22:39:49 | cloud | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Alibaba by kayla66 MITRE Technique: T1053.005 | {
"geo_location": "Guernsey",
"device_hash": "0402471faa21e3e03f33d3f6a7b2ccb1",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_7) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/56.0.819.0 Safari/531.1",
"session_id": "f3ac1806-9112-479d-a57a-f7184d31ff5b",
"risk_score": 56.96,
"confidence": 0... | kayla66 | storage_access | null | null | null | MITRE Technique: T1053.005 | Cloud storage_access in Alibaba by kayla66 MITRE Technique: T1053.005 | null | null | null | Alibaba | res-0a571bfd | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b0e1ec3a-b14a-4edd-a890-6e202c2d3954 | 2025-05-21T11:52:35 | cloud | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in AWS by jacksonandrea MITRE Technique: T1486 | {
"geo_location": "Suriname",
"device_hash": "b567abf8b3b97d96ddb7b05b1d18c7e30818f73f",
"user_agent": "Opera/9.83.(Windows NT 5.01; xh-ZA) Presto/2.9.172 Version/12.00",
"session_id": "c2c2b22b-d093-40be-b92c-7c7dd326252d",
"risk_score": 23.49,
"confidence": 0.51
} | jacksonandrea | api_abuse | null | null | null | MITRE Technique: T1486 | Cloud api_abuse in AWS by jacksonandrea MITRE Technique: T1486 | null | null | null | AWS | res-b44d508f | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d6ce06c8-925e-459b-a737-dfc74d7c1507 | 2025-05-12T08:39:19 | network | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 69.29.69.50 to 182.141.242.112 MITRE Technique: T1204.002 | {
"geo_location": "Trinidad and Tobago",
"device_hash": "eceb0b68e8390c20a42a5fad3865fbeca4d7129b012596683f4d6fc1ca6c210b",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_3 rv:4.0; wo-SN) AppleWebKit/533.13.1 (KHTML, like Gecko) Version/4.0 Safari/533.13.1",
"session_id": "6c1e412f-8482-4904-bcac-be1... | null | covert_channel | null | 69.29.69.50 | null | MITRE Technique: T1204.002 | Network covert_channel from 69.29.69.50 to 182.141.242.112 MITRE Technique: T1204.002 | null | null | null | null | null | null | 182.141.242.112 | 712,588 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null |
814b3800-b046-4fdb-96fd-e7c1bf2b040d | 2021-03-16T03:37:34 | ids_alert | OSSEC v3.7.0 | emergency | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|emergency| desc=OSSEC Alert: Living-off-the-Land detected from 97.165.33.158 targeting N/A No additional info | {
"geo_location": "United Kingdom",
"device_hash": "07b06f915df713c476efa25e5bfaa0b292405fd7343f1555b068e0e09366a7af",
"user_agent": "Opera/8.46.(X11; Linux i686; mai-IN) Presto/2.9.186 Version/12.00",
"session_id": "cf5f5deb-50df-406a-a7f2-3d53a77f75f0",
"risk_score": 63.19,
"confidence": 0.91
} | null | null | null | 97.165.33.158 | null | No additional info | OSSEC Alert: Living-off-the-Land detected from 97.165.33.158 targeting N/A No additional info | null | null | null | null | null | null | N/A | null | null | null | null | null | null | null | null | null | null | null | Living-off-the-Land | SIG-3025 | Malware |
96c233dd-c9f2-4988-a21c-f895ab3a95a1 | 2025-03-06T14:47:26 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by mccormickblake MITRE Technique: T1547.001 | {
"geo_location": "South Africa",
"device_hash": "b04793a814bdc7ce5a363248c3a5c6cfe977a48f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/5.0)",
"session_id": "70259a26-3d21-4b15-95a2-3b1c0caedaa7",
"risk_score": 42.42,
"confidence": 0.22
} | mccormickblake | api_abuse | null | null | null | MITRE Technique: T1547.001 | AI system api_abuse by mccormickblake MITRE Technique: T1547.001 | model-c720a0c3 | 2a0b0bc37f137795b944a41efb1136d7 | 912e1bd7d28ae5e2ae5c910a164f7ae52bfb7db67a9b8f3d7165329bdd39cc49 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8858458d-430d-4b44-9378-e50c82465bd1 | 2025-06-07T13:29:31 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth timeout for brittanymartinez via password from 118.236.132.250 No additional info | {
"geo_location": "Iran",
"device_hash": "b95e56518c17c863038725c13320b4f5747cf6df2f0e020b43053465f2ba481b",
"user_agent": "Mozilla/5.0 (Linux; Android 2.0.1) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/36.0.811.0 Safari/531.1",
"session_id": "97c8697a-f93a-43ee-b8a5-89b0abba793b",
"risk_score": 41.09,
"co... | brittanymartinez | timeout | password | 118.236.132.250 | 1d:1a:f1:87:24:05 | No additional info | Auth timeout for brittanymartinez via password from 118.236.132.250 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
62195666-7d06-471c-8ee3-8ea631ef6f8d | 2025-01-27T05:52:09 | firewall | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect ICMP traffic from 135.83.120.83:323 to 10.251.122.126:631 MITRE Technique: T1547.001 | Geo anomaly: Impossible travel detected noise=main | {
"geo_location": "Niue",
"device_hash": "204c95d44f7ee9b7df4fbb0e85e361c4aa754b4234eb9e3a99d1ad3466728270",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_4 rv:5.0; lb-LU) AppleWebKit/535.22.7 (KHTML, like Gecko) Version/5.0 Safari/535.22.7",
"session_id": "87d2ee48-2e68-4aa7-b5e8-092a54fbc04a",... | null | inspect | null | 135.83.120.83 | null | MITRE Technique: T1547.001 | Geo anomaly: Impossible travel detected | Firewall inspect ICMP traffic from 135.83.120.83:323 to 10.251.122.126:631 MITRE Technique: T1547.001 | Geo anomaly: Impossible travel detected | null | null | null | null | null | null | 10.251.122.126 | 984,472 | ICMP | null | null | null | null | null | null | 323 | 631 | 2,934 | null | null | null |
b7fac260-61b7-4c1c-a9f5-bafd4743939f | 2025-02-03T04:20:30 | ai | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by brianlevine MITRE Technique: T1566.001 | {
"geo_location": "Jersey",
"device_hash": "3a42223d5495dc69cf97f333eb84022e",
"user_agent": "Opera/8.28.(X11; Linux i686; ks-IN) Presto/2.9.176 Version/10.00",
"session_id": "ebfc0a97-b168-4453-91c3-98b937b455b7",
"risk_score": 40.55,
"confidence": 0.01
} | brianlevine | prompt_injection | null | null | null | MITRE Technique: T1566.001 | AI system prompt_injection by brianlevine MITRE Technique: T1566.001 | model-5c6f2ba7 | b9c32c39934edc648bfeb50bd7d41db3d62092bdc2c5cadce3ddf8fab8f6d429 | 38dcbb911b06057b2bbb91871ddc36a7a3f3e823bf8ba4effae46066b00bcc2e | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
076c084f-ae6a-4c5f-bc1a-a43fa334cc46 | 2025-03-27T04:20:57 | cloud | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in AWS by josestark No additional info | {
"geo_location": "Barbados",
"device_hash": "5fcc895039c3db35571fb35e12f73432866a103c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/34.0.818.0 Safari/534.1",
"session_id": "aadf9314-f1c9-4e6f-a8b7-3ddea84bee0b",
"risk_score": 58.53,
"confidence": 0.76
} | josestark | api_abuse | null | null | null | No additional info | Cloud api_abuse in AWS by josestark No additional info | null | null | null | AWS | res-11261b33 | {
"baseline_deviation": 1.72,
"entropy": 5,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
331c07f8-56dc-40f7-810a-9467f95a552a | 2025-06-02T21:25:43 | ai | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by powellchristopher No additional info noise=open|deal|alone | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "593e12f1057a3c64e5a34107617b665d60caa0e6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "fd9f166b-aaec-4361-abd0-cf9cd08c3906",
"risk_score": 35.11,
"confidence": 0.71
} | powellchristopher | api_abuse | null | null | null | No additional info | AI system api_abuse by powellchristopher No additional info | model-b651b5f1 | 2aa95f36fa0629806555fe54d306cc655fb40efbc6dfe20e8156bdec23cea983 | aeffece119e55697d775fc98c4a8c79446df023c7d04552a67939ba5bcf7d65a | null | null | {
"baseline_deviation": 2.55,
"entropy": 3.91,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
791a450a-31b7-4a30-911f-19f2922917f0 | 2025-05-14T17:06:53 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by josegarza Associated Threat Actor: Kimsuky noise=C36E4497 | {
"geo_location": "Montserrat",
"device_hash": "865ac9e0784f938e55771ccf272800584eec10e1",
"user_agent": "Opera/9.18.(Windows CE; kok-IN) Presto/2.9.186 Version/11.00",
"session_id": "9675e575-9ce8-4918-beb6-8a26a2282254",
"risk_score": 69.77,
"confidence": 0.32
} | josegarza | fine_tuning | null | null | null | Associated Threat Actor: Kimsuky | AI system fine_tuning by josegarza Associated Threat Actor: Kimsuky | model-0dc21c3c | 4c068a61d1df82977525420fd6aeb3bf | 2f4d8bab822be9044741407f40955f64 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7d2c97a2-b112-41ee-a185-109144c5a4aa | 2025-06-03T00:49:21 | iot | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|medium| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "67c5e57572a298968f172e665c1ed03c252b429b33eed3e04960b31f9c7d681b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_8 rv:5.0; ru-RU) AppleWebKit/534.43.2 (KHTML, like Gecko) Version/4.1 Safari/534.43.2",
"session_id": "c5f5b8af-5e82-41e3-... | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | null | null | null | null | null | null | null | null | Camera | iot-1a9128b2 | 2.4 | null | null | null | null | null | null | null | null | null |
05260e03-9195-4eb5-9bc7-665a4adb2c05 | 2025-01-13T22:13:16 | auth | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|info| desc=Auth locked for hpierce via SAML from 210.65.236.116 No additional info | {
"geo_location": "Myanmar",
"device_hash": "8a3586c4a60b6b97a3ff48affa72432a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 15_8_2 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/15.3q6021.0 Mobile/78C173 Safari/531.1",
"session_id": "f3913fe1-d87d-47fe-80c1-95e11ae5cf90",
"risk_score": 41.04,
... | hpierce | locked | SAML | 210.65.236.116 | 0c:1c:d8:2b:9d:9a | No additional info | Auth locked for hpierce via SAML from 210.65.236.116 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
263bd505-cfd9-4c66-ae3f-c0da5a16cf77 | 2025-04-16T09:49:44 | endpoint | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism between by autumn94 MITRE Technique: T1204.002 | Living-off-the-land technique detected | {
"geo_location": "Malawi",
"device_hash": "a11ec236a271e2ce94bf40dc6b19fdad",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/531.2.1 (KHTML, like Gecko) Version/4.0.3 Safari/531.2.1",
"session_id": "c9d9116a-5d13-4ac1-9e04-349c60ca46c9",
"risk_score": 52.66,
"confidence": 0.8
... | autumn94 | persistence_mechanism | null | null | null | MITRE Technique: T1204.002 | Living-off-the-land technique detected | Endpoint persistence_mechanism between by autumn94 MITRE Technique: T1204.002 | Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | between | 5,063 | powershell.exe | null | null | null | null | null | null |
2226cb12-58b0-4756-abce-414064128f9d | 2025-02-23T10:03:00 | ai | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by walteradkins No additional info noise=categories/app/category | {
"geo_location": "Luxembourg",
"device_hash": "89cb7fe47978e23467d29a512a1fa097ad2553a4",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_5) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/46.0.885.0 Safari/531.2",
"session_id": "fe7d03cd-d2d6-4c81-a3bd-f3ff56ca6d54",
"risk_score": 49.54,
"confidenc... | walteradkins | model_inversion | null | null | null | No additional info | AI system model_inversion by walteradkins No additional info | model-05bc2d5c | 33a0e5c6e66fe36f9bf69c5d416be2e2 | d5acf92099432208febbac5283248b8aa052b27d84bfa31a5312e1b7eb8d93c1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
abff7bbd-8626-4f4e-8d5b-e17c45e2383f | 2025-01-18T13:28:38 | iot | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat physical_tamper No additional info | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "5e08a5a031e8166a4128e998dab8d75c7c1480a7",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_8) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/46.0.845.0 Safari/533.2",
"session_id": "ec4d8216-19f8-46a5-b1f0-81ad3d907239",
"risk_score": 53.... | null | physical_tamper | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | null | null | null | null | null | null | null | null | null | Thermostat | iot-41955000 | 6.2 | null | null | null | null | null | null | null | null | null |
226b7ed4-1af2-44c0-bfc4-c52d4c364f56 | 2025-01-20T09:48:12 | auth | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|low| desc=Auth locked for baileyashley via passwordless from 102.179.55.86 No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "6b9df6fc6d64259d902330180431fd6f",
"user_agent": "Opera/9.45.(X11; Linux i686; ar-BH) Presto/2.9.161 Version/12.00",
"session_id": "05403ef6-89de-4f0f-a83f-89b40d4d2238",
"risk_score": 30.15,
"confidence": 0.48
} | baileyashley | locked | passwordless | 102.179.55.86 | 2e:fa:8e:37:06:7f | No additional info | Auth locked for baileyashley via passwordless from 102.179.55.86 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b29fb379-35b3-40bc-bc8d-64e5d8eef30a | 2025-03-17T13:14:34 | 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 23.172.209.49 targeting 211.212.55.240 No additional info | {
"geo_location": "Senegal",
"device_hash": "55caf7afab5dedbdb7cf99b9c2ba4701d0ab07efed76d41ca1a5baf05fa0e0e6",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; bho-IN; rv:1.9.1.20) Gecko/2554-08-31 20:01:41 Firefox/3.8",
"session_id": "7087fb25-731f-44b1-b342-95092bc372a3",
"risk_score": 15.49,
"confidence": 0.... | null | null | null | 23.172.209.49 | null | No additional info | Tanium Alert: Brute Force detected from 23.172.209.49 targeting 211.212.55.240 No additional info | null | null | null | null | null | null | 211.212.55.240 | null | null | null | null | null | null | null | null | null | null | null | Brute Force | SIG-2641 | Evasion |
327b3493-ab70-44ea-a662-e7b6eb3d4f27 | 2025-02-21T11:59:55 | ids_alert | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|medium| desc=AlienVault Alert: Zero-Day Exploit detected from 10.189.90.153 targeting 86.188.96.145 No additional info noise=9ED1CB62 | {
"geo_location": "Syrian Arab Republic",
"device_hash": "5dd69d9693c9d0495659ceb9b42a69720d678ac30b098499639368b9ec079c0b",
"user_agent": "Mozilla/5.0 (Android 2.3; Mobile; rv:17.0) Gecko/17.0 Firefox/17.0",
"session_id": "6eca32f8-f2ec-417c-a464-a7665b75ca9f",
"risk_score": 88.13,
"confidence": 0.66
} | null | null | null | 10.189.90.153 | null | No additional info | AlienVault Alert: Zero-Day Exploit detected from 10.189.90.153 targeting 86.188.96.145 No additional info | null | null | null | null | null | null | 86.188.96.145 | null | null | null | null | null | null | null | null | null | null | null | Zero-Day Exploit | SIG-7975 | Malware |
c9b96bc0-924d-4353-a592-dfb890ee9357 | 2025-04-07T10:55:41 | endpoint | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec /amount/church.bmp by william57 No additional info | {
"geo_location": "Mauritania",
"device_hash": "69b66ded86ed563e67c3a01e89bf0bf999f1b976",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/531.28.2 (KHTML, like Gecko) Version/4.0.4 Safari/531.28.2",
"session_id": "4a16e071-4e6f-41c2-9d05-c8cddde5b7df",
"risk_score": 57.49,
"con... | william57 | powershell_exec | null | null | null | No additional info | Endpoint powershell_exec /amount/church.bmp by william57 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | /amount/church.bmp | 8,417 | svchost.exe | null | null | null | null | null | null |
26a4b0a4-a20d-4487-95f1-1fe9d55a2c4c | 2025-04-19T23:43:39 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall drop SMB traffic from 175.198.197.146:775 to 187.148.94.162:481 No additional info | {
"geo_location": "American Samoa",
"device_hash": "a800978090dbd7ad3086f16e727d38b6",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_7 rv:2.0; am-ET) AppleWebKit/534.43.7 (KHTML, like Gecko) Version/4.0.1 Safari/534.43.7",
"session_id": "b8088186-60d1-4b07-ba03-82f0cdfc84f8",
"risk_score": 64.74,
... | null | drop | null | 175.198.197.146 | null | No additional info | Firewall drop SMB traffic from 175.198.197.146:775 to 187.148.94.162:481 No additional info | null | null | null | null | null | null | 187.148.94.162 | 37,613 | SMB | null | null | null | null | null | null | 775 | 481 | 2,364 | null | null | null |
a7c21c09-7f35-49e6-a137-4b546aa8e6e3 | 2025-01-16T23:37:21 | ai | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by brandon43 No additional info | {
"geo_location": "Malawi",
"device_hash": "7012bffb0958f5d4bbe4ef61c5b1682d644d22fb",
"user_agent": "Opera/9.38.(Windows 95; nr-ZA) Presto/2.9.184 Version/11.00",
"session_id": "cf91d63a-3c83-4ef1-be6a-73c67e5447f3",
"risk_score": 47.44,
"confidence": 0.75
} | brandon43 | prompt_injection | null | null | null | No additional info | AI system prompt_injection by brandon43 No additional info | model-236f9447 | 89f73f6ae9218f40014dd0df70292abd | 9d391f27878b49bf4c6d4d5dfcd54dd5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9c568f48-355d-4977-a3f0-92587873c6e3 | 2025-03-24T00:54:12 | ids_alert | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Zeek Alert: DNS Tunneling detected from 165.162.75.234 targeting N/A No additional info noise=wp-content/wp-content/main | {
"geo_location": "Norfolk Island",
"device_hash": "3acd7a1b3942272fdd796f42a5c6afda8940ea17849f204bb67bfe2e8918fcae",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/4.0)",
"session_id": "88fa8e07-bf0a-4fd1-86cb-63c5162a4aba",
"risk_score": 51.54,
"confidence": 0.46
} | null | null | null | 165.162.75.234 | null | No additional info | Zeek Alert: DNS Tunneling detected from 165.162.75.234 targeting N/A No additional info | null | null | null | null | null | null | N/A | null | null | null | null | null | null | null | null | null | null | null | DNS Tunneling | SIG-9194 | Policy |
7927e42a-adce-43c1-83ce-0e2ec94046f3 | 2025-01-16T11:32:31 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth timeout for dillon73 via MFA from 36.124.51.137 MITRE Technique: T1218.011 | {
"geo_location": "Iraq",
"device_hash": "421943c8eeaeb389117b1322d3f1759d39f17104",
"user_agent": "Opera/8.20.(X11; Linux i686; gez-ER) Presto/2.9.177 Version/11.00",
"session_id": "aa9ed114-762a-476d-89e8-f0ed7e4f54a3",
"risk_score": 33.55,
"confidence": 0.76
} | dillon73 | timeout | MFA | 36.124.51.137 | a1:8a:db:06:1c:49 | MITRE Technique: T1218.011 | Auth timeout for dillon73 via MFA from 36.124.51.137 MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
61260365-0310-481e-914c-263935e47850 | 2025-05-18T20:00:22 | firewall | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny ICMP traffic from 71.215.2.249:854 to 10.243.73.164:363 No additional info | {
"geo_location": "Tunisia",
"device_hash": "718612bb5e034d65eb570b531d3ee0ffc5dfd5a3a62248dedaf789f41dc6d754",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; bho-IN) AppleWebKit/535.46.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6535.46.6",
"session_id": "238d72cc-ab79-4973-8... | null | deny | null | 71.215.2.249 | null | No additional info | Firewall deny ICMP traffic from 71.215.2.249:854 to 10.243.73.164:363 No additional info | null | null | null | null | null | null | 10.243.73.164 | 955,271 | ICMP | null | null | null | null | null | null | 854 | 363 | 307 | null | null | null |
fa3befab-3683-4299-8ea6-305122c2b533 | 2025-06-29T00:32:18 | cloud | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in AWS by brianna91 No additional info | {
"geo_location": "China",
"device_hash": "5e0063dc4567367d1c7c100c7555b9cd451f68c8",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/532.40.3 (KHTML, like Gecko) Version/5.0 Safari/532.40.3",
"session_id": "bf8e1e2e-c153-4194-8da3-c7ff806d3506",
"risk_score": 78.08,
"confidence": 0.76
... | brianna91 | config_change | null | null | null | No additional info | Cloud config_change in AWS by brianna91 No additional info | null | null | null | AWS | res-1b0f18af | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
be4803f5-1ea2-4d58-b858-00d0e1c1bfdb | 2025-04-29T19:52:26 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall log-only DNS traffic from 37.43.194.169:20691 to 10.3.15.236:13888 No additional info | {
"geo_location": "Slovenia",
"device_hash": "d655ff535d1d4805b560dec5c5c9fc4bb1e5a90a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/5.0)",
"session_id": "6b75fc31-9a6d-4580-aae5-63b1cf46f7f6",
"risk_score": 37.92,
"confidence": 0.81
} | null | log-only | null | 37.43.194.169 | null | No additional info | Firewall log-only DNS traffic from 37.43.194.169:20691 to 10.3.15.236:13888 No additional info | null | null | null | null | null | {
"baseline_deviation": 0.83,
"entropy": 4.57,
"frequency_anomaly": false,
"sequence_anomaly": true
} | 10.3.15.236 | 885,486 | DNS | null | null | null | null | null | null | 20,691 | 13,888 | 3,408 | null | null | null |
9ce849fe-e20d-40db-9798-d4a609f2c9f6 | 2025-03-22T06:50:22 | iot | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat firmware_update MITRE Technique: T1566.001 | {
"geo_location": "Vietnam",
"device_hash": "57fa9daa1a495a3baafcecc67fa4478d662250b7",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/47.0.847.0 Safari/534.1",
"session_id": "7cf6a74b-5a7a-4fcc-b641-280afd400249",
"risk_score": 54.15,
"confidence": 0.43
} | null | firmware_update | null | null | null | MITRE Technique: T1566.001 | IoT device Thermostat firmware_update MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | Thermostat | iot-3fd99ffa | 6.2 | null | null | null | null | null | null | null | null | null |
ca51fc5b-d8e3-4223-968b-c68af55889f5 | 2025-01-16T20:52:56 | network | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 131.66.195.226 to 81.73.212.85 No additional info | {
"geo_location": "Bermuda",
"device_hash": "1ee962c98742fe7e23bd34688722360554a5dbc5",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/24.0.840.0 Safari/533.1",
"session_id": "584ece1d-6bb7-4c64-b5d1-7eb5e9298333",
"risk_score": 28.27,
"confidence": 0.52
} | null | beaconing | null | 131.66.195.226 | null | No additional info | Network beaconing from 131.66.195.226 to 81.73.212.85 No additional info | null | null | null | null | null | null | 81.73.212.85 | 5,693 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null |
6ce64249-52fe-4454-a1fa-6a6a8faea0a2 | 2025-06-25T17:54:15 | cloud | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in AWS by derek63 No additional info | {
"geo_location": "Belarus",
"device_hash": "5c168702ec5b76b89cebf9328204e791b64a3720",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/533.8.5 (KHTML, like Gecko) Version/5.1 Safari/533.8.5",
"session_id": "85ddaa1e-2210-4c29-8a94-f7576c54fae4",
"risk_score": 67.5,
"confidence": 0.95
} | derek63 | api_abuse | null | null | null | No additional info | Cloud api_abuse in AWS by derek63 No additional info | null | null | null | AWS | res-b1931309 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c3e6466e-c546-4315-81cd-d343ed3849d2 | 2025-02-09T17:56:53 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in AWS by david02 No additional info | {
"geo_location": "Lithuania",
"device_hash": "30750bdcd7411d8833068ed3d67762ab88711fbf",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/15.0.857.0 Safari/533.1",
"session_id": "ecfd1c0f-90dc-4c40-9628-9598cd612111",
"risk_score": 51.23,
"confidence": 0.17
} | david02 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in AWS by david02 No additional info | null | null | null | AWS | res-500463b6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fa80e0bf-51c9-4636-82d7-cf68c16b731c | 2025-02-13T03:16:47 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network connection from 185.101.198.47 to 53.74.243.137 Associated Threat Actor: APT34 | {
"geo_location": "China",
"device_hash": "85aa67325a5ddb0c6fa89acee73aa4ed",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/8060-11-06 01:33:07 Firefox/6.0",
"session_id": "46f1bd74-b172-4416-9391-5c427a6ff29f",
"risk_score": 70.18,
"confidence": 0.06
} | null | connection | null | 185.101.198.47 | null | Associated Threat Actor: APT34 | Network connection from 185.101.198.47 to 53.74.243.137 Associated Threat Actor: APT34 | null | null | null | null | null | null | 53.74.243.137 | 15,817 | UDP | null | null | null | null | null | null | null | null | null | null | null | null |
6115d447-9158-411d-90b5-5676025f73d0 | 2025-01-23T13:42:46 | iot | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC firmware_update MITRE Technique: T1204.002 noise=various|project|school | {
"geo_location": "Netherlands",
"device_hash": "85dbd80cfb73faa4e60e3f294c343ad553cfcfdf52b60218ad2d480f1d12abf7",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/25.0.875.0 Safari/532.0",
"session_id": "a0e8d229-7651-4ab1-a3aa-1e8a30f7c455",
"risk_score": 12.57,
"c... | null | firmware_update | null | null | null | MITRE Technique: T1204.002 | IoT device HVAC firmware_update MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | HVAC | iot-bc33b449 | 4.8 | null | null | null | null | null | null | null | null | null |
074f8031-d2dc-4659-b15f-6579ed38813c | 2025-04-03T14:51:54 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec /study/same.tiff by danielellis No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "8c1c2478a1cfb8b2661b48e1752965db",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ro-RO) AppleWebKit/533.33.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6533.33.2",
"session_id": "3d8bef4a-1e3b-495f-8d74-aedf3427feba"... | danielellis | powershell_exec | null | null | null | No additional info | Endpoint powershell_exec /study/same.tiff by danielellis No additional info | null | null | null | null | null | null | null | null | null | null | null | null | /study/same.tiff | 2,301 | powershell.exe | null | null | null | null | null | null |
cb0a64ee-b305-4ce3-b75f-7c3980898230 | 2025-02-07T17:55:39 | auth | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for paulmatthews via MFA from 125.254.36.223 No additional info | {
"geo_location": "Nicaragua",
"device_hash": "f391b594eb9a720bc31447e8da09387a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/4.0)",
"session_id": "843d197c-029e-4f74-a0f1-30cf675decd5",
"risk_score": 41.13,
"confidence": 0.87
} | paulmatthews | timeout | MFA | 125.254.36.223 | 8b:11:55:8f:05:0a | No additional info | Auth timeout for paulmatthews via MFA from 125.254.36.223 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
97eb5d25-5f82-4faf-8005-7bb2ad91fe26 | 2025-06-28T08:29:14 | ids_alert | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|medium| desc=OSSEC Alert: Container Escape detected from 1.31.206.216 targeting N/A Obfuscated payload detected | {
"geo_location": "Indonesia",
"device_hash": "582342ae66b6027b020f011263e5e57727f2f119b1a5e0f570c1fbc47aee7d89",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_0 rv:2.0; id-ID) AppleWebKit/533.42.6 (KHTML, like Gecko) Version/4.0.1 Safari/533.42.6",
"session_id": "8ebee049-f6d5-4100-9302-341c1f40b3d6... | null | null | null | 1.31.206.216 | null | Obfuscated payload detected | OSSEC Alert: Container Escape detected from 1.31.206.216 targeting N/A Obfuscated payload detected | null | null | null | null | null | null | N/A | null | null | null | null | null | null | null | null | null | null | null | Container Escape | SIG-4774 | Malware |
0fb7bbc8-4bcf-4355-9cc6-24504c45d31c | 2025-02-25T15:31:08 | iot | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Maldives",
"device_hash": "ba7ff9cf90a6818353a36d466f45142e352b810218b64a6b02089a8483604535",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/532.36.4 (KHTML, like Gecko) Version/5.0.5 Safari/532.36.4",
"session_id": "b5684afe-9c47-41e9-bcae-57528f8d361d",
"risk_score": ... | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | null | null | null | null | null | {
"baseline_deviation": 0.69,
"entropy": 6.02,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | HVAC | iot-772daf3e | 4.7 | null | null | null | null | null | null | null | null | null |
55df854d-a4fe-4167-9e4d-94549fdd6a36 | 2025-05-30T03:38:30 | iot | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "5b781f79b21655f61b66637ee8b5bfc0941da70d1fe494ca5abb77826fcddc51",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; nn-NO) AppleWebKit/532.17.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6532.17.7",
"session_id... | null | firmware_update | null | null | null | No additional info | IoT device Camera firmware_update No additional info | null | null | null | null | null | null | null | null | null | Camera | iot-44c5339c | 9.9 | null | null | null | null | null | null | null | null | null |
0c6a8e65-0222-4ddb-bd31-7cc129860d3b | 2025-04-09T17:51:25 | iot | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat side_channel Associated Threat Actor: Wizard Spider | {
"geo_location": "Namibia",
"device_hash": "a3492e5939b15180f70c91d05585f57126d6b5cc551e56300523eaad04cb9429",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "aaef8c9b-be5a-403e-98ba-675b678b0f5f",
"risk_score": 55.53,
"confidence": 0.22
} | null | side_channel | null | null | null | Associated Threat Actor: Wizard Spider | IoT device Thermostat side_channel Associated Threat Actor: Wizard Spider | null | null | null | null | null | null | null | null | null | Thermostat | iot-aa0f6063 | 6.5 | null | null | null | null | null | null | null | null | null |
f29031a7-e5e4-43a2-9bb5-59374f55efeb | 2025-02-19T09:59:09 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for thall via MFA from 3.70.130.155 MITRE Technique: T1543.003 | Associated Threat Actor: APT35 | {
"geo_location": "Greenland",
"device_hash": "361fb97d4b21ae74a641fe833e4934dd2e5c9599c757a688b35f805087de0681",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; ig-NG; rv:1.9.2.20) Gecko/2869-07-01 11:37:23 Firefox/3.8",
"session_id": "b02a738f-cb42-4a0b-9d2a-5c918fd304a6",
"risk_score": 44.45,
"confidence": 0... | thall | timeout | MFA | 3.70.130.155 | 3a:82:14:f4:cc:2b | MITRE Technique: T1543.003 | Associated Threat Actor: APT35 | Auth timeout for thall via MFA from 3.70.130.155 MITRE Technique: T1543.003 | Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
46f51d93-3dcd-4920-abf9-2e89fc20dae3 | 2025-04-26T16:13:28 | network | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|info| desc=Network beaconing from 196.142.179.240 to 11.27.182.195 MITRE Technique: T1190 | {
"geo_location": "China",
"device_hash": "b1eddb3a947ab61a98bd20eb4f6dce096b09ff00",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_3 rv:4.0; pl-PL) AppleWebKit/534.28.6 (KHTML, like Gecko) Version/4.0.5 Safari/534.28.6",
"session_id": "0f2da941-e4d8-4a41-8e61-3e6e5091cc34",
"risk_score": 78.8... | null | beaconing | null | 196.142.179.240 | null | MITRE Technique: T1190 | Network beaconing from 196.142.179.240 to 11.27.182.195 MITRE Technique: T1190 | null | null | null | null | null | null | 11.27.182.195 | 394,147 | UDP | null | null | null | null | null | null | null | null | null | null | null | null |
02eb8c3c-e9d8-46af-9097-c5f807ba8890 | 2025-07-11T10:32:24 | network | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|high| desc=Network connection from 222.63.140.199 to 10.183.142.225 Associated Threat Actor: APT38 | {
"geo_location": "Kiribati",
"device_hash": "7cd72557107e510631f15890d26d0501",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/4597-03-20 10:37:26 Firefox/3.8",
"session_id": "40f293f3-9c31-4e8b-9c55-056739d1c3bd",
"risk_score": 43.39,
"confidence": 0.15
} | null | connection | null | 222.63.140.199 | null | Associated Threat Actor: APT38 | Network connection from 222.63.140.199 to 10.183.142.225 Associated Threat Actor: APT38 | null | null | null | null | null | null | 10.183.142.225 | 221,517 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null |
c97bbd30-b886-4c56-966d-b0692000db16 | 2025-05-08T19:32:46 | ai | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by smithmatthew No additional info | {
"geo_location": "United States of America",
"device_hash": "b986b71111b709e81c2c8cb0f945f840a2627e800d9e797f01642e9e459c2778",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/5.1)",
"session_id": "53218825-8738-456a-b575-7901ac9c0d4e",
"risk_score": 27.16,
"confidence": 0.9
} | smithmatthew | fine_tuning | null | null | null | No additional info | AI system fine_tuning by smithmatthew No additional info | model-e263035e | 1d5e00cdb9021af8bc8e5109ff15ccb5 | e1de6622e783464fc3a1f64e55b005cf093dee1a0bb5f8dea6295dd54d41b5ea | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0346fb86-b1ed-4d7f-84b6-3220faaf8e9d | 2025-02-03T18:02:00 | ids_alert | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|high| desc=AlienVault Alert: Brute Force detected from 10.153.132.213 targeting N/A Associated Threat Actor: Mustang Panda | {
"geo_location": "Norway",
"device_hash": "a4ca8727dd029bab1fd6f317ec3b2d14dc1352b8",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_3; rv:1.9.5.20) Gecko/8779-12-15 03:24:09 Firefox/3.8",
"session_id": "255800e5-2096-4a79-be33-9a8a106d74fa",
"risk_score": 49.27,
"confidence": 0.12
} | null | null | null | 10.153.132.213 | null | Associated Threat Actor: Mustang Panda | AlienVault Alert: Brute Force detected from 10.153.132.213 targeting N/A Associated Threat Actor: Mustang Panda | null | null | null | null | null | null | N/A | null | null | null | null | null | null | null | null | null | null | null | Brute Force | SIG-6526 | Malware |
589b2b26-0177-4be6-a684-521cd5f49c1c | 2025-03-02T18:34:07 | 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: MFA Bypass detected from 185.107.228.87 targeting 17.39.248.41 No additional info | {
"geo_location": "Japan",
"device_hash": "4de202e1ff94b4d3fde0077ae9f92aa8e0b18df5",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_0) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/21.0.849.0 Safari/535.2",
"session_id": "aab1b3c4-0c8c-4ede-a285-d4413407a94a",
"risk_score": 79.01,
"confidence": ... | null | null | null | 185.107.228.87 | null | No additional info | FireEye HX Alert: MFA Bypass detected from 185.107.228.87 targeting 17.39.248.41 No additional info | null | null | null | null | null | null | 17.39.248.41 | null | null | null | null | null | null | null | null | null | null | null | MFA Bypass | SIG-4454 | Evasion |
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