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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
da87d18f-4b3d-4a1c-b04a-9f56f0754f75 | 2025-04-18T03:26:42 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by dillonalejandro No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "cf75db9a1ba5b94f74190c9813ab1397623a1a4c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0)",
"session_id": "ed79d537-e4d7-4e0f-a2ba-f8ecc8acb967",
"risk_score": 87.37,
"confidence": 0.68
} | null | null | null | null | null | No additional info | AI system prompt_injection by dillonalejandro No additional info | prompt_injection | null | null | dillonalejandro | null | null | null | null | null | null | null | null | null | null | null | null | model-6bcd35b8 | c3417c6a775c8f2015bfc846c5103091fe68d92f978385247b91f9e757a6cb88 | 55b8cbf1b5cab3d0ea045b313480743318e3c7a87a3233fdbe97334843072582 | null | null |
c4076371-620f-4436-9fe2-49e058300ff1 | 2025-05-27T23:42:02 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec learn by joseph34 MITRE Technique: T1543.003 noise=26922B86 | {
"geo_location": "China",
"device_hash": "2ef65dd8e2251be77033d5c807f7b6df",
"user_agent": "Mozilla/5.0 (Android 4.0.3; Mobile; rv:55.0) Gecko/55.0 Firefox/55.0",
"session_id": "03fef40d-d2d7-4f7e-ac16-b9907f40d49d",
"risk_score": 92.27,
"confidence": 0.39
} | null | null | null | null | null | MITRE Technique: T1543.003 | Endpoint wmi_exec learn by joseph34 MITRE Technique: T1543.003 | wmi_exec | null | null | joseph34 | learn | 6,471 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c80813e7-f6d5-465c-8090-c725eac05fbd | 2025-07-04T18:49:38 | endpoint | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism /although/soldier.mp3 by nicholas42 No additional info noise=FDD76C64 | {
"geo_location": "Monaco",
"device_hash": "3112f7043c056379f2c16a94cda05246",
"user_agent": "Opera/8.72.(Windows NT 4.0; ky-KG) Presto/2.9.170 Version/10.00",
"session_id": "ce1bf3c4-043b-49b4-9435-187915a7118e",
"risk_score": 25.67,
"confidence": 0.67
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism /although/soldier.mp3 by nicholas42 No additional info | persistence_mechanism | null | null | nicholas42 | /although/soldier.mp3 | 2,451 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6736cf5a-5914-410f-81d3-183f9beb3fd5 | 2025-03-16T21:27:40 | endpoint | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change spend by laura75 Living-off-the-land technique detected | {
"geo_location": "Bermuda",
"device_hash": "f709b02a9db317c32beb9608fa8c55ad4260389d",
"user_agent": "Mozilla/5.0 (Android 2.2.3; Mobile; rv:29.0) Gecko/29.0 Firefox/29.0",
"session_id": "e18cbe6c-ec73-4de3-a6a8-be5aeed60afc",
"risk_score": 70.17,
"confidence": 0.32
} | null | null | null | null | null | Living-off-the-land technique detected | Endpoint registry_change spend by laura75 Living-off-the-land technique detected | registry_change | null | null | laura75 | spend | 4,833 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
22f45369-9015-4ae2-abcc-617fbd22f301 | 2025-04-07T05:03:02 | cloud | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in Azure by jose32 No additional info | {
"geo_location": "Iran",
"device_hash": "fc400352f8c26dbc94229c3598c538be",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/31.0.835.0 Safari/531.1",
"session_id": "091b3703-373a-41c0-ac2c-0e784ff81bf0",
"risk_score": 45.72,
"confidence": 0.34
} | null | null | null | null | null | No additional info | Cloud instance_creation in Azure by jose32 No additional info | instance_creation | null | null | jose32 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-4113d552 |
52d8d9e0-038b-44fd-a8d8-5adbf41846a1 | 2025-01-23T10:28:17 | ids_alert | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|low| desc=Suricata Alert: Supply Chain Compromise detected from 5.67.214.214 targeting 103.230.168.203 MITRE Technique: T1204.002 noise=economy|system|catch | {
"geo_location": "Niue",
"device_hash": "20c425ec506f0a6c092cf07733a87850d68b74b2b22b94f6af678fed82a71053",
"user_agent": "Opera/8.96.(X11; Linux i686; iu-CA) Presto/2.9.169 Version/10.00",
"session_id": "ea77c84c-dff4-40d9-a35b-fabe930a4fb5",
"risk_score": 31.49,
"confidence": 0.35
} | 5.67.214.214 | 103.230.168.203 | Supply Chain Compromise | SIG-9500 | Malware | MITRE Technique: T1204.002 | Suricata Alert: Supply Chain Compromise detected from 5.67.214.214 targeting 103.230.168.203 MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
54ee2663-08b0-4f09-83dd-3bceb2611b3c | 2025-01-21T17:47:17 | cloud | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in Azure by amylove MITRE Technique: T1071.001 | Unconventional IOC: Quantum random number deviations noise=I|than|from | {
"geo_location": "Pakistan",
"device_hash": "8c236213d003a7387b5f786033159329edb003b9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/4.0)",
"session_id": "dfb1d9ce-9ac2-4fdf-b918-bcc8e8ecbb50",
"risk_score": 30.29,
"confidence": 0.21
} | null | null | null | null | null | MITRE Technique: T1071.001 | Unconventional IOC: Quantum random number deviations | Cloud storage_access in Azure by amylove MITRE Technique: T1071.001 | Unconventional IOC: Quantum random number deviations | storage_access | null | null | amylove | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-48832c67 |
3a583b63-3056-4538-a126-00bda674e453 | 2025-03-12T20:49:13 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Nauru",
"device_hash": "ec3c275e19d82e0f0f61fb0c38bff49670cbbb2bcad6e09db5319fff1e03526e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_3 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/46.0.857.0 Mobile/40H278 Safari/533.1",
"session_id": "51981038-15f3-4964-b320-0f81d7a12c23",
"risk_score": 31.75,
"confidence": 0.04
} | null | null | null | null | null | No additional info | IoT device HVAC side_channel No additional info | side_channel | null | null | null | null | null | null | null | HVAC | iot-ccda9040 | 2.2 | null | null | null | null | null | null | null | null | null | null |
4cb037ad-be3f-477b-851c-8ee67b664f15 | 2025-04-24T00:02:56 | ids_alert | CrowdStrike v6.45.0 | emergency | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|emergency| desc=CrowdStrike Alert: Brute Force detected from 129.171.197.47 targeting 93.251.182.197 No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "8e61ecb0b17dc61095734a67e004154467436557277ec839c31a05c1c37dc492",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_3 rv:3.0; kok-IN) AppleWebKit/531.37.5 (KHTML, like Gecko) Version/4.0.5 Safari/531.37.5",
"session_id": "c9809a70-9d75-4ba9-99cc-10e86236ffce",
"risk_score": 43,
"confidence": 0.69
} | 129.171.197.47 | 93.251.182.197 | Brute Force | SIG-4392 | Evasion | No additional info | CrowdStrike Alert: Brute Force detected from 129.171.197.47 targeting 93.251.182.197 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
757fc523-06dd-45f7-a450-aa759b823c80 | 2025-02-24T11:38:13 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for josephreyes via OAuth from 148.33.21.85 No additional info | {
"geo_location": "Italy",
"device_hash": "5f558326209241d28f48e60368aef97e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_1_3 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/14.0.865.0 Mobile/10L982 Safari/532.1",
"session_id": "3baa667f-96db-4c51-ba62-788c2f52a3e8",
"risk_score": 24.62,
"confidence": 0.15
} | 148.33.21.85 | null | null | null | null | No additional info | Auth locked for josephreyes via OAuth from 148.33.21.85 No additional info | locked | null | null | josephreyes | null | null | null | null | null | null | null | null | null | null | OAuth | de:75:5d:88:3f:c1 | null | null | null | null | null |
3bfb7b76-1815-498a-8f2c-afeb62bce683 | 2025-04-14T00:52:04 | firewall | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only UDP traffic from 171.87.254.33:57013 to 83.218.181.115:30 No additional info | {
"geo_location": "Haiti",
"device_hash": "bc8eab5985c2e3fb7f499f83061368cff2bf5079a5c5c7412309575ffa180b8e",
"user_agent": "Opera/8.69.(X11; Linux i686; ayc-PE) Presto/2.9.170 Version/12.00",
"session_id": "b71cbc59-00bb-4a31-afb3-d71029d8a623",
"risk_score": 49.43,
"confidence": 0.87
} | 171.87.254.33 | 83.218.181.115 | null | null | null | No additional info | Firewall log-only UDP traffic from 171.87.254.33:57013 to 83.218.181.115:30 No additional info | log-only | 301,347 | UDP | null | null | null | null | null | null | null | null | 57,013 | 30 | 1,917 | null | null | null | null | null | null | null |
e9ca6ec6-01cd-4b31-86f2-45bb1eea0a01 | 2025-03-14T17:43:41 | firewall | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine UDP traffic from 1.215.36.227:581 to 59.189.235.20:915 No additional info | {
"geo_location": "Vanuatu",
"device_hash": "d92033610736fdf1eff63475157dbf5a",
"user_agent": "Opera/8.95.(Windows 98; Win 9x 4.90; lzh-TW) Presto/2.9.187 Version/12.00",
"session_id": "98d06925-e8cf-4001-b3ff-1a39bcd53e65",
"risk_score": 69.05,
"confidence": 0.03
} | 1.215.36.227 | 59.189.235.20 | null | null | null | No additional info | Firewall quarantine UDP traffic from 1.215.36.227:581 to 59.189.235.20:915 No additional info | quarantine | 619,473 | UDP | null | null | null | null | null | null | null | null | 581 | 915 | 318 | null | null | null | null | null | null | null |
57f8ed9d-450c-4b1d-928c-dda06f629560 | 2025-05-02T18:29:16 | 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: Cloud API Abuse detected from 10.96.0.175 targeting 211.170.159.251 MITRE Technique: T1190 | {
"geo_location": "Syrian Arab Republic",
"device_hash": "429337de89e220fe6aa5b7c5b80e7e4f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/5.1)",
"session_id": "d5e19dd9-c8d9-4591-a79c-2b02349325ca",
"risk_score": 91.28,
"confidence": 0.62
} | 10.96.0.175 | 211.170.159.251 | Cloud API Abuse | SIG-5887 | Evasion | MITRE Technique: T1190 | FireEye HX Alert: Cloud API Abuse detected from 10.96.0.175 targeting 211.170.159.251 MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ac0fa439-7fe6-4712-a8c7-4d2933b01f87 | 2025-04-01T17:36:57 | auth | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|low| desc=Auth bypass for logankaren via key from 4.20.234.245 No additional info | {
"geo_location": "El Salvador",
"device_hash": "30312ddf897e939e9d64cb11366c6baaf23a0bb5",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; eu-FR) AppleWebKit/534.31.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6534.31.5",
"session_id": "6c6f12aa-3799-4936-8cfa-cf52027bef26",
"risk_score": 48.32,
"confidence": 0.65
} | 4.20.234.245 | null | null | null | null | No additional info | Auth bypass for logankaren via key from 4.20.234.245 No additional info | bypass | null | null | logankaren | null | null | null | null | null | null | null | null | null | null | key | fe:23:77:4f:e7:a8 | null | null | null | null | null |
b0f977bf-8644-4f71-a7f8-2c120c1440ec | 2025-05-30T19:23:25 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by janetprice No additional info | {
"geo_location": "Lebanon",
"device_hash": "a4f8bd45dbf52b51c18cc0eaccbaf485",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; apn-IN) AppleWebKit/531.3.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6531.3.5",
"session_id": "cda03107-3e9d-4856-a6b7-e35d9ba75077",
"risk_score": 42.53,
"confidence": 0.61
} | null | null | null | null | null | No additional info | AI system model_inversion by janetprice No additional info | model_inversion | null | null | janetprice | null | null | null | null | null | null | null | null | null | null | null | null | model-dc08fafa | 77fec37471ae159c23449197c7f7411c3c618390 | 076f102c07163c6a07d3a88f33777d39 | null | null |
ee9cc25c-a894-4d44-88f9-e917365a446f | 2025-04-23T04:39:00 | firewall | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only UDP traffic from 75.119.248.110:743 to 91.205.125.153:87 No additional info | {
"geo_location": "Djibouti",
"device_hash": "6cc58bbfc348116d40b1bc59ceb69ae2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/4.1)",
"session_id": "d5766f9e-58e5-40a7-88bc-b74d0d352d04",
"risk_score": 43.19,
"confidence": 0.42
} | 75.119.248.110 | 91.205.125.153 | null | null | null | No additional info | Firewall log-only UDP traffic from 75.119.248.110:743 to 91.205.125.153:87 No additional info | log-only | 69,299 | UDP | null | null | null | null | null | null | null | null | 743 | 87 | 76 | null | null | null | null | null | null | null |
214adaf5-8cd3-43c9-ac74-0f6c93b49e1e | 2025-03-25T10:40:13 | 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 model_inversion by trevor53 Associated Threat Actor: APT37 | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "cec51bd60ddee89305fc76713f30a797",
"user_agent": "Opera/8.53.(Windows NT 5.2; kok-IN) Presto/2.9.169 Version/12.00",
"session_id": "1e88fbda-a7cd-4a7f-8d98-29de6ae42174",
"risk_score": 74.75,
"confidence": 0.94
} | null | null | null | null | null | Associated Threat Actor: APT37 | AI system model_inversion by trevor53 Associated Threat Actor: APT37 | model_inversion | null | null | trevor53 | null | null | null | null | null | null | null | null | null | null | null | null | model-83ae9a86 | 4ef431b7d4e4f1bd032580aa3e79ab7a | 77977fbdcad65b2f1f981e625957fc76df1a6dd5 | null | null |
721e3b1c-f6c4-43ef-afe9-c425e2cc22ad | 2025-01-31T20:05:58 | 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: Zero-Day Exploit detected from 10.217.40.154 targeting N/A No additional info | {
"geo_location": "Jamaica",
"device_hash": "cf63fe1f09a43713f13817f7861b0262",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; pt-PT) AppleWebKit/532.39.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6532.39.4",
"session_id": "a9978780-749e-4457-8a47-59e55923b123",
"risk_score": 36.97,
"confidence": 0.85
} | 10.217.40.154 | N/A | Zero-Day Exploit | SIG-4625 | Recon | No additional info | Vectra AI Alert: Zero-Day Exploit detected from 10.217.40.154 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 |
94835238-b6bb-4006-aa4c-7e4706ab3ea8 | 2025-06-28T05:55:24 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall allow DNS traffic from 216.160.12.142:993 to 82.11.61.231:57592 No additional info | {
"geo_location": "Pitcairn Islands",
"device_hash": "7ed43efa3f426bfe3fa813f21881e1e1",
"user_agent": "Opera/9.86.(X11; Linux i686; ne-NP) Presto/2.9.169 Version/12.00",
"session_id": "092357e1-cf72-42af-8b08-e7122fa14246",
"risk_score": 54.7,
"confidence": 0.15
} | 216.160.12.142 | 82.11.61.231 | null | null | null | No additional info | Firewall allow DNS traffic from 216.160.12.142:993 to 82.11.61.231:57592 No additional info | allow | 882,766 | DNS | null | null | null | null | null | null | null | null | 993 | 57,592 | 1,757 | null | null | null | null | null | null | null |
4035655a-bf7f-4baf-bbbe-8dd77db68552 | 2025-01-13T04:09:43 | iot | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "d3d489d80809dfbc94cbb66da102db8eb16bed97",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_0 rv:4.0; da-DK) AppleWebKit/532.19.6 (KHTML, like Gecko) Version/5.0.5 Safari/532.19.6",
"session_id": "01c6e14b-5e1d-4539-97fa-808e52baf4ed",
"risk_score": 51.2,
"confidence": 0.32
} | null | null | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Sensor | iot-22af7b90 | 10.7 | null | null | null | null | null | null | null | null | null | null |
33eba313-8745-49c0-887a-626e5400c3a2 | 2025-01-27T11:48:20 | network | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|medium| desc=Network connection from 140.45.178.22 to 11.113.171.127 MITRE Technique: T1134.001 | {
"geo_location": "Ecuador",
"device_hash": "506ddc296da257312a2b80fbbeeb04656bfdcc31",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; lzh-TW) AppleWebKit/531.5.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6531.5.2",
"session_id": "26e400c7-5016-4d6a-82b1-4bfe4848b983",
"risk_score": 0,
"confidence": 0.37
} | 140.45.178.22 | 11.113.171.127 | null | null | null | MITRE Technique: T1134.001 | Network connection from 140.45.178.22 to 11.113.171.127 MITRE Technique: T1134.001 | connection | 937,040 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b0b15a75-1850-4994-ba86-e5c5c01ea606 | 2025-05-15T02:01:26 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth challenge for vhicks via passwordless from 86.246.207.73 No additional info | {
"geo_location": "Kenya",
"device_hash": "41903bdae75210785c8f26baae76e2ccc03fd668",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_3) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/50.0.851.0 Safari/534.1",
"session_id": "dfda7632-b064-4acc-8b30-c6eda8295e3f",
"risk_score": 0,
"confidence": 0.44
} | 86.246.207.73 | null | null | null | null | No additional info | Auth challenge for vhicks via passwordless from 86.246.207.73 No additional info | challenge | null | null | vhicks | null | null | null | null | null | null | null | null | null | null | passwordless | 9d:ed:1f:c3:fa:f2 | null | null | null | null | null |
4d54cde8-f174-4f53-bcaa-5ee6b18b897d | 2025-03-09T22:51:20 | firewall | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall allow RDP traffic from 83.235.7.199:17447 to 151.193.19.71:644 MITRE Technique: T1110.003 noise=CE367A28 | {
"geo_location": "United Arab Emirates",
"device_hash": "d6606639323e8c88fd87169fee5a8d69",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/4.1)",
"session_id": "f5005055-78a9-4504-bc3f-69a9c52bf6c2",
"risk_score": 69.48,
"confidence": 0.66
} | 83.235.7.199 | 151.193.19.71 | null | null | null | MITRE Technique: T1110.003 | Firewall allow RDP traffic from 83.235.7.199:17447 to 151.193.19.71:644 MITRE Technique: T1110.003 | allow | 919,456 | RDP | null | null | null | null | null | null | null | null | 17,447 | 644 | 547 | null | null | null | null | null | null | null |
a3f689c7-6e6f-4749-aa17-2c3ece23c5fb | 2025-03-19T21:26:56 | iot | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC command_injection MITRE Technique: T1486 | {
"geo_location": "Antigua and Barbuda",
"device_hash": "17c144b747c76cd9d0662fa263cca0957ddb1d3d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_0 rv:2.0; tk-TM) AppleWebKit/533.16.1 (KHTML, like Gecko) Version/4.0 Safari/533.16.1",
"session_id": "cbb566e6-728b-4164-ace1-2f5925e06518",
"risk_score": 51.28,
"confidence": 0.7
} | null | null | null | null | null | MITRE Technique: T1486 | IoT device HVAC command_injection MITRE Technique: T1486 | command_injection | null | null | null | null | null | null | null | HVAC | iot-7f80da89 | 5.6 | null | null | null | null | null | null | null | null | null | null |
22a2d02b-f7e1-49bf-8b48-62ca933a0856 | 2025-04-22T14:04:08 | network | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 23.101.159.74 to 126.158.238.120 No additional info | {
"geo_location": "Swaziland",
"device_hash": "6688a3a17be27e475c748fef0841cb09",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.5) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/37.0.897.0 Safari/535.2",
"session_id": "465adadd-55b3-4162-8c54-46d1f4d7d0b8",
"risk_score": 92.89,
"confidence": 0.71
} | 23.101.159.74 | 126.158.238.120 | null | null | null | No additional info | Network protocol_anomaly from 23.101.159.74 to 126.158.238.120 No additional info | protocol_anomaly | 627,000 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
809173c7-1dd6-4076-a009-1dd954e4a113 | 2025-02-15T14:41:56 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth bypass for aanderson via passwordless from 12.72.172.84 No additional info | {
"geo_location": "Sweden",
"device_hash": "dbf4683f84cd3e8c5eb7042d2e95a659de5b9ab9dccbb7f0afb0ec96242178b5",
"user_agent": "Opera/8.29.(X11; Linux x86_64; ik-CA) Presto/2.9.176 Version/11.00",
"session_id": "4420031d-6a97-4cff-82f7-2bad33fde3c3",
"risk_score": 61.82,
"confidence": 0.64
} | 12.72.172.84 | null | null | null | null | No additional info | Auth bypass for aanderson via passwordless from 12.72.172.84 No additional info | bypass | null | null | aanderson | null | null | null | null | null | null | null | null | null | null | passwordless | ae:ea:04:51:66:1c | null | null | null | null | null |
7605609b-a007-4b02-97db-618375098558 | 2025-04-18T03:07:56 | ids_alert | Wazuh v4.5.0 | emergency | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=Wazuh Alert: Domain Fronting detected from 159.178.97.160 targeting 10.213.38.244 Associated Threat Actor: REvil noise=never|subject|onto | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "910baf84bad30976735e2e42e55701f1",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_9; rv:1.9.5.20) Gecko/9662-02-19 00:07:16 Firefox/3.6.13",
"session_id": "8f613a3d-0712-4975-ad63-7f5ad33816e0",
"risk_score": 13.44,
"confidence": 0.51
} | 159.178.97.160 | 10.213.38.244 | Domain Fronting | SIG-6510 | Recon | Associated Threat Actor: REvil | Wazuh Alert: Domain Fronting detected from 159.178.97.160 targeting 10.213.38.244 Associated Threat Actor: REvil | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
535840b1-43f1-435b-bd2c-7f502263057b | 2025-03-09T20:47:35 | ai | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by leonardconway No additional info noise=app | {
"geo_location": "Sao Tome and Principe",
"device_hash": "347d33e6e1d348d7e2b182c23def4e2a23e6a704",
"user_agent": "Opera/9.51.(X11; Linux x86_64; ln-CD) Presto/2.9.177 Version/12.00",
"session_id": "645ba766-379e-43e4-a232-9cb30670ce6e",
"risk_score": 100,
"confidence": 0.61
} | null | null | null | null | null | No additional info | AI system model_access by leonardconway No additional info | model_access | null | null | leonardconway | null | null | null | null | null | null | null | null | null | null | null | null | model-63b54501 | a50ec80c1ec776779add9f1206d9f6b7f02df3564c249563f4e648df48cdc6ed | 932031becb161f7d1859da60241cd914a199a0339d1a5df9e6a96c5d0517a745 | null | null |
3995789d-3bf2-40fc-ba42-da2e9618b00a | 2025-02-17T09:51:23 | firewall | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only HTTP traffic from 138.82.222.11:724 to 42.141.252.170:804 MITRE Technique: T1566.001 | {
"geo_location": "Bangladesh",
"device_hash": "32547d53d05086c55386bc9875edf7d2",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_3) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/50.0.845.0 Safari/535.1",
"session_id": "12a26b05-a935-4c2b-800e-daae2f9cbd4c",
"risk_score": 75.99,
"confidence": 0.73
} | 138.82.222.11 | 42.141.252.170 | null | null | null | MITRE Technique: T1566.001 | Firewall log-only HTTP traffic from 138.82.222.11:724 to 42.141.252.170:804 MITRE Technique: T1566.001 | log-only | 775,196 | HTTP | null | null | null | null | null | null | null | null | 724 | 804 | 1,994 | null | null | null | null | null | null | null |
842fe16f-915b-4eb5-a60f-51bec71d93f5 | 2025-03-05T07:36:39 | cloud | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in Alibaba by jnixon No additional info | {
"geo_location": "Burundi",
"device_hash": "04d306cb4412b5675f5451293b25c6fd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/3.1)",
"session_id": "f234802d-4c30-4dd4-a793-ef1ed0c91203",
"risk_score": 65.47,
"confidence": 0.64
} | null | null | null | null | null | No additional info | Cloud shadow_it in Alibaba by jnixon No additional info | shadow_it | null | null | jnixon | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-27b0b35f |
26be6c53-0f6c-4408-85c3-7084996ea2b7 | 2025-01-29T08:48:43 | iot | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC battery_drain MITRE Technique: T1566.001 noise=VGhlc2Uu | {
"geo_location": "China",
"device_hash": "896fe1898ceb1d2445890ae6396022cf97fca99c",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; nso-ZA; rv:1.9.1.20) Gecko/7664-09-15 20:33:06 Firefox/3.6.16",
"session_id": "91ad420b-4471-4876-8fb1-3f53e3e870c8",
"risk_score": 98.76,
"confidence": 0.49
} | null | null | null | null | null | MITRE Technique: T1566.001 | IoT device HVAC battery_drain MITRE Technique: T1566.001 | battery_drain | null | null | null | null | null | null | null | HVAC | iot-50f4b764 | 2.0 | null | null | null | null | null | null | null | null | null | null |
855c38e3-5a0d-44bc-ad84-326c376b6428 | 2025-01-24T21:14:19 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: Supply Chain Compromise detected from 206.199.201.122 targeting 123.151.246.126 No additional info | {
"geo_location": "Angola",
"device_hash": "44a90e1e899f1067d66a511db90a1a64",
"user_agent": "Opera/8.79.(Windows 98; mn-MN) Presto/2.9.184 Version/11.00",
"session_id": "b4c017e0-025c-4f8b-8e7f-457bbd73eee0",
"risk_score": 66.8,
"confidence": 0.22
} | 206.199.201.122 | 123.151.246.126 | Supply Chain Compromise | SIG-1059 | Malware | No additional info | AlienVault Alert: Supply Chain Compromise detected from 206.199.201.122 targeting 123.151.246.126 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
52f3a887-1d27-43de-b387-9d7983cb532d | 2023-05-15T09:08:17 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth locked for pramirez via passwordless from 61.233.169.161 MITRE Technique: T1566.001 | {
"geo_location": "Latvia",
"device_hash": "59a68e2aa97b0f74e45e29a33fa4870db857a6f54eeaf9618ab3682539b25dec",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/7173-10-15 07:53:28 Firefox/3.8",
"session_id": "94cc0092-c92f-4ae4-b9a3-a8c0e4be005b",
"risk_score": 53.32,
"confidence": 0.88
} | 61.233.169.161 | null | null | null | null | MITRE Technique: T1566.001 | Auth locked for pramirez via passwordless from 61.233.169.161 MITRE Technique: T1566.001 | locked | null | null | pramirez | null | null | null | null | null | null | null | null | null | null | passwordless | ce:f6:30:f8:bf:c5 | null | null | null | null | null |
6cc39c4e-aa00-4781-975c-d3033da8fce7 | 2025-03-15T14:01:19 | iot | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Russian Federation",
"device_hash": "b7653a6c74a28b3fe3ccfea357e135de",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; ig-NG; rv:1.9.0.20) Gecko/9690-08-01 22:11:55 Firefox/3.6.6",
"session_id": "1d6cd4a8-2905-4270-aebc-53f2bc6dd169",
"risk_score": 74.34,
"confidence": 0.28
} | null | null | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Thermostat | iot-427625b6 | 9.9 | null | null | null | null | null | null | null | null | null | null |
4619df0c-d77e-45cd-965a-288993470e80 | 2025-04-11T14:11:16 | iot | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical sensor_spoofing No additional info | {
"geo_location": "Bulgaria",
"device_hash": "03e22360301199cbc142a04bb470ac62462c402df02dde4a7bf473bffe6da44e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/535.41.5 (KHTML, like Gecko) Version/5.0.4 Safari/535.41.5",
"session_id": "1a3bc820-7a81-4403-b7ab-ed2793cbcaff",
"risk_score": 60.88,
"confidence": 0.45
} | null | null | null | null | null | No additional info | IoT device Medical sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Medical | iot-1fe300a2 | 3.3 | null | null | null | null | null | null | null | null | null | null |
6bded839-4c87-4590-b7d5-efb3568d4f86 | 2025-02-18T18:40:41 | ids_alert | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=LogRhythm Alert: SQL Injection detected from 10.233.193.108 targeting 10.3.231.22 Associated Threat Actor: TA505 | {
"geo_location": "Morocco",
"device_hash": "1b314e51f413afc7da02c2af6383fc5685b7588f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/5.1)",
"session_id": "872baf68-5557-481e-a362-713979691f3d",
"risk_score": 49.83,
"confidence": 0.24
} | 10.233.193.108 | 10.3.231.22 | SQL Injection | SIG-1902 | Evasion | Associated Threat Actor: TA505 | LogRhythm Alert: SQL Injection detected from 10.233.193.108 targeting 10.3.231.22 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 |
7aa79e8d-8b37-4fd4-9c48-4881ff5cd0d9 | 2025-07-05T10:03:51 | ids_alert | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|critical| desc=Snort Alert: Cloud API Abuse detected from 118.158.217.59 targeting 28.1.154.219 No additional info | {
"geo_location": "Iran",
"device_hash": "1bb1629c37b896c1eaf1354918d4e497",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/40.0.877.0 Safari/535.0",
"session_id": "86b54572-d195-4e6b-806f-352aba8d12f0",
"risk_score": 60.04,
"confidence": 0.52
} | 118.158.217.59 | 28.1.154.219 | Cloud API Abuse | SIG-2062 | Exploit | No additional info | Snort Alert: Cloud API Abuse detected from 118.158.217.59 targeting 28.1.154.219 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
51d5928f-2c92-4cfc-b281-e17c32350e7b | 2025-02-13T20:01:03 | endpoint | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop everything by wisesean MITRE Technique: T1574.002 | {
"geo_location": "Austria",
"device_hash": "09f6b21790068cc52a116bba5ac04163f54b2710",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; tcy-IN) AppleWebKit/534.22.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6534.22.2",
"session_id": "f53c8f4d-39ae-4e86-90b2-5db35b3e0d55",
"risk_score": 61.37,
"confidence": 0.22
} | null | null | null | null | null | MITRE Technique: T1574.002 | Endpoint process_stop everything by wisesean MITRE Technique: T1574.002 | process_stop | null | null | wisesean | everything | 7,723 | svchost.exe | {
"baseline_deviation": 1.77,
"entropy": 4.65,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
abf1ff31-d770-484c-acb5-6f484bf069d6 | 2025-07-03T09:22:17 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by campbelllaura No additional info noise=trip|language|catch | {
"geo_location": "Gabon",
"device_hash": "fa2f6ab529e7f6a4e6f2e6ef12cd04102afc3642",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/3.1)",
"session_id": "603e4167-3087-421c-b565-dff12929798c",
"risk_score": 36.93,
"confidence": 0.81
} | null | null | null | null | null | No additional info | AI system fine_tuning by campbelllaura No additional info | fine_tuning | null | null | campbelllaura | null | null | null | null | null | null | null | null | null | null | null | null | model-9cf0fe6e | 2c13563498f26d36aeb349c3d2f2f4ed | 4834202c899f776f9770f4e392b899390c8a73eee0f443d4d9d98f15886ad242 | null | null |
7e84010a-2620-47ca-9492-8eeb9dc9146b | 2025-05-26T04:35:18 | cloud | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in GCP by sbass No additional info | {
"geo_location": "France",
"device_hash": "f53ea78308ec9afd76bc1a19700cb46a037aa5f3",
"user_agent": "Mozilla/5.0 (Windows CE; hr-HR; rv:1.9.0.20) Gecko/7388-06-16 10:28:14 Firefox/3.8",
"session_id": "3758eaea-9e88-439d-ad11-69bab11fa6d0",
"risk_score": 48.87,
"confidence": 0.26
} | null | null | null | null | null | No additional info | Cloud instance_creation in GCP by sbass No additional info | instance_creation | null | null | sbass | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-d85c5a95 |
eb041c41-011d-421a-a048-a21fc8f07c62 | 2025-02-12T20:05:31 | 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 battery_drain No additional info | {
"geo_location": "Egypt",
"device_hash": "d3f543e29659778f2da619b8ba97915c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; hak-TW) AppleWebKit/534.18.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6534.18.1",
"session_id": "08a47990-adf3-4eb1-9862-1657984bf537",
"risk_score": 67.03,
"confidence": 0.62
} | null | null | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Thermostat | iot-1389adc3 | 6.9 | null | null | null | null | null | null | null | null | null | null |
97f90183-c16b-4f00-9da8-af9bfd7e4186 | 2025-02-11T14:17:22 | ai | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|info| desc=AI system model_access by sarahyates Unconventional IOC: TPM attestation failures | {
"geo_location": "Jersey",
"device_hash": "2704f2f85d9024c07cd73dca8124448232638970ca1982e67ed18f25078a041c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/4.0)",
"session_id": "06e59e3e-0189-40b8-92bf-62b2611da9bf",
"risk_score": 74.51,
"confidence": 0.01
} | null | null | null | null | null | Unconventional IOC: TPM attestation failures | AI system model_access by sarahyates Unconventional IOC: TPM attestation failures | model_access | null | null | sarahyates | null | null | null | null | null | null | null | null | null | null | null | null | model-c5a8afb3 | 610c4158aa34d622f872bfb7c5451562 | 5bdcf0c78b6fd13c274ff804d98cca0044266faf | null | null |
d02908ba-9b87-4572-a221-f26231b16895 | 2025-06-23T18:13:47 | network | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 156.168.62.31 to 10.247.203.206 No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "dc01f41f488f658a8708a1d9393e45f8cf93b999fb68a20a41a8e05dde089515",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.2) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/51.0.877.0 Safari/535.1",
"session_id": "229f66a6-5dbc-4949-9ed6-c3729a552c9d",
"risk_score": 76,
"confidence": 0.93
} | 156.168.62.31 | 10.247.203.206 | null | null | null | No additional info | Network bandwidth_usage from 156.168.62.31 to 10.247.203.206 No additional info | bandwidth_usage | 377,562 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ddcddfca-e626-42b1-aafc-f86e6753eeeb | 2025-07-04T20:04:13 | cloud | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in Azure by lozanocynthia No additional info | {
"geo_location": "Botswana",
"device_hash": "81543c65c906385cb8977a903089097afd7bba20719022cac0785ff24f110e63",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/5.1)",
"session_id": "f74a6433-a767-47f7-bdec-39d0ccb8c657",
"risk_score": 52.01,
"confidence": 0.99
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Azure by lozanocynthia No additional info | crypto_mining | null | null | lozanocynthia | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-cfbef92c |
27e51554-a7cf-4bd4-9fe2-fd795211a884 | 2025-03-01T23:42:58 | endpoint | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint wmi_exec direction by jordanjulia Living-off-the-land technique detected noise=categories/list | {
"geo_location": "Burundi",
"device_hash": "9156916a14db975d9febc93858d97cbb",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; tig-ER) AppleWebKit/533.3.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6533.3.2",
"session_id": "651f805b-03f7-4433-a36e-eb625005cf68",
"risk_score": 42.16,
"confidence": 0.44
} | null | null | null | null | null | Living-off-the-land technique detected | Endpoint wmi_exec direction by jordanjulia Living-off-the-land technique detected | wmi_exec | null | null | jordanjulia | direction | 2,414 | powershell.exe | {
"baseline_deviation": 2.62,
"entropy": 6.24,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
94c33c31-4285-42d2-92bd-eea684e5f261 | 2025-07-04T09:23:11 | ai | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by stacey21 No additional info | {
"geo_location": "Liberia",
"device_hash": "f3fb361a4da69dc3dac412749196f631",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; it-CH) AppleWebKit/534.20.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6534.20.1",
"session_id": "7e2e15b2-f206-4f0a-8d97-3a53ac77fecb",
"risk_score": 61.31,
"confidence": 0.58
} | null | null | null | null | null | No additional info | AI system prompt_injection by stacey21 No additional info | prompt_injection | null | null | stacey21 | null | null | null | null | null | null | null | null | null | null | null | null | model-0f0ddc6c | 5e3eab26ae52d164670e9a771b6c77d1c6011c9e | 2d177e3e6193bfbde12b3b58a12901962eb2aa593cf08de30e09b0d0c152e9b2 | null | null |
a81dbdad-40ce-4a15-bf63-fbfb4acca679 | 2025-06-02T12:37:44 | iot | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Camera battery_drain MITRE Technique: T1134.001 | {
"geo_location": "Peru",
"device_hash": "0110592840058aee763a3660ea18016fcea923c3",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_7 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/10.5r0075.0 Mobile/56B494 Safari/536.1",
"session_id": "276102ef-ea90-4555-a653-2ecc171ceab7",
"risk_score": 48.25,
"confidence": 0.54
} | null | null | null | null | null | MITRE Technique: T1134.001 | IoT device Camera battery_drain MITRE Technique: T1134.001 | battery_drain | null | null | null | null | null | null | null | Camera | iot-76c09f21 | 4.8 | null | null | null | null | null | null | null | null | null | null |
e8c271d4-9101-4f37-93ab-6be8424e3c80 | 2025-02-24T19:53:01 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for ywiggins via MFA from 164.65.78.114 Unconventional IOC: TPM attestation failures noise=E80D39B0 | {
"geo_location": "Saint Lucia",
"device_hash": "ad96481a969334e3e41420fb1b425332",
"user_agent": "Opera/9.17.(Windows 95; de-BE) Presto/2.9.163 Version/12.00",
"session_id": "08db237a-2be0-4cdb-8868-141ef886e4fd",
"risk_score": 41.71,
"confidence": 0.83
} | 164.65.78.114 | null | null | null | null | Unconventional IOC: TPM attestation failures | Auth timeout for ywiggins via MFA from 164.65.78.114 Unconventional IOC: TPM attestation failures | timeout | null | null | ywiggins | null | null | null | null | null | null | null | null | null | null | MFA | 68:f6:7b:c6:b9:c5 | null | null | null | null | null |
e7f56850-6c6b-47a2-9179-86af03d3e39c | 2025-02-07T14:29:19 | cloud | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in Azure by mario36 No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "0475786440b1704f5f0badfe574a9698ed7eb673",
"user_agent": "Opera/8.63.(Windows 98; so-SO) Presto/2.9.167 Version/11.00",
"session_id": "43b9b3fb-2c08-4846-99da-00459797c82e",
"risk_score": 58.68,
"confidence": 0.67
} | null | null | null | null | null | No additional info | Cloud config_change in Azure by mario36 No additional info | config_change | null | null | mario36 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-21aaa914 |
96621a3a-e68a-4f8e-82d8-2985d31da11c | 2025-02-06T11:59:50 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Guernsey",
"device_hash": "cf4d29e8596be5518036031f3f7fb76a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/534.21.3 (KHTML, like Gecko) Version/5.0 Safari/534.21.3",
"session_id": "161a7f29-59b9-4e8e-9f6f-4092dfcc5664",
"risk_score": 69.81,
"confidence": 0.94
} | null | null | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | {
"baseline_deviation": 1.24,
"entropy": 4.31,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Camera | iot-dfcc81cc | 5.4 | null | null | null | null | null | null | null | null | null | null |
af575843-89d7-4490-8f6d-1118fba15f32 | 2025-02-01T06:55:22 | network | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 169.163.12.27 to 16.144.235.71 Possible protocol tunneling | {
"geo_location": "Kazakhstan",
"device_hash": "73f002ea3d82a44a46b3640ff15deca6",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 5_1_1 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/18.9a7454.0 Mobile/99O039 Safari/533.2",
"session_id": "944ccd82-385f-4631-8d35-d032a7820c3f",
"risk_score": 53.37,
"confidence": 0.83
} | 169.163.12.27 | 16.144.235.71 | null | null | null | Possible protocol tunneling | Network data_exfiltration from 169.163.12.27 to 16.144.235.71 Possible protocol tunneling | data_exfiltration | 405,971 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9974c358-7943-49e7-af43-6c1dab745ace | 2025-01-30T22:33:39 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth failed for daltoncook via password from 43.161.91.124 No additional info | {
"geo_location": "Tajikistan",
"device_hash": "c81647670648056bfad9f3d3f35f4c0b6deae18d",
"user_agent": "Opera/9.11.(Windows NT 6.2; nan-TW) Presto/2.9.179 Version/10.00",
"session_id": "55c4294c-462d-4096-bf9b-84429cf83363",
"risk_score": 42.7,
"confidence": 0.21
} | 43.161.91.124 | null | null | null | null | No additional info | Auth failed for daltoncook via password from 43.161.91.124 No additional info | failed | null | null | daltoncook | null | null | null | null | null | null | null | null | null | null | password | b3:42:7c:e6:44:5a | null | null | null | null | null |
b44491cb-e5d2-4ba4-bc69-c16158011657 | 2025-03-30T19:23:09 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in OCI by katherinevaldez MITRE Technique: T1574.002 | {
"geo_location": "Portugal",
"device_hash": "933f32d73a880192f6e5f4bcffe620d32f0d5f86",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; wae-CH) AppleWebKit/534.23.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6534.23.1",
"session_id": "7e171cd5-12e8-4397-aa36-1dfafcbd1c89",
"risk_score": 44.71,
"confidence": 0.74
} | null | null | null | null | null | MITRE Technique: T1574.002 | Cloud crypto_mining in OCI by katherinevaldez MITRE Technique: T1574.002 | crypto_mining | null | null | katherinevaldez | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-070b010a |
e16e9438-e0f5-44ea-a7f4-44b7cdecc5c9 | 2025-03-07T20:20:59 | cloud | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Alibaba by morriskristy No additional info | {
"geo_location": "Philippines",
"device_hash": "89d97cd8b8715deaf73fcc89071acd7af7b762da",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/61.0.875.0 Safari/535.2",
"session_id": "b868a16b-c9da-475a-acf5-0fe5163f024d",
"risk_score": 17.2,
"confidence": 0.61
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Alibaba by morriskristy No additional info | lambda_execution | null | null | morriskristy | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-f725d9fb |
4d67f7bc-cbc5-4538-b428-b43675199491 | 2025-04-29T14:08:39 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by brewerjessica No additional info | {
"geo_location": "Vietnam",
"device_hash": "1eb5f53f3e649a862250fcceca4d262c",
"user_agent": "Mozilla/5.0 (Android 7.1.1; Mobile; rv:56.0) Gecko/56.0 Firefox/56.0",
"session_id": "4a51c337-bab4-46e4-a19d-e384e7f3a03e",
"risk_score": 36.31,
"confidence": 0.63
} | null | null | null | null | null | No additional info | AI system adversarial_input by brewerjessica No additional info | adversarial_input | null | null | brewerjessica | null | null | null | null | null | null | null | null | null | null | null | null | model-603cd06c | cddbb21ea2c5020d3bd20f01f17fb87d2a91c726 | ef882fcd1eca6d1fa60181686651cc4b | null | null |
ee776b6c-007a-4d5e-abad-19af27f60177 | 2030-06-18T08:55:42 | firewall | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow RDP traffic from 182.204.122.194:416 to 191.156.167.119:979 MITRE Technique: T1547.001 | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "730603a5f3d5b244e6b4f8d36ee714f5d9416ab4",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; pap-AW; rv:1.9.2.20) Gecko/8824-07-11 22:06:16 Firefox/8.0",
"session_id": "8c3dbc06-8c50-41ae-b433-fe22b3b261a3",
"risk_score": 73.82,
"confidence": 0.59
} | 182.204.122.194 | 191.156.167.119 | null | null | null | MITRE Technique: T1547.001 | Firewall allow RDP traffic from 182.204.122.194:416 to 191.156.167.119:979 MITRE Technique: T1547.001 | allow | 864,597 | RDP | null | null | null | null | null | null | null | null | 416 | 979 | 355 | null | null | null | null | null | null | null |
7e3c606e-48c0-47df-b81c-cf16719edf93 | 2025-01-17T23:39:51 | firewall | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|medium| desc=Firewall deny HTTP traffic from 84.203.143.117:56797 to 146.252.19.25:852 MITRE Technique: T1486 | {
"geo_location": "Marshall Islands",
"device_hash": "82fd4ba5fca57d1a65fca98a74e2bf6a0246ea45",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; mni-IN; rv:1.9.0.20) Gecko/2159-08-11 19:37:49 Firefox/3.6.12",
"session_id": "ac7f3adb-3d9b-4a9b-87b6-f564780b7178",
"risk_score": 60.29,
"confidence": 0.23
} | 84.203.143.117 | 146.252.19.25 | null | null | null | MITRE Technique: T1486 | Firewall deny HTTP traffic from 84.203.143.117:56797 to 146.252.19.25:852 MITRE Technique: T1486 | deny | 406,651 | HTTP | null | null | null | null | null | null | null | null | 56,797 | 852 | 2,775 | null | null | null | null | null | null | null |
88c1dc20-47d2-4882-85d7-5ad769815969 | 2025-05-27T19:15:07 | auth | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|info| desc=Auth timeout for colin01 via key from 122.204.108.163 Associated Threat Actor: Sandworm Team noise=blog/search/wp-content | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "0a3a42b87fe61231d9e0234dfd04a4c002d0322a",
"user_agent": "Mozilla/5.0 (Android 7.1; Mobile; rv:30.0) Gecko/30.0 Firefox/30.0",
"session_id": "afff2a10-b528-4ac2-babf-c6b41584848a",
"risk_score": 32.95,
"confidence": 0.12
} | 122.204.108.163 | null | null | null | null | Associated Threat Actor: Sandworm Team | Auth timeout for colin01 via key from 122.204.108.163 Associated Threat Actor: Sandworm Team | timeout | null | null | colin01 | null | null | null | null | null | null | null | null | null | null | key | 0f:3c:a9:5e:34:01 | null | null | null | null | null |
7c9af3b9-2bc7-4170-8027-31c1fa5f02d1 | 2025-03-14T12:46:59 | firewall | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|info| desc=Firewall allow RDP traffic from 153.246.24.214:334 to 31.168.207.172:3 No additional info | {
"geo_location": "Kenya",
"device_hash": "a2021c33a31e68aae007d984c6ce3ecc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/4.0)",
"session_id": "3e222c56-96c0-4f02-aca7-dce9930da62a",
"risk_score": 17.17,
"confidence": 0.08
} | 153.246.24.214 | 31.168.207.172 | null | null | null | No additional info | Firewall allow RDP traffic from 153.246.24.214:334 to 31.168.207.172:3 No additional info | allow | 85,194 | RDP | null | null | null | null | {
"baseline_deviation": 1.71,
"entropy": 3.9,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 334 | 3 | 2,888 | null | null | null | null | null | null | null |
ac023b59-07dd-4bf1-8892-fcad967f9b13 | 2025-04-14T06:38:59 | cloud | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in GCP by april27 No additional info | {
"geo_location": "Bermuda",
"device_hash": "de82187f3a261c71437b7c1299e0f2b0",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/38.0.860.0 Safari/536.1",
"session_id": "95b11141-5570-4d2f-8329-8a32dfc023d9",
"risk_score": 48.92,
"confidence": 0.56
} | null | null | null | null | null | No additional info | Cloud shadow_it in GCP by april27 No additional info | shadow_it | null | null | april27 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-60a581ef |
6be6baee-3891-49f6-ab67-bb99deb81c3d | 2025-05-20T02:27:14 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall drop ICMP traffic from 3.186.60.166:151 to 58.93.117.229:484 MITRE Technique: T1059.005 noise=star|style|source | {
"geo_location": "Macao",
"device_hash": "c286f21d5a76e49d01294489d483e1597b22939d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/5.1)",
"session_id": "c67aac15-1a72-4274-8bd8-1d99af3d1bd1",
"risk_score": 58.99,
"confidence": 0.32
} | 3.186.60.166 | 58.93.117.229 | null | null | null | MITRE Technique: T1059.005 | Firewall drop ICMP traffic from 3.186.60.166:151 to 58.93.117.229:484 MITRE Technique: T1059.005 | drop | 158,075 | ICMP | null | null | null | null | null | null | null | null | 151 | 484 | 2,370 | null | null | null | null | null | null | null |
ade38ffe-9eff-41e0-a9f4-28594cf12b0e | 2025-04-27T10:23:33 | firewall | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|low| desc=Firewall drop TCP traffic from 199.233.31.32:954 to 74.233.56.106:782 No additional info | {
"geo_location": "Sudan",
"device_hash": "c2e0e49a31de5bdaae4f45df7986821d",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; bo-CN; rv:1.9.1.20) Gecko/3002-08-18 08:56:58 Firefox/15.0",
"session_id": "0c880a43-7856-4784-baef-fdafc354b63a",
"risk_score": 84.34,
"confidence": 0.4
} | 199.233.31.32 | 74.233.56.106 | null | null | null | No additional info | Firewall drop TCP traffic from 199.233.31.32:954 to 74.233.56.106:782 No additional info | drop | 786,491 | TCP | null | null | null | null | null | null | null | null | 954 | 782 | 2,025 | null | null | null | null | null | null | null |
8baf9850-7ed1-4f68-b24c-99019cfbf5ea | 2025-06-01T09:27:21 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop ICMP traffic from 109.110.86.176:846 to 10.40.172.179:542 No additional info noise=app | {
"geo_location": "Sudan",
"device_hash": "7ac425591ec7333f7f3f8d30414f14c3321c1014",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/3.0)",
"session_id": "32846ed2-f211-440f-9a07-e90c0c628be7",
"risk_score": 53.28,
"confidence": 0.19
} | 109.110.86.176 | 10.40.172.179 | null | null | null | No additional info | Firewall drop ICMP traffic from 109.110.86.176:846 to 10.40.172.179:542 No additional info | drop | 254,415 | ICMP | null | null | null | null | null | null | null | null | 846 | 542 | 2,685 | null | null | null | null | null | null | null |
35f0825b-e6cb-4bac-b6cf-25e7b260cc1f | 2025-02-19T16:55:43 | auth | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for pittslarry via password from 21.147.11.12 No additional info | {
"geo_location": "Iran",
"device_hash": "93287510a44c6fe353b5f1016d7fdefd",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_3 rv:6.0; yue-HK) AppleWebKit/535.22.1 (KHTML, like Gecko) Version/5.0.4 Safari/535.22.1",
"session_id": "d348d967-6135-4d37-9ec8-b0b29707990c",
"risk_score": 45.17,
"confidence": 0.63
} | 21.147.11.12 | null | null | null | null | No additional info | Auth challenge for pittslarry via password from 21.147.11.12 No additional info | challenge | null | null | pittslarry | null | null | null | null | null | null | null | null | null | null | password | f1:03:4b:5f:ac:3e | null | null | null | null | null |
73b4262a-0850-4f87-b664-42ed819483ea | 2025-01-30T20:45:52 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 129.133.157.38 to 204.241.108.67 MITRE Technique: T1078.004 | Unconventional IOC: ACPI table modifications | {
"geo_location": "Lesotho",
"device_hash": "76df3baf3eb9cee948695163c06c287752ea71192e578bea688830502c9b0869",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/5.0)",
"session_id": "6185762c-f6fd-42d8-b078-66d80d63c5ab",
"risk_score": 84.15,
"confidence": 0.29
} | 129.133.157.38 | 204.241.108.67 | null | null | null | MITRE Technique: T1078.004 | Unconventional IOC: ACPI table modifications | Network covert_channel from 129.133.157.38 to 204.241.108.67 MITRE Technique: T1078.004 | Unconventional IOC: ACPI table modifications | covert_channel | 721,006 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2a33f18d-6d0a-4f46-8512-23fa3d535b93 | 2025-03-24T03:16:34 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth locked for robinsonedwin via passwordless from 86.169.137.238 No additional info | {
"geo_location": "Senegal",
"device_hash": "5aa45b2da044cabfcc80722c6645223b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/5.1)",
"session_id": "c9fe0dad-ceaa-4bbc-ad28-014e886a11c7",
"risk_score": 58.94,
"confidence": 0.89
} | 86.169.137.238 | null | null | null | null | No additional info | Auth locked for robinsonedwin via passwordless from 86.169.137.238 No additional info | locked | null | null | robinsonedwin | null | null | null | null | null | null | null | null | null | null | passwordless | 83:4d:0c:3b:a6:f2 | null | null | null | null | null |
7529e839-ef64-4a15-9654-b877edb885a5 | 2025-04-21T03:46:36 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in Azure by chapmanjohn MITRE Technique: T1204.002 noise=U2F2ZS4= | {
"geo_location": "Cameroon",
"device_hash": "4e779e1e8bd193fd89968ac269d8e7c340817844",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_5; rv:1.9.2.20) Gecko/9328-07-05 17:34:42 Firefox/3.8",
"session_id": "8526d0ae-a487-41d0-9930-501edc1c75ce",
"risk_score": 41.62,
"confidence": 0.22
} | null | null | null | null | null | MITRE Technique: T1204.002 | Cloud shadow_it in Azure by chapmanjohn MITRE Technique: T1204.002 | shadow_it | null | null | chapmanjohn | null | null | null | {
"baseline_deviation": 0.95,
"entropy": 6.89,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | Azure | res-558a4f93 |
d7eb8be4-dddc-47e4-80ea-53759e367be1 | 2023-08-31T23:11:08 | ids_alert | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Vectra AI Alert: Fileless Attack detected from 10.175.106.246 targeting 45.198.168.239 MITRE Technique: T1190 | {
"geo_location": "Malta",
"device_hash": "4986a8b4bf8ee61d47b61bd76e01f0be72ef98f9ed32545d99cfd0e8c6a74ef9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; fy-NL) AppleWebKit/532.4.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6532.4.2",
"session_id": "8ee73973-3bf9-4c02-839e-685509ea2d5c",
"risk_score": 32.28,
"confidence": 0.66
} | 10.175.106.246 | 45.198.168.239 | Fileless Attack | SIG-5683 | Exploit | MITRE Technique: T1190 | Vectra AI Alert: Fileless Attack detected from 10.175.106.246 targeting 45.198.168.239 MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
145c57bf-52d6-4c9b-976f-75a73e44248a | 2024-03-01T09:39:21 | firewall | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall drop NTP traffic from 63.41.211.83:933 to 87.125.45.100:733 No additional info | {
"geo_location": "Hungary",
"device_hash": "f6b14a627b498abe308f9461ed263bbbfe9d86f3",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_5_7 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/37.0.828.0 Mobile/67S526 Safari/534.0",
"session_id": "52a3ae76-323a-4ffa-aa33-5050085f9b24",
"risk_score": 55.54,
"confidence": 0.52
} | 63.41.211.83 | 87.125.45.100 | null | null | null | No additional info | Firewall drop NTP traffic from 63.41.211.83:933 to 87.125.45.100:733 No additional info | drop | 863,594 | NTP | null | null | null | null | null | null | null | null | 933 | 733 | 2,573 | null | null | null | null | null | null | null |
0dbff296-cedb-41ba-a555-efa4f822ad0b | 2021-03-03T14:18:35 | ai | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by alexanderfisher MITRE Technique: T1547.001 noise=vote|claim|again | {
"geo_location": "France",
"device_hash": "9fb321b075b35749a2c0afeeca215d25862723bb",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/57.0.895.0 Mobile/41U822 Safari/533.1",
"session_id": "5328f9aa-7a6f-431d-9dbb-316719d70d71",
"risk_score": 64.97,
"confidence": 0.11
} | null | null | null | null | null | MITRE Technique: T1547.001 | AI system fine_tuning by alexanderfisher MITRE Technique: T1547.001 | fine_tuning | null | null | alexanderfisher | null | null | null | null | null | null | null | null | null | null | null | null | model-3ef0a4bb | 030fa0856a4c56ce8ba37a742f2e25060d15f4d8326e0216da7e1546493cd7ce | 4a6294e8b43557622bf339e3829ad3eb181f59add9c521091600c617e93612dd | null | null |
3c567a8c-4671-4362-9a0b-b96fc3e6e6c6 | 2025-03-21T21:15:32 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in OCI by erin81 No additional info | {
"geo_location": "Vanuatu",
"device_hash": "f0847f49e02ced6bf54bec06b2ad1fce498bf166",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/534.49.3 (KHTML, like Gecko) Version/5.1 Safari/534.49.3",
"session_id": "a702860f-465d-4060-bf7d-edc2117b28f0",
"risk_score": 9.81,
"confidence": 0.2
} | null | null | null | null | null | No additional info | Cloud crypto_mining in OCI by erin81 No additional info | crypto_mining | null | null | erin81 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-db60e7ee |
4d3df7a5-97b4-40e7-84f9-f7d1aac180ba | 2025-04-29T05:52:47 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth timeout for morrisjohn via key from 104.224.108.164 No additional info | {
"geo_location": "Bahrain",
"device_hash": "ce00cba91e6da3bcf76bcda896b559c1afd0ea24",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/3.0)",
"session_id": "c7a722ef-4740-4dcb-b3a1-ed47b2a91c99",
"risk_score": 58.99,
"confidence": 0.76
} | 104.224.108.164 | null | null | null | null | No additional info | Auth timeout for morrisjohn via key from 104.224.108.164 No additional info | timeout | null | null | morrisjohn | null | null | null | null | null | null | null | null | null | null | key | 0d:4c:63:cb:cd:18 | null | null | null | null | null |
0db657fd-f942-4939-a4bd-4511cb5371ec | 2025-03-12T22:05:26 | firewall | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only UDP traffic from 153.192.104.246:9206 to 41.152.154.36:633 MITRE Technique: T1071.001 noise=8C84DC27 | {
"geo_location": "China",
"device_hash": "85ec0363c6503acc5352e05fc25f414e2c2e5bae",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/5.1)",
"session_id": "3c51fe66-b7e2-4a62-831f-db80b474ff32",
"risk_score": 62.93,
"confidence": 0.51
} | 153.192.104.246 | 41.152.154.36 | null | null | null | MITRE Technique: T1071.001 | Firewall log-only UDP traffic from 153.192.104.246:9206 to 41.152.154.36:633 MITRE Technique: T1071.001 | log-only | 269,636 | UDP | null | null | null | null | null | null | null | null | 9,206 | 633 | 1,293 | null | null | null | null | null | null | null |
0504c75b-ff0b-4bbc-80f5-407b6acb4ef8 | 2025-04-18T21:15:29 | ids_alert | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|high| desc=Wazuh Alert: AI Model Poisoning detected from 150.2.202.57 targeting 143.210.171.103 No additional info | {
"geo_location": "Jordan",
"device_hash": "662f114752b4bef0b718ccf759f13e935f523f5770cb6a33c646d8685913bce3",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.7) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/30.0.862.0 Safari/532.0",
"session_id": "9c75d3f9-838b-44f3-83c3-2638ea801339",
"risk_score": 49.71,
"confidence": 0.19
} | 150.2.202.57 | 143.210.171.103 | AI Model Poisoning | SIG-7835 | Policy | No additional info | Wazuh Alert: AI Model Poisoning detected from 150.2.202.57 targeting 143.210.171.103 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
318e6281-e230-49da-b6f9-bb60767e317c | 2025-06-19T21:35:23 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth challenge for tfranklin via password from 100.253.81.95 No additional info | {
"geo_location": "Saint Helena",
"device_hash": "ff55c4dae12b12f8553d7efc17e9c137",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; nn-NO; rv:1.9.1.20) Gecko/8229-02-19 04:25:50 Firefox/3.6.1",
"session_id": "43d7574c-1eb9-4171-90e8-7ba18d0fd1fa",
"risk_score": 66.27,
"confidence": 0.79
} | 100.253.81.95 | null | null | null | null | No additional info | Auth challenge for tfranklin via password from 100.253.81.95 No additional info | challenge | null | null | tfranklin | null | null | null | null | null | null | null | null | null | null | password | 28:06:43:5f:2f:5b | null | null | null | null | null |
ed1c63a6-6307-47f6-b2f6-9c206c4d621a | 2025-03-25T18:24:04 | auth | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|low| desc=Auth timeout for ejefferson via biometric from 40.2.159.17 MITRE Technique: T1543.003 | {
"geo_location": "Cayman Islands",
"device_hash": "eedfe3e3e96abb08cffa8546ff7dbde2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/535.30.7 (KHTML, like Gecko) Version/5.1 Safari/535.30.7",
"session_id": "ab69cdab-e8d8-41b9-9c20-194dacdb4256",
"risk_score": 15.91,
"confidence": 0.04
} | 40.2.159.17 | null | null | null | null | MITRE Technique: T1543.003 | Auth timeout for ejefferson via biometric from 40.2.159.17 MITRE Technique: T1543.003 | timeout | null | null | ejefferson | null | null | null | null | null | null | null | null | null | null | biometric | d0:6c:be:09:65:07 | null | null | null | null | null |
1989331e-5d0f-4a09-bb40-268e89e26838 | 2025-05-01T02:24:29 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start /during/fear.pptx by adkinsanthony MITRE Technique: T1053.005 | Fileless execution detected | {
"geo_location": "New Caledonia",
"device_hash": "b72eec72ec8bb5b877955617b67adf36",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/2327-06-13 10:13:55 Firefox/3.6.17",
"session_id": "4daa6fdd-ecc3-44f5-ba6c-79feee78f09f",
"risk_score": 79.15,
"confidence": 0.47
} | null | null | null | null | null | MITRE Technique: T1053.005 | Fileless execution detected | Endpoint process_start /during/fear.pptx by adkinsanthony MITRE Technique: T1053.005 | Fileless execution detected | process_start | null | null | adkinsanthony | /during/fear.pptx | 4,884 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
21b8ea70-63da-456c-ac86-8bdfec5a827d | 2025-06-29T21:45:51 | network | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 153.212.76.33 to 75.90.170.76 No additional info noise=decade|however|cup | {
"geo_location": "French Southern Territories",
"device_hash": "561e2db7e643d70d85e9b2c827766df11cddd87944036dd77c4cddcc8ff7d9c1",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/39.0.831.0 Safari/534.1",
"session_id": "55adca41-699a-4756-9108-2ab657ae75a5",
"risk_score": 32.68,
"confidence": 0.3
} | 153.212.76.33 | 75.90.170.76 | null | null | null | No additional info | Network bandwidth_usage from 153.212.76.33 to 75.90.170.76 No additional info | bandwidth_usage | 419,907 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a04b0dd9-07a1-408c-be09-891582b66756 | 2025-06-18T06:59:41 | network | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|low| desc=Network connection from 48.95.202.164 to 80.12.238.187 No additional info noise=instead|machine|fund | {
"geo_location": "San Marino",
"device_hash": "c5d2bfcb15b0708b74933d9b926ee06dac172392f2d09b06637208dde525ab02",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/33.0.874.0 Safari/533.0",
"session_id": "2c418789-9d6a-4dc1-8200-f604c13728e7",
"risk_score": 23.58,
"confidence": 0.78
} | 48.95.202.164 | 80.12.238.187 | null | null | null | No additional info | Network connection from 48.95.202.164 to 80.12.238.187 No additional info | connection | 130,047 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ec957c64-c932-4729-8f51-079b30ad5117 | 2025-05-29T22:27:27 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only HTTPS traffic from 90.75.69.62:962 to 141.174.45.34:121 MITRE Technique: T1190 noise=RHJlYW0u | {
"geo_location": "China",
"device_hash": "e824b3c09998dec1790d0878e6cb4503",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/24.0.848.0 Mobile/19T849 Safari/532.2",
"session_id": "4fd60d47-be3f-4484-b0fc-bc04962d97a2",
"risk_score": 40.24,
"confidence": 0.63
} | 90.75.69.62 | 141.174.45.34 | null | null | null | MITRE Technique: T1190 | Firewall log-only HTTPS traffic from 90.75.69.62:962 to 141.174.45.34:121 MITRE Technique: T1190 | log-only | 944,941 | HTTPS | null | null | null | null | null | null | null | null | 962 | 121 | 893 | null | null | null | null | null | null | null |
1f0eb463-c7a3-4e60-89cc-123b47c2a964 | 2025-06-08T21:36:34 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network beaconing from 61.90.235.83 to 111.190.199.213 MITRE Technique: T1059.005 | {
"geo_location": "Guernsey",
"device_hash": "258bd438bc5869d6d23b986be10c5151830a615b2c62fb858d7c540bf8f99314",
"user_agent": "Opera/8.22.(X11; Linux x86_64; rw-RW) Presto/2.9.162 Version/12.00",
"session_id": "586beae4-e958-47f5-9c00-cd13ee836403",
"risk_score": 72.26,
"confidence": 0.85
} | 61.90.235.83 | 111.190.199.213 | null | null | null | MITRE Technique: T1059.005 | Network beaconing from 61.90.235.83 to 111.190.199.213 MITRE Technique: T1059.005 | beaconing | 445,717 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a72d83d6-31a2-4783-9628-50f447557b01 | 2025-04-18T15:11:31 | ids_alert | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|high| desc=Carbon Black Alert: Port Scan detected from 10.229.117.68 targeting N/A No additional info | {
"geo_location": "North Macedonia",
"device_hash": "912f2b75fe8a03b99caba76c165163a2b60956788f16d0347873bf4055fff672",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_8) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/15.0.888.0 Safari/536.1",
"session_id": "41d3a634-7111-406d-8221-a5033e1ba022",
"risk_score": 49.03,
"confidence": 0.85
} | 10.229.117.68 | N/A | Port Scan | SIG-8568 | Recon | No additional info | Carbon Black Alert: Port Scan detected from 10.229.117.68 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 |
ee3af5db-6cb3-485f-9635-a6304b660628 | 2025-01-26T02:47:08 | ai | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by michael02 No additional info | {
"geo_location": "Israel",
"device_hash": "04d2488220d0112b5f2e18492d156612ca534acb2e55b166b922443a5c843ed0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; wae-CH) AppleWebKit/534.34.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6534.34.1",
"session_id": "879c322b-62ae-44b9-b157-027ff7c38600",
"risk_score": 78.01,
"confidence": 0.31
} | null | null | null | null | null | No additional info | AI system fine_tuning by michael02 No additional info | fine_tuning | null | null | michael02 | null | null | null | null | null | null | null | null | null | null | null | null | model-2e9a4cd9 | 4b1d0b21525890616d8c2104d706f420 | 15f7cd26669781f599241dda8f274f59e3190b28 | null | null |
51e9086b-6b3f-45fb-a9d4-99b7355af92d | 2025-05-24T13:37:38 | endpoint | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change during by zbrooks Associated Threat Actor: APT35 | {
"geo_location": "Portugal",
"device_hash": "2af5da3ea20f8e080f9e2443d4fe8d9bcab9d6cd",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/535.4.7 (KHTML, like Gecko) Version/4.0.3 Safari/535.4.7",
"session_id": "170b12d4-6793-44e8-9dfc-866a23a15196",
"risk_score": 27.05,
"confidence": 0.82
} | null | null | null | null | null | Associated Threat Actor: APT35 | Endpoint registry_change during by zbrooks Associated Threat Actor: APT35 | registry_change | null | null | zbrooks | during | 8,284 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2e381bd5-d927-4a0f-b672-3f0d0a51a5c6 | 2025-07-09T19:05:41 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth challenge for udalton via OAuth from 159.118.19.201 No additional info | {
"geo_location": "Dominica",
"device_hash": "71aee7e15c814104c3e319dddfd9ac25ab45cce2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.0)",
"session_id": "8391eb48-3097-46c4-9010-baa5dc265150",
"risk_score": 18.13,
"confidence": 0.37
} | 159.118.19.201 | null | null | null | null | No additional info | Auth challenge for udalton via OAuth from 159.118.19.201 No additional info | challenge | null | null | udalton | null | null | null | null | null | null | null | null | null | null | OAuth | 46:43:1c:28:48:a3 | null | null | null | null | null |
261068ba-1bcb-498d-9e6e-ec5458c87f16 | 2025-05-06T10:42:40 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth timeout for cduncan via OAuth from 8.215.223.88 No additional info noise=A9EA0C00 | {
"geo_location": "Switzerland",
"device_hash": "e579787846be8488c86cd3cdf1cb69d2e304ef088911971154e867408f444ced",
"user_agent": "Opera/8.48.(X11; Linux i686; cs-CZ) Presto/2.9.178 Version/11.00",
"session_id": "2973e245-1165-44f4-a2f4-f2da092f2897",
"risk_score": 70.18,
"confidence": 0.83
} | 8.215.223.88 | null | null | null | null | No additional info | Auth timeout for cduncan via OAuth from 8.215.223.88 No additional info | timeout | null | null | cduncan | null | null | null | null | null | null | null | null | null | null | OAuth | 0f:c2:8a:19:01:eb | null | null | null | null | null |
ee8f14d8-fda2-4596-bf59-672807c885f5 | 2025-05-11T12:23:01 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by gwood No additional info noise=U2lkZS4= | {
"geo_location": "India",
"device_hash": "7874e3c0e759af69a20b388660efa49786ebf16a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/533.16.6 (KHTML, like Gecko) Version/4.1 Safari/533.16.6",
"session_id": "9dccc91a-c249-496d-a297-abe8455d12d5",
"risk_score": 64.71,
"confidence": 0.99
} | null | null | null | null | null | No additional info | AI system adversarial_input by gwood No additional info | adversarial_input | null | null | gwood | null | null | null | null | null | null | null | null | null | null | null | null | model-713b8bb0 | 6197b26ef54c0078c37036400fecc21524a1673d6791e0c3bd94baa2338c7b4b | eb0aabfba939df03a6499e817798c5698f5daac00ddafcc9ca6e4fe08f9f3f3d | null | null |
ff17c4ce-feae-4f54-96b3-f03787b932fa | 2025-06-13T08:43:33 | network | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 187.104.230.103 to 61.148.24.124 Associated Threat Actor: Leafminer | {
"geo_location": "Suriname",
"device_hash": "56199777e4795341c0a293f0e6d9a23ed76d6f678a20c6d385273f5d46095fb3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/535.13.6 (KHTML, like Gecko) Version/4.0 Safari/535.13.6",
"session_id": "89182f5f-6fd1-4442-8819-897f970c3f51",
"risk_score": 35.47,
"confidence": 0.74
} | 187.104.230.103 | 61.148.24.124 | null | null | null | Associated Threat Actor: Leafminer | Network bandwidth_usage from 187.104.230.103 to 61.148.24.124 Associated Threat Actor: Leafminer | bandwidth_usage | 22,600 | UDP | null | null | null | null | {
"baseline_deviation": 1.26,
"entropy": 3.24,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
e19cf9ac-277c-4c74-9957-7f2608a5fb6a | 2025-06-01T23:01:38 | cloud | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Alibaba by tracey19 MITRE Technique: T1486 | {
"geo_location": "Belize",
"device_hash": "441d94df59e88fe9bca6d6145223e3f3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/4.1)",
"session_id": "181272f7-5e10-4ac6-a992-21197ce2e350",
"risk_score": 4.37,
"confidence": 0.18
} | null | null | null | null | null | MITRE Technique: T1486 | Cloud config_change in Alibaba by tracey19 MITRE Technique: T1486 | config_change | null | null | tracey19 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-a1369ea5 |
b55db9ae-f10c-4f3c-ac5a-7462fbdbe3e7 | 2025-06-05T01:13:30 | iot | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|low| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Isle of Man",
"device_hash": "331ff8f620ca119d7cf3fac005fecf4cef6fcf17",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/4.1)",
"session_id": "4c7742df-13cf-440c-9735-68c0374359cf",
"risk_score": 89.3,
"confidence": 0.47
} | null | null | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | command_injection | null | null | null | null | null | null | null | Thermostat | iot-ee31f250 | 4.5 | null | null | null | null | null | null | null | null | null | null |
27134ecf-9cf4-4d46-ad1f-adc0b3f32375 | 2025-01-27T11:31:37 | ids_alert | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|medium| desc=OSSEC Alert: Supply Chain Compromise detected from 22.250.81.193 targeting 71.143.137.116 No additional info | {
"geo_location": "Guyana",
"device_hash": "9179e6b7f601fb454439ccae2c1c4b12f66fafaf62b481d184449b86b5d02887",
"user_agent": "Mozilla/5.0 (Linux; Android 11) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/46.0.887.0 Safari/536.1",
"session_id": "bfcc190c-eaf3-4344-ba39-3337100a0256",
"risk_score": 63.5,
"confidence": 0.74
} | 22.250.81.193 | 71.143.137.116 | Supply Chain Compromise | SIG-4606 | Exploit | No additional info | OSSEC Alert: Supply Chain Compromise detected from 22.250.81.193 targeting 71.143.137.116 No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 2.66,
"entropy": 4.27,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
141abeee-d3e4-4917-919a-aafb2004bfdc | 2025-04-17T22:15:35 | iot | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "Korea",
"device_hash": "94646c9856daa3ff7b9d65384a1dc1742bed2360",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.1) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/43.0.896.0 Safari/535.1",
"session_id": "59c2c431-acce-4bb2-b3bc-1105e4773efb",
"risk_score": 54.64,
"confidence": 0.93
} | null | null | null | null | null | No additional info | IoT device Sensor side_channel No additional info | side_channel | null | null | null | null | null | null | null | Sensor | iot-f5e454de | 1.1 | null | null | null | null | null | null | null | null | null | null |
0e844a4f-94c2-4c5c-936b-8c842be17b20 | 2025-06-25T23:11:27 | auth | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|info| desc=Auth success for ndavenport via SAML from 21.163.35.139 No additional info | {
"geo_location": "Guinea",
"device_hash": "8d8c11325bcafd7ca2bb6d7e19ec99f9f98d2ee232f43fc5824874629a091858",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_8) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/27.0.813.0 Safari/532.2",
"session_id": "1c7ad66c-143a-4dbc-a598-2120825f6447",
"risk_score": 23.85,
"confidence": 0.33
} | 21.163.35.139 | null | null | null | null | No additional info | Auth success for ndavenport via SAML from 21.163.35.139 No additional info | success | null | null | ndavenport | null | null | null | null | null | null | null | null | null | null | SAML | ee:9c:72:5f:48:9b | null | null | null | null | null |
d6fd5773-3ff7-4d1b-8039-c1e0643c0afc | 2025-03-11T00:11:47 | ai | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by icampbell MITRE Technique: T1218.011 | {
"geo_location": "Kyrgyz Republic",
"device_hash": "7a65cca34deddc558bde227a3da46815",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.1) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/60.0.889.0 Safari/531.1",
"session_id": "618d1b37-ea1c-4167-b67d-a35941fa87f4",
"risk_score": 86.95,
"confidence": 0.4
} | null | null | null | null | null | MITRE Technique: T1218.011 | AI system prompt_injection by icampbell MITRE Technique: T1218.011 | prompt_injection | null | null | icampbell | null | null | null | null | null | null | null | null | null | null | null | null | model-e5732172 | 069c596d3168bbb3925cd3de3b1600d0a18691778f63c038d9e5f78bbc59cdd1 | 04b09aa22983bc0a0e6206273f6c5c7bfa68beff | null | null |
a86e5dfe-9de1-4a48-b05d-1492a05a4a8b | 2025-02-21T07:57:25 | firewall | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine HTTP traffic from 192.228.146.172:18942 to 98.139.212.88:413 Associated Threat Actor: APT35 | {
"geo_location": "France",
"device_hash": "458a71d34f2a2148341be8997457743c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/5.0)",
"session_id": "c4994036-aa6a-4e9b-8710-99ff57c0bbfd",
"risk_score": 16.1,
"confidence": 0.62
} | 192.228.146.172 | 98.139.212.88 | null | null | null | Associated Threat Actor: APT35 | Firewall quarantine HTTP traffic from 192.228.146.172:18942 to 98.139.212.88:413 Associated Threat Actor: APT35 | quarantine | 953,159 | HTTP | null | null | null | null | null | null | null | null | 18,942 | 413 | 2,785 | null | null | null | null | null | null | null |
28e6e733-5989-4022-bf0e-e90812ec1937 | 2025-03-02T07:43:15 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by jason49 MITRE Technique: T1486 | {
"geo_location": "Finland",
"device_hash": "b79121ff60c11e90698a4ec7af56b9d87f2f0685",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.3) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/31.0.832.0 Safari/533.1",
"session_id": "ab9240da-c55b-485f-b49a-06f54598026f",
"risk_score": 100,
"confidence": 0.19
} | null | null | null | null | null | MITRE Technique: T1486 | AI system prompt_injection by jason49 MITRE Technique: T1486 | prompt_injection | null | null | jason49 | null | null | null | null | null | null | null | null | null | null | null | null | model-b4e95eb7 | 8793ba7f371d16097441fd5d4d4b0a975a5d6239 | 4a2c249510e40a16fe28674f431ae97f6e1a001323e7465df2861e5287259392 | null | null |
3d572d72-740c-43bc-8ce9-86c4d571c659 | 2025-04-21T09:54:21 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 130.152.145.188 to 223.75.140.33 Associated Threat Actor: FIN7 noise=06C8DDF3 | {
"geo_location": "Cayman Islands",
"device_hash": "f5703644a0a86d6498ae49ece67bc7f0b32730ff",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/27.0.831.0 Safari/531.1",
"session_id": "3a75f8c6-1f12-4e51-8791-0bd249a6795e",
"risk_score": 73.26,
"confidence": 0.15
} | 130.152.145.188 | 223.75.140.33 | null | null | null | Associated Threat Actor: FIN7 | Network protocol_anomaly from 130.152.145.188 to 223.75.140.33 Associated Threat Actor: FIN7 | protocol_anomaly | 539,848 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eb815f36-dfb8-46ff-8c7c-ec4d4d703b45 | 2025-04-12T12:43:34 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system model_access by benjamin66 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Lesotho",
"device_hash": "6feef047d9ac64b5586574fc1e79ccd3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/4.1)",
"session_id": "bcbc8685-7c2b-4ea4-b92e-90ac559c6b25",
"risk_score": 22.34,
"confidence": 0.33
} | null | null | null | null | null | Unconventional IOC: Quantum random number deviations | AI system model_access by benjamin66 Unconventional IOC: Quantum random number deviations | model_access | null | null | benjamin66 | null | null | null | {
"baseline_deviation": 2.81,
"entropy": 3.61,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-1598820b | 2def5ddff67781af670a0757ae1a81e0 | c82940683ad9d37be59704752d058d13 | null | null |
5bfaf0ac-5ca1-469f-ad3f-c52201a30f23 | 2025-04-23T01:41:17 | iot | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "Belgium",
"device_hash": "9c6e05c79cce4e0c1df62531a5aa5c49",
"user_agent": "Mozilla/5.0 (Android 2.3.1; Mobile; rv:33.0) Gecko/33.0 Firefox/33.0",
"session_id": "375f5cf7-1ba1-4034-aaab-828da11787c3",
"risk_score": 57.45,
"confidence": 0.96
} | null | null | null | null | null | No additional info | IoT device HVAC command_injection No additional info | command_injection | null | null | null | null | null | null | null | HVAC | iot-920f90cc | 1.8 | null | null | null | null | null | null | null | null | null | null |
223228bd-82f7-4cf0-b758-24b60eee7c19 | 2025-03-30T11:58:48 | ai | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by mortondrew MITRE Technique: T1543.003 | {
"geo_location": "France",
"device_hash": "cc740e12dc065746a2123f77a9ab2db02c9d653d",
"user_agent": "Opera/9.21.(Windows 98; Win 9x 4.90; xh-ZA) Presto/2.9.170 Version/11.00",
"session_id": "2b8b5838-2120-48f8-b27f-3f34a919f919",
"risk_score": 21.62,
"confidence": 0.9
} | null | null | null | null | null | MITRE Technique: T1543.003 | AI system fine_tuning by mortondrew MITRE Technique: T1543.003 | fine_tuning | null | null | mortondrew | null | null | null | null | null | null | null | null | null | null | null | null | model-e146f559 | d1d7f5ee86796a129706696291bbd884 | 1ede699e087c15db4854acdc6bcc71cffe247a18 | null | null |
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