event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8
values | source stringclasses 20
values | severity stringclasses 6
values | raw_log stringlengths 91 282 | advanced_metadata dict | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
d9ff9db6-00ff-401f-8a70-5bd556366f0d | 2025-04-28T16:40:32 | auth | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth success for sylvia35 via password from 10.228.173.1 MITRE Technique: T1218.011 | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "59cfd0171da44d5cf16939dcbce9c1463100384e365b0cf3a77ce6ba1d633326",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; mhr-RU; rv:1.9.0.20) Gecko/2706-12-02 00:38:08 Firefox/3.8",
"session_id": "ecda7d77-a3e2-44ed-ac09-9be42b3faf4... | sylvia35 | success | null | null | null | MITRE Technique: T1218.011 | Auth success for sylvia35 via password from 10.228.173.1 MITRE Technique: T1218.011 | null | null | null | null | 10.228.173.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | b9:6d:ad:a9:a4:b7 |
1e9ceedb-10ba-45c0-b1b6-7f7077ab800f | 2025-03-05T10:29:38 | ids_alert | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|critical| desc=Suricata Alert: ICS Attack detected from 199.188.6.165 targeting 166.104.162.189 No additional info | {
"geo_location": "Samoa",
"device_hash": "7d404036e2503f404c9d63fa83a8438229e417c5f78f838ce932aac168800ff6",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_4) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/46.0.836.0 Safari/536.2",
"session_id": "c99ec39f-e9eb-4796-9b05-dc0104bc58d4",
"risk_scor... | null | null | null | null | null | No additional info | Suricata Alert: ICS Attack detected from 199.188.6.165 targeting 166.104.162.189 No additional info | null | null | null | null | 199.188.6.165 | 166.104.162.189 | ICS Attack | SIG-7157 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
5747fc24-0f28-4d2b-8d7d-6e57575858e6 | 2025-05-21T04:10:19 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network disconnection from 10.26.167.195 to 10.221.22.93 No additional info noise=main | {
"geo_location": "Montserrat",
"device_hash": "69d5fa79c4f001540d8763d4f82732d7",
"user_agent": "Opera/8.70.(Windows 98; Win 9x 4.90; te-IN) Presto/2.9.162 Version/10.00",
"session_id": "7be2dd3f-3d08-4f23-ae16-4c260921e39a",
"risk_score": 45.45,
"confidence": 0.03
} | null | disconnection | null | null | null | No additional info | Network disconnection from 10.26.167.195 to 10.221.22.93 No additional info | null | null | null | null | 10.26.167.195 | 10.221.22.93 | null | null | null | null | null | null | null | null | null | null | TCP | 212,975 | null | null | null |
a306bac3-8084-484b-8e74-c33f8307ce04 | 2025-02-03T14:06:52 | ids_alert | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|low| desc=Snort Alert: Domain Fronting detected from 201.171.89.200 targeting N/A No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "3345f532bf53ecb018f335f84e7614ddf3a7958583cace5ccc40a56ae4e42546",
"user_agent": "Opera/8.19.(Windows NT 5.0; tn-ZA) Presto/2.9.186 Version/10.00",
"session_id": "315700d5-de00-45ed-b5e8-0333a02702b1",
"risk_score": 31.67,
"confidence": 0.65
} | null | null | null | null | null | No additional info | Snort Alert: Domain Fronting detected from 201.171.89.200 targeting N/A No additional info | null | null | null | null | 201.171.89.200 | N/A | Domain Fronting | SIG-3826 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
3ae55ab7-394a-430f-9497-21f781fe28aa | 2025-04-21T23:31:24 | ids_alert | QRadar v7.5.0 | emergency | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=QRadar Alert: Domain Fronting detected from 10.60.156.198 targeting N/A No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "025519bc616f38cf7a4ca4a67d6fe2f0d9940e34",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/56.0.880.0 Safari/536.1",
"session_id": "d0bcbd90-9976-4d80-95fd-f17a9f4fecbb",
"risk_score": 22.7,
"confidence": 0.4... | null | null | null | null | null | No additional info | QRadar Alert: Domain Fronting detected from 10.60.156.198 targeting N/A No additional info | null | null | null | null | 10.60.156.198 | N/A | Domain Fronting | SIG-9861 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
68a7d035-8342-4272-b47a-aad13bcfd296 | 2025-05-14T02:40:24 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: Cloud API Abuse detected from 45.104.238.52 targeting 84.128.61.32 No additional info noise=61DF8C5C | {
"geo_location": "Tunisia",
"device_hash": "032443ea26ce29856c64b8266ba8f911a592e9ddc32a144fe802683af2300e1d",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/48.0.838.0 Safari/536.1",
"session_id": "6bfc90b1-c1b1-4c2a-9415-6eeb3675d8ef",
"risk_score": 27.64,
"co... | null | null | null | null | null | No additional info | Snort Alert: Cloud API Abuse detected from 45.104.238.52 targeting 84.128.61.32 No additional info | {
"baseline_deviation": 1.71,
"entropy": 4.08,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 45.104.238.52 | 84.128.61.32 | Cloud API Abuse | SIG-9822 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
8b494dcc-6a7e-4e66-8fc9-698074593e52 | 2025-02-27T10:33:12 | ids_alert | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|low| desc=Trellix Alert: ICS Attack detected from 176.84.176.111 targeting 215.111.128.7 MITRE Technique: T1071.001 noise=15198F93 | {
"geo_location": "Brunei Darussalam",
"device_hash": "f1334feaeb4779e836c0bb1b69c61d74c76f3eb2ff88ac24000d2883e92aba4e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/4.0)",
"session_id": "3f786f3e-f37a-45ca-94ec-2d3343509563",
"risk_score": 63.26,
"confidence": 0.59
} | null | null | null | null | null | MITRE Technique: T1071.001 | Trellix Alert: ICS Attack detected from 176.84.176.111 targeting 215.111.128.7 MITRE Technique: T1071.001 | null | null | null | null | 176.84.176.111 | 215.111.128.7 | ICS Attack | SIG-7529 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
d70bc3a2-86e4-486c-8c0e-3705375e9635 | 2025-03-30T03:52:28 | ids_alert | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|low| desc=Elastic SIEM Alert: Cloud API Abuse detected from 62.219.58.104 targeting 53.125.15.25 MITRE Technique: T1110.003 noise=R3V5IG5vLg== | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "02242dbf5fd50174285090142ea1b451",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/4.1)",
"session_id": "1ab9d8c3-b26d-46e6-8440-2dbd26a9ce30",
"risk_score": 73.13,
"confidence": 0.33
} | null | null | null | null | null | MITRE Technique: T1110.003 | Elastic SIEM Alert: Cloud API Abuse detected from 62.219.58.104 targeting 53.125.15.25 MITRE Technique: T1110.003 | null | null | null | null | 62.219.58.104 | 53.125.15.25 | Cloud API Abuse | SIG-7030 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
1d95e6c8-4cc7-41ef-a2ea-49d3da90b7b4 | 2025-06-24T16:53:09 | endpoint | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install truth by watsonmichael MITRE Technique: T1566.001 | {
"geo_location": "Puerto Rico",
"device_hash": "5623c0856b1db43050e7bbad7b77e51ce8a9bf902b2ee9637d2e03517d6aca2e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/3.1)",
"session_id": "df4b2203-acd7-4045-87e2-28f86b452711",
"risk_score": 12.52,
"confidence": 0.05
} | watsonmichael | service_install | truth | 2,816 | svchost.exe | MITRE Technique: T1566.001 | Endpoint service_install truth by watsonmichael MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0fe4c694-83c7-4202-9816-22bd84cc1ee8 | 2025-04-21T05:35:58 | network | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 130.7.184.31 to 12.239.93.94 MITRE Technique: T1486 | {
"geo_location": "Armenia",
"device_hash": "97990c4b29136c2de8462176808dc08c78d6c7b5",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/50.0.872.0 Safari/531.0",
"session_id": "a0e48ae8-2baa-49bd-859e-699d71f901cf",
"risk_score": 57.66,
"confidence": 0.18
} | null | bandwidth_usage | null | null | null | MITRE Technique: T1486 | Network bandwidth_usage from 130.7.184.31 to 12.239.93.94 MITRE Technique: T1486 | null | null | null | null | 130.7.184.31 | 12.239.93.94 | null | null | null | null | null | null | null | null | null | null | TCP | 532,607 | null | null | null |
28f4636e-135d-4325-9580-82c9bd9dca54 | 2025-03-06T17:05:43 | endpoint | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop age by swright No additional info | {
"geo_location": "United States Virgin Islands",
"device_hash": "a26853b7972f5294eacb5d0af15f046d53a650280dedfed083cbc06c1731ca2f",
"user_agent": "Opera/9.27.(Windows NT 5.01; sv-SE) Presto/2.9.185 Version/11.00",
"session_id": "12a6d89b-f788-4c86-bd4a-adf297a73d0c",
"risk_score": 62.63,
"confidence": 0.38... | swright | process_stop | age | 4,355 | explorer.exe | No additional info | Endpoint process_stop age by swright No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b0f2a76a-4721-4afb-bd66-4a3cf2c6eecd | 2025-05-18T03:00:46 | endpoint | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism /themselves/miss.jpeg by traci97 No additional info noise=send|determine|fire | {
"geo_location": "Liberia",
"device_hash": "fd941a3718969b6e21f4a3462809f3a7ca693f96a5c7465903932db9451ddc7f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/5.0)",
"session_id": "6cc8f301-cf79-4d0a-a47e-001ec554b984",
"risk_score": 55.1,
"confidence": 0.74
} | traci97 | persistence_mechanism | /themselves/miss.jpeg | 3,137 | explorer.exe | No additional info | Endpoint persistence_mechanism /themselves/miss.jpeg by traci97 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4c4b7e22-cdd6-48d5-9b40-11cb53bb2cff | 2025-01-15T12:14:58 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect SMB traffic from 81.232.48.203:561 to 58.4.130.38:113 No additional info | {
"geo_location": "Myanmar",
"device_hash": "daaf4fc18c20b568f54229914524c37947919f17",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/61.0.883.0 Safari/532.1",
"session_id": "b4f037b3-dd67-472c-bb0b-3a11c1bb5120",
"risk_score": 28.38,
"confidence": 0.67
} | null | inspect | null | null | null | No additional info | Firewall inspect SMB traffic from 81.232.48.203:561 to 58.4.130.38:113 No additional info | null | null | null | null | 81.232.48.203 | 58.4.130.38 | null | null | null | null | null | null | null | null | 561 | 113 | SMB | 835,219 | 2,707 | null | null |
0e958e98-c49d-423c-83e3-34482b89386d | 2025-04-25T04:08:48 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: Credential Stuffing detected from 218.187.64.166 targeting 192.243.126.155 No additional info | {
"geo_location": "Italy",
"device_hash": "fe4b7ee35b4389f20aca73e7bf08f34efcdf58cf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/4.1)",
"session_id": "cc98b375-0f97-4f3b-93ba-df033e4438ff",
"risk_score": 40.17,
"confidence": 0.65
} | null | null | null | null | null | No additional info | Tanium Alert: Credential Stuffing detected from 218.187.64.166 targeting 192.243.126.155 No additional info | null | null | null | null | 218.187.64.166 | 192.243.126.155 | Credential Stuffing | SIG-5875 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
4f545154-4eda-439b-8184-3fcde5788e4a | 2025-06-30T18:17:39 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in Azure by nortega MITRE Technique: T1059.001 noise=79F8664A | {
"geo_location": "Canada",
"device_hash": "c210678587d99401676a586a93992d9f",
"user_agent": "Opera/8.76.(X11; Linux x86_64; iw-IL) Presto/2.9.189 Version/11.00",
"session_id": "b27b6bc5-008f-4a13-8728-ff308d8c3643",
"risk_score": 29.55,
"confidence": 0.73
} | nortega | container_escape | null | null | null | MITRE Technique: T1059.001 | Cloud container_escape in Azure by nortega MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | Azure | res-67def5dd | null | null | null | null | null | null | null | null | null | null |
c101c2a3-f92b-452a-bb97-e25683b50dad | 2025-02-15T04:06:36 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only TCP traffic from 138.213.214.126:468 to 126.255.18.137:513 MITRE Technique: T1574.002 | {
"geo_location": "Austria",
"device_hash": "89babb1e86bd7c554a0a2519d5ae95a5",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_6 rv:5.0; sr-ME) AppleWebKit/531.21.3 (KHTML, like Gecko) Version/5.1 Safari/531.21.3",
"session_id": "65c91f3a-6bfb-4346-8e07-8ba1911bf706",
"risk_score": 76.6,
"con... | null | log-only | null | null | null | MITRE Technique: T1574.002 | Firewall log-only TCP traffic from 138.213.214.126:468 to 126.255.18.137:513 MITRE Technique: T1574.002 | null | null | null | null | 138.213.214.126 | 126.255.18.137 | null | null | null | null | null | null | null | null | 468 | 513 | TCP | 463,670 | 760 | null | null |
33683a1d-8721-415c-a92d-116c4ea8f1d3 | 2025-02-15T18:16:48 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /thus/within.pptx by duffydawn No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "a13aaefc6f482d71148d817cff328f94ea24a77b",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; tcy-IN; rv:1.9.0.20) Gecko/4844-04-25 07:55:35 Firefox/3.6.4",
"session_id": "82d242f3-d270-4ae2-b8f5-184a5977e05e",
"risk_score": 0,
"confidence": 0.73
} | duffydawn | persistence_mechanism | /thus/within.pptx | 4,760 | powershell.exe | No additional info | Endpoint persistence_mechanism /thus/within.pptx by duffydawn No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1f1ec95d-821f-4613-98df-fe71ac6e6123 | 2025-06-20T20:05:11 | ai | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|low| desc=AI system model_access by charles45 No additional info | {
"geo_location": "Macao",
"device_hash": "ad6baa872db154ef8e84c02c7744c16e89433474",
"user_agent": "Opera/8.60.(X11; Linux i686; nhn-MX) Presto/2.9.174 Version/12.00",
"session_id": "598a2839-1b7e-43b3-b061-c2f6ebb74052",
"risk_score": 43.39,
"confidence": 0.84
} | charles45 | model_access | null | null | null | No additional info | AI system model_access by charles45 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e7cb376f | 003545393b2d2db0881d12819f4b1571f358de7fb284f362231a9a9db284665a | b27b573cb9f3313522fbd8ccd2756eda67369f440661fb4fd325599b48b6d384 | null | null | null | null | null | null | null |
6b1d6b08-c3dd-4506-bf32-585b27f0b05c | 2025-03-02T00:41:00 | ai | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|info| desc=AI system model_inversion by mccarthywayne MITRE Technique: T1110.003 | {
"geo_location": "Somalia",
"device_hash": "be02647f8ccb559eca4e17e73d3f85ea",
"user_agent": "Opera/9.69.(Windows 98; Win 9x 4.90; ce-RU) Presto/2.9.178 Version/10.00",
"session_id": "14c6245b-480c-4606-bbf2-e73beff36156",
"risk_score": 85.2,
"confidence": 0.55
} | mccarthywayne | model_inversion | null | null | null | MITRE Technique: T1110.003 | AI system model_inversion by mccarthywayne MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | model-bb68ae9f | 435fa345c15e04a8547bd9a79848f591 | 164ae8e512cad786a6bf69b1a7f300be5c5a50b8 | null | null | null | null | null | null | null |
28f6bafa-8116-4ab2-86a1-9b8261d6866c | 2025-06-03T11:36:47 | iot | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC command_injection MITRE Technique: T1190 | {
"geo_location": "Iran",
"device_hash": "6f0935121a1d723c0cf81bf325efde2632a861741f24caec487ee4fba96fcd3e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; nr-ZA) AppleWebKit/535.36.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6535.36.6",
"session_id": "7bb0f2f3-fd77-4c70-9e00-... | null | command_injection | null | null | null | MITRE Technique: T1190 | IoT device HVAC command_injection MITRE Technique: T1190 | null | HVAC | iot-a5fb165c | 10.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c7f83fe3-bda4-4776-be71-4e774e4a42cd | 2025-06-07T11:22:56 | auth | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|medium| desc=Auth success for usparks via key from 10.152.71.125 MITRE Technique: T1190 | {
"geo_location": "United States Virgin Islands",
"device_hash": "c3bd5e6f8628d09e19a7805c4848e42d51e7734c348d81ef3c066aa4c8ba2424",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/4.0)",
"session_id": "33122f99-ff2f-4dc3-8d98-d4a7bb237dc5",
"risk_score": 72.35,
"confidence": 0.86
} | usparks | success | null | null | null | MITRE Technique: T1190 | Auth success for usparks via key from 10.152.71.125 MITRE Technique: T1190 | null | null | null | null | 10.152.71.125 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | b6:83:be:dd:b0:ed |
551e2e58-363b-466f-a387-8ca8f5ee8c79 | 2025-03-09T00:59:50 | ids_alert | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: Living-off-the-Land detected from 199.190.218.31 targeting N/A MITRE Technique: T1486 noise=member|use|choice | {
"geo_location": "Niger",
"device_hash": "ba3bf26b9cac690e894116276c8221c4ab0e43b5",
"user_agent": "Opera/9.76.(X11; Linux i686; tcy-IN) Presto/2.9.183 Version/12.00",
"session_id": "a249e734-cfe6-4cf1-8dba-a9d475583c16",
"risk_score": 58.09,
"confidence": 0.79
} | null | null | null | null | null | MITRE Technique: T1486 | Suricata Alert: Living-off-the-Land detected from 199.190.218.31 targeting N/A MITRE Technique: T1486 | null | null | null | null | 199.190.218.31 | N/A | Living-off-the-Land | SIG-4091 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
23c17db8-ab92-4392-adc3-a10a10dcdec9 | 2025-01-29T17:15:23 | ids_alert | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|medium| desc=Carbon Black Alert: DNS Tunneling detected from 49.162.20.80 targeting 118.108.181.126 Associated Threat Actor: Inception Framework | {
"geo_location": "Cape Verde",
"device_hash": "9e8a51ff1a2b32aa8ad932d0c485c50b",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_2 rv:2.0; iu-CA) AppleWebKit/535.34.4 (KHTML, like Gecko) Version/5.0.2 Safari/535.34.4",
"session_id": "4a04fab2-b883-4556-a9ac-3e12e0b5880b",
"risk_score": 40.56,
"co... | null | null | null | null | null | Associated Threat Actor: Inception Framework | Carbon Black Alert: DNS Tunneling detected from 49.162.20.80 targeting 118.108.181.126 Associated Threat Actor: Inception Framework | null | null | null | null | 49.162.20.80 | 118.108.181.126 | DNS Tunneling | SIG-7965 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
ef26b4a3-2a56-426b-8e86-f9df4aa2082a | 2025-04-27T10:20:44 | endpoint | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec /available/character.wav by leslie49 MITRE Technique: T1547.001 | {
"geo_location": "Luxembourg",
"device_hash": "0a4e4e8c0105a36e2ecd25763083087e7efcf48cb4952d0530732cc752480b1d",
"user_agent": "Mozilla/5.0 (Android 3.2.2; Mobile; rv:31.0) Gecko/31.0 Firefox/31.0",
"session_id": "e378d3d1-0290-46e3-9d6e-f58202ccddce",
"risk_score": 83.35,
"confidence": 0.42
} | leslie49 | powershell_exec | /available/character.wav | 745 | svchost.exe | MITRE Technique: T1547.001 | Endpoint powershell_exec /available/character.wav by leslie49 MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bbc6ece4-5610-436a-bc2b-728e3f2b04c6 | 2025-05-31T22:01:59 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth timeout for hdavis via SAML from 223.78.196.52 No additional info | {
"geo_location": "Saint Martin",
"device_hash": "d117faf387083cfe94e0699de1b0556b",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/55.0.889.0 Safari/531.1",
"session_id": "761cbf5f-e5cb-4148-b6fa-347633bf1cdd",
"risk_score": 73.28,
"confidence": 0.94
} | hdavis | timeout | null | null | null | No additional info | Auth timeout for hdavis via SAML from 223.78.196.52 No additional info | null | null | null | null | 223.78.196.52 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 1a:ed:9c:49:89:d1 |
b6c366ef-21fd-4540-a552-2aa3e4339970 | 2028-02-11T15:32:50 | ids_alert | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=LogRhythm Alert: Living-off-the-Land detected from 205.157.119.235 targeting N/A No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "b4faea19fdf72a9d7e5bf96363ca2fefb1b39eb2",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_0 rv:3.0; bs-BA) AppleWebKit/534.41.2 (KHTML, like Gecko) Version/4.0.2 Safari/534.41.2",
"session_id": "a3fe4e5f-ad38-4f48-b18a-39814aa1f814",
"risk_score": ... | null | null | null | null | null | No additional info | LogRhythm Alert: Living-off-the-Land detected from 205.157.119.235 targeting N/A No additional info | {
"baseline_deviation": 1.07,
"entropy": 3.91,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 205.157.119.235 | N/A | Living-off-the-Land | SIG-3026 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
a1892532-e2e3-4fc7-a7f8-c147b9a44b22 | 2025-04-12T09:07:54 | endpoint | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec /organization/within.doc by xking No additional info | {
"geo_location": "Bermuda",
"device_hash": "75093cf646bf5677953c17ab23c4eb77bd0483b2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/3.1)",
"session_id": "e02862c9-d99e-43f7-9960-b67c36ebd340",
"risk_score": 35.39,
"confidence": 0.25
} | xking | wmi_exec | /organization/within.doc | 9,865 | powershell.exe | No additional info | Endpoint wmi_exec /organization/within.doc by xking No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9684edfa-f04c-4451-80c2-29ae5ebaec36 | 2025-03-07T18:45:41 | ids_alert | AlienVault v5.7.0 | emergency | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|emergency| desc=AlienVault Alert: Brute Force detected from 123.101.66.239 targeting 145.233.108.39 No additional info | {
"geo_location": "Zimbabwe",
"device_hash": "a226de50888f8853c6adab2f6a8df8f0",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_5) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/49.0.866.0 Safari/534.1",
"session_id": "631d202f-f3c7-4c89-a554-dde9a6314872",
"risk_score": 39.25,
"confidence": 0.... | null | null | null | null | null | No additional info | AlienVault Alert: Brute Force detected from 123.101.66.239 targeting 145.233.108.39 No additional info | null | null | null | null | 123.101.66.239 | 145.233.108.39 | Brute Force | SIG-8512 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
0df7266e-36af-4c07-a6e4-1274364dca65 | 2025-06-10T03:50:17 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by fischernicholas No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "86127d562d18a809845df873cfdcd170508c37a0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/5.1)",
"session_id": "a93b85c9-1ee5-4772-b680-ef0c6d32d473",
"risk_score": 77.8,
"confidence": 0.85
} | fischernicholas | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by fischernicholas No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d86f19bc | 6f09da09925b55a117e3c376d516a13506b0efa0 | 56618f146232f35e9e3eb2f5cd1a9c52 | null | null | null | null | null | null | null |
3e2837aa-dd97-4686-a507-0764ba5b8be8 | 2025-05-20T13:52:12 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in OCI by llarson No additional info | {
"geo_location": "Mauritania",
"device_hash": "e4b8c2527ceb1321f680e15a791fb8e213b542d7",
"user_agent": "Opera/8.14.(X11; Linux x86_64; os-RU) Presto/2.9.185 Version/12.00",
"session_id": "1d6bedd1-2ef5-4961-8b5a-937352290091",
"risk_score": 44.96,
"confidence": 0.82
} | llarson | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in OCI by llarson No additional info | null | null | null | null | null | null | null | null | null | OCI | res-cda9f232 | null | null | null | null | null | null | null | null | null | null |
4c9935e9-5a3e-4e26-ad7c-e6dee78ae1f5 | 2025-01-21T05:00:40 | cloud | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in OCI by amandahill No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "625cb6f79f4219a32470bdef48f378fb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/5.1)",
"session_id": "d4a427e3-2ec1-43ba-810f-69c36392addc",
"risk_score": 78.34,
"confidence": 0.53
} | amandahill | storage_access | null | null | null | No additional info | Cloud storage_access in OCI by amandahill No additional info | null | null | null | null | null | null | null | null | null | OCI | res-c3bd9e90 | null | null | null | null | null | null | null | null | null | null |
08d3dde5-f769-40a4-b0aa-548e43903ce3 | 2025-01-28T07:24:54 | iot | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Panama",
"device_hash": "a7bf6340f5cd7a1c3014abae4c330c75",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/533.2.3 (KHTML, like Gecko) Version/5.0.2 Safari/533.2.3",
"session_id": "b6f3c8e8-298e-4b8d-845d-3933513242a2",
"risk_score": 69.57,
"confidence": 0.33
} | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | null | HVAC | iot-1fb4a06d | 7.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b55268ae-7a9d-4801-93e6-6f08d2659695 | 2025-03-05T18:57:55 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop TCP traffic from 32.217.122.26:644 to 66.217.206.253:569 Associated Threat Actor: Inception Framework | Beaconing behavior detected | {
"geo_location": "French Southern Territories",
"device_hash": "f30517dae8ff00c6112043fcae8f23b58c60bc69",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; hi-IN) AppleWebKit/533.4.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6533.4.5",
"session_id": "507568f9-2a42-47bc-aca7-cb3... | null | drop | null | null | null | Associated Threat Actor: Inception Framework | Beaconing behavior detected | Firewall drop TCP traffic from 32.217.122.26:644 to 66.217.206.253:569 Associated Threat Actor: Inception Framework | Beaconing behavior detected | null | null | null | null | 32.217.122.26 | 66.217.206.253 | null | null | null | null | null | null | null | null | 644 | 569 | TCP | 181,056 | 3,045 | null | null |
7454589f-57b4-4e9a-ae68-ebf500aa0de8 | 2025-04-25T20:50:45 | network | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 206.129.224.41 to 101.50.207.6 No additional info noise=VHJ1ZSBibHVlLg== | {
"geo_location": "Denmark",
"device_hash": "8b70b9660aa1f0a6e3f53fcb121c6f8b5cbf75cf",
"user_agent": "Opera/9.93.(X11; Linux i686; szl-PL) Presto/2.9.175 Version/10.00",
"session_id": "77693627-9a37-4525-bce7-a7a4d486c581",
"risk_score": 67.39,
"confidence": 0.8
} | null | beaconing | null | null | null | No additional info | Network beaconing from 206.129.224.41 to 101.50.207.6 No additional info | null | null | null | null | 206.129.224.41 | 101.50.207.6 | null | null | null | null | null | null | null | null | null | null | UDP | 389,840 | null | null | null |
52bea7ec-012c-47d9-a45d-cac56eeebf65 | 2025-07-02T14:35:09 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load wear by ibutler Associated Threat Actor: Equation Group | {
"geo_location": "Grenada",
"device_hash": "5460c76a94b9cd88542a64cc206bba05",
"user_agent": "Opera/9.76.(X11; Linux x86_64; bhb-IN) Presto/2.9.165 Version/11.00",
"session_id": "f379026e-3c8d-4184-906d-3491002c23cf",
"risk_score": 74.43,
"confidence": 0.81
} | ibutler | driver_load | wear | 8,362 | cmd.exe | Associated Threat Actor: Equation Group | Endpoint driver_load wear by ibutler Associated Threat Actor: Equation Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1dafacbe-179b-49f1-88fe-ab8da897174a | 2025-06-02T05:18:18 | iot | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "New Caledonia",
"device_hash": "8cf1265f04d1b91f10e1674ec3196c5e42de0c59",
"user_agent": "Opera/8.58.(X11; Linux i686; ky-KG) Presto/2.9.170 Version/11.00",
"session_id": "c872219d-f79b-4e42-b709-cd49beb16811",
"risk_score": 30.55,
"confidence": 0.69
} | null | command_injection | null | null | null | No additional info | IoT device HVAC command_injection No additional info | null | HVAC | iot-4aedd99d | 10.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
34bbc10a-8e04-4840-87bd-c9394d6ee35a | 2025-01-27T21:46:59 | endpoint | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism /heavy/wrong.csv by watkinsjamie MITRE Technique: T1071.001 noise=1844A732 | {
"geo_location": "United States of America",
"device_hash": "fddf59fb4538b577962ecb077223964b674384dc6f1bad357ac66d077ddd672d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)",
"session_id": "8c518f8a-3919-45c8-9246-1e8591d1b8cf",
"risk_score": 19.9,
"confidence": 0.2
} | watkinsjamie | persistence_mechanism | /heavy/wrong.csv | 4,350 | svchost.exe | MITRE Technique: T1071.001 | Endpoint persistence_mechanism /heavy/wrong.csv by watkinsjamie MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c4047238-2831-4793-8092-a297fe753fc3 | 2025-04-16T07:41:19 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth challenge for ithomas via SAML from 91.221.30.189 No additional info | {
"geo_location": "North Macedonia",
"device_hash": "d578fe7c21632d120e0889bf6b4817b8f8c75eed8e70440b750150fa22dcb066",
"user_agent": "Mozilla/5.0 (Android 2.3; Mobile; rv:17.0) Gecko/17.0 Firefox/17.0",
"session_id": "a99e3ed8-39b6-4b46-84ca-6ef0c9e18079",
"risk_score": 62.21,
"confidence": 0.4
} | ithomas | challenge | null | null | null | No additional info | Auth challenge for ithomas via SAML from 91.221.30.189 No additional info | null | null | null | null | 91.221.30.189 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | ce:a5:6d:4f:8e:82 |
9ffc1d61-6960-4d0d-af5f-4202b8c0b575 | 2025-06-29T07:04:59 | cloud | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in Azure by ricardo14 No additional info | {
"geo_location": "Armenia",
"device_hash": "6fe554cf26f4494562644b310a4d4da1efc5e418",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/5864-02-08 02:10:00 Firefox/3.6.5",
"session_id": "77b81d3b-355b-41be-970e-143d8a012449",
"risk_score": 53.3,
"confidence": 0.38
} | ricardo14 | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by ricardo14 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-fde7cdd4 | null | null | null | null | null | null | null | null | null | null |
dd575fda-f437-485e-b8b3-0eb7998f136e | 2025-06-05T18:41:25 | endpoint | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access strong by mooretoni No additional info noise=main/list/blog | {
"geo_location": "Iran",
"device_hash": "4a1953f0b62567852ec71b6da25c2e7fd85d19af",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/5109-07-02 20:29:38 Firefox/4.0",
"session_id": "45822994-a456-492d-80d5-fa48de7f0ddc",
"risk_score": 73.1,
"confidence": 0.51
} | mooretoni | file_access | strong | 2,538 | cmd.exe | No additional info | Endpoint file_access strong by mooretoni No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f3fc353a-1b4a-4cbb-af08-4e4bbc2e8cc4 | 2025-06-11T01:01:20 | ids_alert | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|low| desc=Microsoft Sentinel Alert: Fileless Attack detected from 22.80.97.21 targeting 15.223.129.170 No additional info | {
"geo_location": "Cook Islands",
"device_hash": "7d57b3522b8dbee5980c1606e315fde74ef39516772a799b1bb598b8d859327a",
"user_agent": "Opera/8.21.(X11; Linux x86_64; lo-LA) Presto/2.9.168 Version/10.00",
"session_id": "702433c5-bf86-4a66-a145-f9d6c6ea9c7e",
"risk_score": 44.94,
"confidence": 0.06
} | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: Fileless Attack detected from 22.80.97.21 targeting 15.223.129.170 No additional info | null | null | null | null | 22.80.97.21 | 15.223.129.170 | Fileless Attack | SIG-8604 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
49930a67-dfe3-4aba-878d-3b40dea2e4b7 | 2025-06-04T01:54:24 | ids_alert | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|critical| desc=Microsoft Sentinel Alert: Domain Fronting detected from 113.192.64.36 targeting N/A MITRE Technique: T1543.003 | {
"geo_location": "Saint Barthelemy",
"device_hash": "3ff65f2ba267a492a5128b666d1e5634",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ru-RU) AppleWebKit/533.24.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6533.24.5",
"session_id": "3e2b2493-d5e3-4792-934c-7d639d23af65",
"ri... | null | null | null | null | null | MITRE Technique: T1543.003 | Microsoft Sentinel Alert: Domain Fronting detected from 113.192.64.36 targeting N/A MITRE Technique: T1543.003 | null | null | null | null | 113.192.64.36 | N/A | Domain Fronting | SIG-2606 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
c3f2a65f-2f77-497a-9c6e-8341f54ff8f4 | 2025-06-25T17:45:05 | cloud | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in AWS by hawkinsbrandon No additional info | {
"geo_location": "Thailand",
"device_hash": "8ea4b108ed1b34683fb060bef26f3f58638daf8ec08dd397cc5119b2587aea2d",
"user_agent": "Opera/9.47.(X11; Linux i686; yue-HK) Presto/2.9.180 Version/12.00",
"session_id": "48e3b970-5d0e-4432-9643-9c71c7ce782b",
"risk_score": 26.52,
"confidence": 0.33
} | hawkinsbrandon | storage_access | null | null | null | No additional info | Cloud storage_access in AWS by hawkinsbrandon No additional info | null | null | null | null | null | null | null | null | null | AWS | res-5f4e352d | null | null | null | null | null | null | null | null | null | null |
f2a2960c-efcb-4ef4-9c19-802909371c9d | 2025-07-06T07:23:31 | endpoint | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change green by sawyerjason MITRE Technique: T1053.005 | {
"geo_location": "Congo",
"device_hash": "83bd5ec290082ceb9c6e0daed1c41d5749a19cbc5aed368b7d6b71032f55539f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/4.1)",
"session_id": "f33e0939-2056-4996-8381-a877f40a7260",
"risk_score": 59.9,
"confidence": 0.96
} | sawyerjason | registry_change | green | 3,889 | cmd.exe | MITRE Technique: T1053.005 | Endpoint registry_change green by sawyerjason MITRE Technique: T1053.005 | {
"baseline_deviation": 2.38,
"entropy": 6.38,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6422ac64-ee39-4406-a49f-dab7489c110a | 2025-03-09T02:08:31 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth bypass for kennethford via MFA from 11.32.154.125 No additional info | {
"geo_location": "Lithuania",
"device_hash": "2cd1bbb6c81d6013bc4ebdc1c7a8ab8c5cc09dafa0ef7ec3ad55004b09fbcfa5",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/8222-09-07 05:48:45 Firefox/3.8",
"session_id": "6fa74d0d-5492-460c-9612-a18ba459ff01",
"risk_score": 76.6,
"confidence": 0.15
} | kennethford | bypass | null | null | null | No additional info | Auth bypass for kennethford via MFA from 11.32.154.125 No additional info | null | null | null | null | 11.32.154.125 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | e9:0a:cd:54:92:a8 |
6e1437d4-ffc1-4b3f-823a-c179067e6aa6 | 2025-07-09T23:40:08 | ids_alert | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Zeek Alert: Port Scan detected from 129.90.85.63 targeting N/A No additional info | {
"geo_location": "Belarus",
"device_hash": "195418ecd54726d2b8f769defe0ed43ae7c1c042",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/4588-02-21 00:38:53 Firefox/3.8",
"session_id": "7510ac1c-8705-4e3e-bba5-459e79cc3ba3",
"risk_score": 57.38,
"confidence": 1
} | null | null | null | null | null | No additional info | Zeek Alert: Port Scan detected from 129.90.85.63 targeting N/A No additional info | null | null | null | null | 129.90.85.63 | N/A | Port Scan | SIG-6772 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
23ea02ec-39d2-4afe-8fe3-65625a0859ec | 2025-04-04T00:56:32 | ids_alert | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|low| desc=AlienVault Alert: ICS Attack detected from 102.25.77.237 targeting N/A No additional info | {
"geo_location": "Belize",
"device_hash": "d16d5b43dec916b423e62fdf6d3fc31f0a18a462",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_8; rv:1.9.2.20) Gecko/2533-04-28 04:47:51 Firefox/3.6.15",
"session_id": "db21584d-1b65-4498-88ec-524b9ea5f124",
"risk_score": 43.64,
"confidence": 0.46
} | null | null | null | null | null | No additional info | AlienVault Alert: ICS Attack detected from 102.25.77.237 targeting N/A No additional info | null | null | null | null | 102.25.77.237 | N/A | ICS Attack | SIG-6458 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
c7ae2f18-277d-4e93-9637-1ac04dd84a15 | 2025-01-25T20:23:59 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec /force/them.flac by robertrasmussen No additional info | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "94977f87cd56a064c4c09710bfd6433ab9652e7c",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_9 rv:6.0; ve-ZA) AppleWebKit/534.20.6 (KHTML, like Gecko) Version/5.0 Safari/534.20.6",
"session_id": "d7ee82f6-b027-4d03-b0cc-46abea204089",
... | robertrasmussen | wmi_exec | /force/them.flac | 8,246 | svchost.exe | No additional info | Endpoint wmi_exec /force/them.flac by robertrasmussen No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ef53853d-2f5c-4056-9d80-6fa9e06ddfa7 | 2025-01-21T06:37:41 | network | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 146.19.101.109 to 109.157.100.137 No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "ee06c847b89bd68e730011231cc2d3eb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/5.0)",
"session_id": "88ed2748-e75e-435f-b259-117243c01486",
"risk_score": 13.06,
"confidence": 0.53
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 146.19.101.109 to 109.157.100.137 No additional info | null | null | null | null | 146.19.101.109 | 109.157.100.137 | null | null | null | null | null | null | null | null | null | null | TCP | 272,573 | null | null | null |
aeeed56e-9049-45af-bc6d-7e64d339377c | 2025-02-02T06:30:25 | ids_alert | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|critical| desc=Trellix Alert: Brute Force detected from 120.175.68.142 targeting 65.90.239.84 MITRE Technique: T1053.005 | {
"geo_location": "Swaziland",
"device_hash": "d06556b0d5693684306589bb8e0980d6",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_1 rv:3.0; ss-ZA) AppleWebKit/533.43.6 (KHTML, like Gecko) Version/5.0.1 Safari/533.43.6",
"session_id": "ae418a34-3fdf-4fe5-86d7-fc938d92f3d9",
"risk_score": 38.2,
"conf... | null | null | null | null | null | MITRE Technique: T1053.005 | Trellix Alert: Brute Force detected from 120.175.68.142 targeting 65.90.239.84 MITRE Technique: T1053.005 | null | null | null | null | 120.175.68.142 | 65.90.239.84 | Brute Force | SIG-2950 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
b9ece29b-82b1-484a-ab92-1ff24f4346e7 | 2025-03-28T09:37:53 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Togo",
"device_hash": "765ef4d030c5a66791e25ef430ddb56d6c7f8c175578ff0365368308e9290ef4",
"user_agent": "Opera/9.28.(X11; Linux x86_64; ar-EG) Presto/2.9.189 Version/10.00",
"session_id": "59be385c-8242-4b94-9ae8-ed4fad21dbed",
"risk_score": 61.65,
"confidence": 0.72
} | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | {
"baseline_deviation": 2.4,
"entropy": 5.86,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Thermostat | iot-536e71f6 | 3.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8c6c14d6-7acf-4991-8a6c-db91ed1a91c9 | 2025-02-11T03:23:42 | cloud | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in AWS by harringtonscott No additional info | {
"geo_location": "Canada",
"device_hash": "acd0427ced5ead39170fa3533d19748e89e9bf68",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/42.0.841.0 Mobile/20L882 Safari/531.1",
"session_id": "610f7f48-e772-4bc3-a51f-b73473131ae1",
"risk_score":... | harringtonscott | api_abuse | null | null | null | No additional info | Cloud api_abuse in AWS by harringtonscott No additional info | null | null | null | null | null | null | null | null | null | AWS | res-eb0d6659 | null | null | null | null | null | null | null | null | null | null |
d78ab874-ad13-4b9b-a3df-4b898f0ede8c | 2025-02-01T15:48:25 | endpoint | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop /become/big.ppt by christinadonovan No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "b4fc1f301d48ac0dbf3c4ced6e26e7ef",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_6 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/9.3c3570.0 Mobile/34G702 Safari/532.0",
"session_id": "0d69ce67-2414-4a99-85c1-0c9b7419b009",
"risk_s... | christinadonovan | process_stop | /become/big.ppt | 5,764 | powershell.exe | No additional info | Endpoint process_stop /become/big.ppt by christinadonovan No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6850529b-d4ee-46bd-860c-6b779c1d3f4f | 2025-02-15T19:51:06 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth challenge for browndavid via biometric from 183.180.123.73 Credential stuffing pattern detected | {
"geo_location": "Guinea",
"device_hash": "a2cee13d033b6137a84bb36168948fc28e3a4c22",
"user_agent": "Mozilla/5.0 (Linux; Android 9) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/39.0.895.0 Safari/536.0",
"session_id": "8f3f68cf-8fd1-42d1-b3c8-1a91bdb4f40a",
"risk_score": 54.19,
"confidence": 0.99
} | browndavid | challenge | null | null | null | Credential stuffing pattern detected | Auth challenge for browndavid via biometric from 183.180.123.73 Credential stuffing pattern detected | null | null | null | null | 183.180.123.73 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 8e:c3:32:1d:2b:83 |
8bd5b9dc-2c8b-467c-b721-db4bcafceaef | 2025-03-01T22:46:34 | firewall | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow NTP traffic from 204.196.199.127:856 to 160.228.217.48:678 No additional info | {
"geo_location": "Honduras",
"device_hash": "4aa76fe495b2ccfc0975e25068517724",
"user_agent": "Mozilla/5.0 (Android 5.1.1; Mobile; rv:7.0) Gecko/7.0 Firefox/7.0",
"session_id": "b77f707b-268b-454b-9b39-aa8ada4646e0",
"risk_score": 89.89,
"confidence": 0.86
} | null | allow | null | null | null | No additional info | Firewall allow NTP traffic from 204.196.199.127:856 to 160.228.217.48:678 No additional info | null | null | null | null | 204.196.199.127 | 160.228.217.48 | null | null | null | null | null | null | null | null | 856 | 678 | NTP | 969,455 | 938 | null | null |
4d969462-b4f4-4f2a-87dc-800eb45b051c | 2025-04-17T23:30:12 | ai | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by jessicawhite MITRE Technique: T1053.005 | Unconventional IOC: TPM attestation failures | {
"geo_location": "Sudan",
"device_hash": "432e1ed87450fe72db3b4d75d36b23c40ad9a89adba95cec8ac5ac4252b2d51a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/3.1)",
"session_id": "ec5bcdca-c228-414f-a704-afe241730e43",
"risk_score": 31.13,
"confidence": 0.88
} | jessicawhite | fine_tuning | null | null | null | MITRE Technique: T1053.005 | Unconventional IOC: TPM attestation failures | AI system fine_tuning by jessicawhite MITRE Technique: T1053.005 | Unconventional IOC: TPM attestation failures | null | null | null | null | null | null | null | null | null | null | null | model-e616a8e0 | ae565d06873810b9f108a506b2b4d286dc2a270c | f1fba7fd8ca35e7779a9c83f70b917be | null | null | null | null | null | null | null |
307b8887-b637-4dfc-a8dd-424b8e2803d6 | 2025-02-12T05:38:27 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by janicewhite No additional info | {
"geo_location": "Germany",
"device_hash": "c5aeeb5100d33c63940edb513eda3293428c2739",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/31.0.801.0 Mobile/45U301 Safari/536.0",
"session_id": "40fb41af-ba00-4987-80f2-24d76d08feed",
"risk_score"... | janicewhite | model_inversion | null | null | null | No additional info | AI system model_inversion by janicewhite No additional info | null | null | null | null | null | null | null | null | null | null | null | model-5422712a | 70dc32e8d4e02a85c9b116d6a1ca3683 | 2ca6460dc1c2ac09d201cbbeb50d38c6022957df0a5e83dafdb4aa719a16ce2c | null | null | null | null | null | null | null |
2e8a1f51-d4c8-41ec-ab55-e80d3cf05c86 | 2025-02-22T20:25:28 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by lisasmith No additional info noise=wp-content/tag/main | {
"geo_location": "Mongolia",
"device_hash": "99434952a8675f1a752ccb9d4b79a3ccd1b08403",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/7702-11-24 12:12:29 Firefox/3.6.14",
"session_id": "44a8f00b-e36c-498e-8e7a-72cebbd3a2a7",
"risk_score": 59.71,
"confidence": 0.5
} | lisasmith | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by lisasmith No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d5991c20 | 8b281b91c082300fea532127146d24d564901b7dcc7f21be6d5900407f541084 | 322a53f3b9e1d144c7c387feb3152b4d89506f12 | null | null | null | null | null | null | null |
9cd143a3-c443-4f7f-8301-e4ba5703da27 | 2025-05-05T10:54:31 | cloud | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in GCP by rcoleman No additional info | {
"geo_location": "Mexico",
"device_hash": "83a489fdc7ad43216e34fddbd26905a72947dfda06cc09fc9d968446e51dbadb",
"user_agent": "Opera/9.29.(Windows NT 11.0; ur-IN) Presto/2.9.175 Version/10.00",
"session_id": "bfdea30d-46e8-431b-bd83-08bc5dc22cdb",
"risk_score": 52.92,
"confidence": 0.16
} | rcoleman | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in GCP by rcoleman No additional info | null | null | null | null | null | null | null | null | null | GCP | res-459927b5 | null | null | null | null | null | null | null | null | null | null |
1f5384fc-234c-4d0a-9a8d-5828524e5b25 | 2023-12-23T10:05:33 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Eritrea",
"device_hash": "166c83e086c7208700a1729cd5f497d2ce7d701ba243a1774675d37bef34c7c6",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/15.0.813.0 Safari/531.2",
"session_id": "5847e33b-4061-4c72-8355-10339dc8d6a5",
"risk_score": 72.08,
"confidenc... | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-124f827c | 4.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
970de36e-0693-42e4-b201-9604868a239a | 2025-02-27T12:52:55 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth bypass for melissamcintyre via password from 16.224.119.223 No additional info | {
"geo_location": "Greenland",
"device_hash": "5b8b7742ee5fc9bdeeaf26659adda521",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/5.0)",
"session_id": "a7de0dda-0c07-437a-ab56-77f34a7e4947",
"risk_score": 58.1,
"confidence": 0.14
} | melissamcintyre | bypass | null | null | null | No additional info | Auth bypass for melissamcintyre via password from 16.224.119.223 No additional info | null | null | null | null | 16.224.119.223 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | fd:49:f6:0a:eb:cd |
29269f8f-e692-4bb8-a60b-ee554e4948a9 | 2025-06-07T14:17:13 | ai | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by jeffreyfrank MITRE Technique: T1071.001 | {
"geo_location": "Tanzania",
"device_hash": "6a5aafe5a76cc0f1a097a733a00836d863535046fd7fa8d240b084e42a0c91c4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/4.0)",
"session_id": "8bd4b8c6-0d7c-4bcd-aab4-13faad75ef82",
"risk_score": 57.31,
"confidence": 0.69
} | jeffreyfrank | api_abuse | null | null | null | MITRE Technique: T1071.001 | AI system api_abuse by jeffreyfrank MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | model-7f208282 | 63cd6edf51b5506b997797a9591a4b9368aed2db9dce881a0325837441672bb6 | b6c225e2306ef4da05dc3b58c2fb0c9faeac3c51 | null | null | null | null | null | null | null |
05e629a5-8e7f-4eae-be47-8ec05e7a3174 | 2025-06-20T00:26:20 | cloud | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in AWS by timothy71 No additional info | {
"geo_location": "Rwanda",
"device_hash": "f1bcfac628f4884ab9730458b660b82d406e7b3bc622cb9263982530c3b8eb12",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/29.0.814.0 Safari/531.1",
"session_id": "fbde4b0f-77d6-4f52-929c-aa1da2667d6f",
"risk_score": 81.5,
"confidence"... | timothy71 | storage_access | null | null | null | No additional info | Cloud storage_access in AWS by timothy71 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-49877ebc | null | null | null | null | null | null | null | null | null | null |
a4ae639c-d1f7-4892-985e-9305010f5226 | 2025-07-05T23:45:13 | endpoint | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start /window/natural.html by ndaniel No additional info | {
"geo_location": "Congo",
"device_hash": "f144dd479c21446ff682284f070286c89aab22f6",
"user_agent": "Opera/9.40.(Windows NT 5.0; szl-PL) Presto/2.9.172 Version/10.00",
"session_id": "c8c1af95-6695-457b-8db3-1c804d76b70e",
"risk_score": 73.27,
"confidence": 0.6
} | ndaniel | process_start | /window/natural.html | 7,180 | svchost.exe | No additional info | Endpoint process_start /window/natural.html by ndaniel No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0224b9a8-3430-4e48-917c-10dec769615b | 2021-09-23T19:14:00 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical unusual_activity No additional info | {
"geo_location": "Eritrea",
"device_hash": "b6aedbb561e0584fb00e10ddd1982c70160db66a03c4d5e2a54e80188ff56885",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/534.28.4 (KHTML, like Gecko) Version/5.0.3 Safari/534.28.4",
"session_id": "54264172-da01-4d44-b498-b00bdfabfc9b",
"risk_... | null | unusual_activity | null | null | null | No additional info | IoT device Medical unusual_activity No additional info | null | Medical | iot-f9cb9a0b | 8.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5e004cc5-f9bb-4531-a345-94f90d36f5cb | 2025-03-23T19:16:07 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine HTTP traffic from 76.239.30.73:297 to 199.149.129.99:361 MITRE Technique: T1071.001 | {
"geo_location": "Belarus",
"device_hash": "0a0727c5b5037dcaad1a7b901ea42e5e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "632ebaf1-4906-423e-969f-276373f568a1",
"risk_score": 45.02,
"confidence": 0.39
} | null | quarantine | null | null | null | MITRE Technique: T1071.001 | Firewall quarantine HTTP traffic from 76.239.30.73:297 to 199.149.129.99:361 MITRE Technique: T1071.001 | null | null | null | null | 76.239.30.73 | 199.149.129.99 | null | null | null | null | null | null | null | null | 297 | 361 | HTTP | 660,577 | 2,186 | null | null |
8acafcbb-42ce-4a8e-908d-b573552cd6e2 | 2020-07-29T21:50:35 | iot | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Medical firmware_update No additional info noise=2FEB750F | {
"geo_location": "Ireland",
"device_hash": "21db6c877db8d845dddd802329c17fe515da0235593820ab5bea58c846eb3de3",
"user_agent": "Opera/8.25.(X11; Linux i686; bhb-IN) Presto/2.9.181 Version/12.00",
"session_id": "4b02a6fb-b1ce-4413-a0a5-7fb645764aed",
"risk_score": 67.99,
"confidence": 0.93
} | null | firmware_update | null | null | null | No additional info | IoT device Medical firmware_update No additional info | null | Medical | iot-bc9581ae | 10.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5809e62d-c416-4c80-b5b9-fc02f32b4c6b | 2025-03-31T09:02:59 | ids_alert | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|high| desc=Splunk Alert: Living-off-the-Land detected from 216.20.175.169 targeting 10.233.198.151 Zero-day exploit pattern detected | {
"geo_location": "Latvia",
"device_hash": "8473c7b20c5b35a524388f28a8732facbfb073a1",
"user_agent": "Opera/8.30.(X11; Linux i686; or-IN) Presto/2.9.178 Version/12.00",
"session_id": "44001f99-e59d-4f26-8224-324c34911ae1",
"risk_score": 83.61,
"confidence": 0.73
} | null | null | null | null | null | Zero-day exploit pattern detected | Splunk Alert: Living-off-the-Land detected from 216.20.175.169 targeting 10.233.198.151 Zero-day exploit pattern detected | null | null | null | null | 216.20.175.169 | 10.233.198.151 | Living-off-the-Land | SIG-2107 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
7401f1c8-a6c2-40cc-98ce-a55308a60f98 | 2025-03-24T09:49:12 | cloud | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in Alibaba by ellisjonathan Associated Threat Actor: TA505 noise=U3RpbGwu | {
"geo_location": "Singapore",
"device_hash": "52c9a963ce7b6d34922fe5c45ef71521c8231112",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_5) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/45.0.834.0 Safari/532.2",
"session_id": "c3fa7a67-5c2e-4476-aa93-74fae949a24a",
"risk_score": 21.22,
"confiden... | ellisjonathan | instance_creation | null | null | null | Associated Threat Actor: TA505 | Cloud instance_creation in Alibaba by ellisjonathan Associated Threat Actor: TA505 | null | null | null | null | null | null | null | null | null | Alibaba | res-c77e71f1 | null | null | null | null | null | null | null | null | null | null |
93dadaf6-8ab6-4eae-840b-79762902e93c | 2025-05-16T03:42:13 | cloud | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in Alibaba by mayslisa No additional info noise=app | {
"geo_location": "Tonga",
"device_hash": "45476f72cc7d0f0cb84756fed08d0c68",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/2351-02-11 08:46:37 Firefox/3.8",
"session_id": "f399a15a-c3d2-4a20-95bb-981c9f98d084",
"risk_score": 71.77,
"confidence": 0.94
} | mayslisa | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in Alibaba by mayslisa No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-6eed9dfe | null | null | null | null | null | null | null | null | null | null |
3541c775-e36b-453c-adfd-c2ee7f7a603b | 2025-03-29T17:07:18 | ai | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by erin75 MITRE Technique: T1059.005 | Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Honduras",
"device_hash": "1e125182b21f60b3ed2f960013c6d2d34b6d57a16885ebf9ad9bf5992864cb1b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; fur-IT) AppleWebKit/535.50.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6535.50.2",
"session_id": "0d7902a6-937e-4450-... | erin75 | membership_inference | null | null | null | MITRE Technique: T1059.005 | Unconventional IOC: Thermal sensor anomalies | AI system membership_inference by erin75 MITRE Technique: T1059.005 | Unconventional IOC: Thermal sensor anomalies | null | null | null | null | null | null | null | null | null | null | null | model-91b285dd | 44a5e9d7d2b200e9e985435115975084 | 4a324a3dfcc4d4623cbadbb88a889e47736454eeaf1a532610acdd42d75e2cae | null | null | null | null | null | null | null |
46aabd33-e3f9-471b-9194-38d7ff97302b | 2025-05-28T23:07:24 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by jeffhumphrey No additional info noise=air|beyond|respond | {
"geo_location": "Luxembourg",
"device_hash": "8c325f9751505c5ab7d8e6b2c2c2b0c9",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_9 rv:4.0; st-ZA) AppleWebKit/533.44.4 (KHTML, like Gecko) Version/4.0 Safari/533.44.4",
"session_id": "32264d9f-5cbf-45e7-914c-e9680ec8b57b",
"risk_score": 24.54,
"c... | jeffhumphrey | prompt_injection | null | null | null | No additional info | AI system prompt_injection by jeffhumphrey No additional info | null | null | null | null | null | null | null | null | null | null | null | model-72d8ebe7 | e758a2ae136f0f806c23c00b9c865ee85858ecff | f60307735c04b9bf999c6e0a75e3a163e835eea1f3617ca24ebe56af7f168570 | null | null | null | null | null | null | null |
487478f2-d34d-4c86-b9b7-f8aec3eca8ab | 2025-05-23T17:22:45 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by njimenez Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Japan",
"device_hash": "b709b53b7bf626773560a2f2962b2203a37b1b66",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/43.0.890.0 Mobile/82Q281 Safari/536.2",
"session_id": "e741f843-137c-4ff1-8c83-8e8f243cf428",
"risk_score": 65.5... | njimenez | model_inversion | null | null | null | Unconventional IOC: Unusual DNS TXT records | AI system model_inversion by njimenez Unconventional IOC: Unusual DNS TXT records | null | null | null | null | null | null | null | null | null | null | null | model-17e14361 | f7fcd26b669f3c4ac634f0e8e0d730b4 | 451db58873570919b344b40ab30c9ef5dbef8f17 | null | null | null | null | null | null | null |
6394ea98-ef43-4de6-8afe-db2cef35dee0 | 2025-04-18T09:56:16 | network | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 210.111.72.3 to 71.243.111.7 No additional info | {
"geo_location": "Montenegro",
"device_hash": "803c70f62526134ff7be4db3687af159d141c47e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/5.1)",
"session_id": "d0556f6b-1e9c-4828-afe0-58b6ca34212c",
"risk_score": 94.2,
"confidence": 0.04
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 210.111.72.3 to 71.243.111.7 No additional info | null | null | null | null | 210.111.72.3 | 71.243.111.7 | null | null | null | null | null | null | null | null | null | null | ICMP | 212,018 | null | null | null |
ea4c7f29-f8ea-4412-829a-ad4f1832c789 | 2025-02-20T17:36:42 | network | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 69.51.54.16 to 99.252.0.113 No additional info | {
"geo_location": "Tuvalu",
"device_hash": "e3f95d69e48e3ff1a9add452dc968d0e4140f768",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/5.0)",
"session_id": "52f0006c-328c-4a39-9cf4-6e65f96b8788",
"risk_score": 57,
"confidence": 0.7
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 69.51.54.16 to 99.252.0.113 No additional info | null | null | null | null | 69.51.54.16 | 99.252.0.113 | null | null | null | null | null | null | null | null | null | null | ICMP | 777,473 | null | null | null |
1d7c483b-9083-4310-b040-2477cdc8939b | 2025-05-27T00:27:41 | endpoint | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install reality by jwagner No additional info | {
"geo_location": "Benin",
"device_hash": "37dec93a884379ebf1ad19c3b4b96c32",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/21.0.879.0 Safari/536.2",
"session_id": "1044be4d-3eb3-455b-a0d6-d160b9440a09",
"risk_score": 48.66,
"confidence": 0.56
} | jwagner | service_install | reality | 2,188 | svchost.exe | No additional info | Endpoint service_install reality by jwagner No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1ea864db-edfe-4cfc-be55-8580289abda9 | 2025-03-23T17:53:14 | endpoint | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task mind by mcarpenter MITRE Technique: T1053.005 | Associated Threat Actor: Wizard Spider | {
"geo_location": "Malta",
"device_hash": "57c84c115c71d170a446f2d67d175699",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/3.1)",
"session_id": "f313a7fa-cde7-4a4c-8c9c-b841ab7cdbda",
"risk_score": 62.46,
"confidence": 0.35
} | mcarpenter | scheduled_task | mind | 530 | explorer.exe | MITRE Technique: T1053.005 | Associated Threat Actor: Wizard Spider | Endpoint scheduled_task mind by mcarpenter MITRE Technique: T1053.005 | Associated Threat Actor: Wizard Spider | {
"baseline_deviation": 2.78,
"entropy": 7.58,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1c587172-a35a-47c2-8a68-4127b4decd57 | 2025-05-13T09:45:31 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth challenge for angela28 via SAML from 193.51.150.33 No additional info noise=TWlsaXRhcnku | {
"geo_location": "Russia",
"device_hash": "0c67fcaa1c3387b343fe31397c80dc98ac2b2428",
"user_agent": "Opera/9.90.(X11; Linux i686; mt-MT) Presto/2.9.174 Version/11.00",
"session_id": "61185101-1dae-4bcb-adab-f8e086d6a71f",
"risk_score": 54.13,
"confidence": 0.41
} | angela28 | challenge | null | null | null | No additional info | Auth challenge for angela28 via SAML from 193.51.150.33 No additional info | null | null | null | null | 193.51.150.33 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | d1:0d:80:00:a2:db |
0d651869-b818-4253-b31e-a3c26472370c | 2025-02-01T22:31:21 | cloud | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in OCI by kelsey35 No additional info | {
"geo_location": "Austria",
"device_hash": "39446533f903df2233a484c90102775851dee403",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/14.8t4722.0 Mobile/00K596 Safari/536.1",
"session_id": "a048f4c1-b12d-4c62-bfb9-ec47c3a32c23",
"risk_score":... | kelsey35 | shadow_it | null | null | null | No additional info | Cloud shadow_it in OCI by kelsey35 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-f29b6633 | null | null | null | null | null | null | null | null | null | null |
95dc4819-1555-401b-b69a-789558d4822f | 2025-05-26T05:35:48 | endpoint | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change /ok/visit.txt by akirk No additional info | {
"geo_location": "Tajikistan",
"device_hash": "da252cacc17b63afcbae8a132c04ef4e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/29.0.850.0 Safari/533.0",
"session_id": "810b5cad-97b9-4f3a-8d6e-184fb6a158af",
"risk_score": 24.51,
"confidence": 0.06
} | akirk | registry_change | /ok/visit.txt | 1,142 | powershell.exe | No additional info | Endpoint registry_change /ok/visit.txt by akirk No additional info | {
"baseline_deviation": 1,
"entropy": 4.73,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e0c3de6b-ad5f-4fcd-9d13-0823747f6bdb | 2025-06-21T16:47:59 | firewall | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall deny ICMP traffic from 133.120.29.48:146 to 151.63.98.179:27347 No additional info | {
"geo_location": "Algeria",
"device_hash": "971812259871212009354837614ca26ad2bab631",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/534.9.2 (KHTML, like Gecko) Version/4.0 Safari/534.9.2",
"session_id": "6e10d0d4-a13b-4c44-af91-9ec2021c348b",
"risk_score": 52.59,
"confidence": 0.94
} | null | deny | null | null | null | No additional info | Firewall deny ICMP traffic from 133.120.29.48:146 to 151.63.98.179:27347 No additional info | null | null | null | null | 133.120.29.48 | 151.63.98.179 | null | null | null | null | null | null | null | null | 146 | 27,347 | ICMP | 878,958 | 170 | null | null |
215666fa-e8c9-4000-86a6-2fef231984fb | 2025-05-03T03:52:26 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth success for benjaminmorales via password from 122.206.114.91 No additional info noise=0D94A896 | {
"geo_location": "Madagascar",
"device_hash": "70a433c6b088a077261781f9ae2312b594d80b5f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_7 rv:4.0; tl-PH) AppleWebKit/534.48.2 (KHTML, like Gecko) Version/5.0 Safari/534.48.2",
"session_id": "dd05bb82-1def-418e-a3ce-d1d2b0010cea",
"risk_score": ... | benjaminmorales | success | null | null | null | No additional info | Auth success for benjaminmorales via password from 122.206.114.91 No additional info | null | null | null | null | 122.206.114.91 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 3a:76:06:ce:8a:a5 |
aa2a3641-8446-491d-b068-f49f39f387bc | 2025-01-18T23:29:10 | ai | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by alex98 MITRE Technique: T1204.002 | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "77ea2ab98f6a121a651137bee819cd33",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; fi-FI; rv:1.9.0.20) Gecko/8367-01-03 09:49:54 Firefox/15.0",
"session_id": "217422af-8cab-4788-8bc4-ff983d11efc5",
"risk_score": 44.35,
"confidence": 0.91
} | alex98 | model_access | null | null | null | MITRE Technique: T1204.002 | AI system model_access by alex98 MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-467ed1e3 | 7d9a2bcc9fe95e409bff57cbe7698f42 | e3e9ed7e85e8e101a73d4bfa23d68761dbe8438f880e7adc06456ff04673067a | null | null | null | null | null | null | null |
2ca52c67-7177-4428-98d5-f2fc32e6b7af | 2025-06-07T13:57:21 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: XSS detected from 39.248.234.65 targeting 145.17.251.197 No additional info | {
"geo_location": "Bulgaria",
"device_hash": "f9d24877a52ab07db2d8945f811fc169",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "10e20620-57e0-430d-a16c-621854c8ae3c",
"risk_score": 60.15,
"confidence": 0.03
} | null | null | null | null | null | No additional info | AlienVault Alert: XSS detected from 39.248.234.65 targeting 145.17.251.197 No additional info | null | null | null | null | 39.248.234.65 | 145.17.251.197 | XSS | SIG-3022 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
0220b897-a0e1-4868-acdf-b6e0a5d67df3 | 2025-05-19T21:53:37 | ai | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by bradley03 MITRE Technique: T1486 | {
"geo_location": "Tonga",
"device_hash": "149e951c9901ea37529cb15378c6bd0b",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/5889-04-08 18:10:30 Firefox/13.0",
"session_id": "4eab8c1e-0495-49ae-be4c-047d8c68d392",
"risk_score": 50.18,
"confidence": 0.01
} | bradley03 | adversarial_input | null | null | null | MITRE Technique: T1486 | AI system adversarial_input by bradley03 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | model-0839ccd5 | 4c5e666e51b39041ade6e930a83e1783608f9dd96e6410fd0619135966a0f20a | 788ce183981405628d46a6b123c2ba39806802b3479f9618a0bf94dcce05eb4a | null | null | null | null | null | null | null |
e8ed587a-5cab-4bd7-87fc-1b606a406646 | 2025-05-04T20:02:53 | ai | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by perezwilliam No additional info | {
"geo_location": "Philippines",
"device_hash": "098e6865ccc534754f198f8919e33df4739613cfcb14d8c8a58e3a68b0dfbbce",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/5531-10-03 13:59:19 Firefox/12.0",
"session_id": "d1700e39-f908-4b40-8c3d-75eaa84ee859",
"risk_score": 17.41,
"confidence": 0.... | perezwilliam | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by perezwilliam No additional info | null | null | null | null | null | null | null | null | null | null | null | model-f71b24f2 | 1c94ea2ffcb079289046e4c6aeb714ae289492f6 | 357bd33c0d9d40e2fb82a55db1367425 | null | null | null | null | null | null | null |
a1b68284-9ab3-4796-80bd-a1f9eb7baddb | 2025-03-13T17:20:35 | network | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 201.78.9.107 to 150.91.52.80 Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Azerbaijan",
"device_hash": "321417d6df4b1cc4db32548a5283ffec4c87653a2ef3dbe0ab0bf17c7fe4c246",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_4 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/37.0.812.0 Mobile/80W740 Safari/532.1",
"session_id": "5aacf5a0-5fbb-4c34-9354-d776e2... | null | covert_channel | null | null | null | Unconventional IOC: Unusual DNS TXT records | Network covert_channel from 201.78.9.107 to 150.91.52.80 Unconventional IOC: Unusual DNS TXT records | null | null | null | null | 201.78.9.107 | 150.91.52.80 | null | null | null | null | null | null | null | null | null | null | ICMP | 450,303 | null | null | null |
36af9c54-ff7a-4903-b5e2-976d4d92e41a | 2025-04-21T04:50:18 | firewall | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny ICMP traffic from 10.213.155.14:829 to 156.248.120.67:911 MITRE Technique: T1059.005 | {
"geo_location": "Tokelau",
"device_hash": "b25535913af39916cc391efeb975f18a999d513f67e8897d3c50dd0684d27bb1",
"user_agent": "Opera/8.66.(X11; Linux x86_64; so-ET) Presto/2.9.168 Version/12.00",
"session_id": "143c5dd4-0758-4a7d-b2b0-30391e8ebfc8",
"risk_score": 38.17,
"confidence": 0.97
} | null | deny | null | null | null | MITRE Technique: T1059.005 | Firewall deny ICMP traffic from 10.213.155.14:829 to 156.248.120.67:911 MITRE Technique: T1059.005 | null | null | null | null | 10.213.155.14 | 156.248.120.67 | null | null | null | null | null | null | null | null | 829 | 911 | ICMP | 714,125 | 1,920 | null | null |
269f9455-29fb-477f-9eb3-871a69c35780 | 2025-03-09T14:29:03 | ids_alert | Vectra AI v5.0.0 | emergency | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Vectra AI Alert: Cloud API Abuse detected from 10.51.219.23 targeting 75.41.13.49 No additional info | {
"geo_location": "Togo",
"device_hash": "94601db996fb16df214615800ebc99939f70cf84f08eaa75fe2a050d8381ea03",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "f8c7f501-c069-4185-883e-7f107f2b48a0",
"risk_score": 71.98,
"confidence": 0.55
} | null | null | null | null | null | No additional info | Vectra AI Alert: Cloud API Abuse detected from 10.51.219.23 targeting 75.41.13.49 No additional info | null | null | null | null | 10.51.219.23 | 75.41.13.49 | Cloud API Abuse | SIG-2228 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
fe4bdacf-2a7b-477d-84c8-cf5d7498cc06 | 2025-05-01T14:15:57 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for zacharyblanchard via passwordless from 10.64.169.194 No additional info | {
"geo_location": "Samoa",
"device_hash": "af6a84828c4d9ba6bdb6fae525ef641f7f53f246",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_0) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/33.0.864.0 Safari/533.1",
"session_id": "32a9c023-b499-46a3-891e-50f40ed3191e",
"risk_score": 51.83,
"confidence"... | zacharyblanchard | bypass | null | null | null | No additional info | Auth bypass for zacharyblanchard via passwordless from 10.64.169.194 No additional info | {
"baseline_deviation": 2.71,
"entropy": 6.6,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 10.64.169.194 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 2c:81:a2:13:92:5b |
b34539a3-7176-4f47-8a4e-17bc570f2e17 | 2025-05-19T08:28:06 | ai | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by davidduffy No additional info | {
"geo_location": "Burundi",
"device_hash": "330acc01a1a80f4425d467e3a963037c7acca0124a9ba735e0d8b59ad8d7c1eb",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/44.0.858.0 Safari/535.2",
"session_id": "1c30cac0-6dbb-4cd5-836b-50520e2a4522",
"risk_score": 70.64,
"conf... | davidduffy | fine_tuning | null | null | null | No additional info | AI system fine_tuning by davidduffy No additional info | null | null | null | null | null | null | null | null | null | null | null | model-872faeb7 | ddcded452525f40165d0a69189f7ae700ec32d2e | aea5bef4fd2c4664512a28cccc79d96a | null | null | null | null | null | null | null |
0db9942d-30e8-4e04-962a-777a83c2473f | 2025-06-23T21:40:54 | network | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 186.37.204.242 to 148.226.14.145 MITRE Technique: T1547.001 | Associated Threat Actor: APT41 | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "cff2de914eeecbf99d907188f1cb569e6bf41ae6",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0.2) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/30.0.843.0 Safari/536.2",
"session_id": "76be6b5d-a06d-4ca6-a1db-7d65fe22d230",
"risk_score": 39.77,
"conf... | null | protocol_anomaly | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: APT41 | Network protocol_anomaly from 186.37.204.242 to 148.226.14.145 MITRE Technique: T1547.001 | Associated Threat Actor: APT41 | null | null | null | null | 186.37.204.242 | 148.226.14.145 | null | null | null | null | null | null | null | null | null | null | HTTPS | 327,106 | null | null | null |
d733950d-fa5e-4ced-85c6-44bb12107cfe | 2025-02-05T04:13:40 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth challenge for nortondavid via key from 36.75.58.245 No additional info noise=DC6C7351 | {
"geo_location": "Cameroon",
"device_hash": "f908117f1ac3e22072620ad9d257aefa",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_8 rv:2.0; ln-CD) AppleWebKit/531.44.7 (KHTML, like Gecko) Version/5.0.1 Safari/531.44.7",
"session_id": "b106b875-0355-423d-aa46-f97d437af8f2",
"risk_score": 4.31,
"co... | nortondavid | challenge | null | null | null | No additional info | Auth challenge for nortondavid via key from 36.75.58.245 No additional info | null | null | null | null | 36.75.58.245 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 56:dd:46:25:12:dd |
e33630c3-317b-4433-b80b-aff57f42eb54 | 2025-04-10T12:17:35 | ai | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by jasonbryant No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "43f0af6735afb181a63012893734c416f113686e",
"user_agent": "Opera/8.33.(Windows 98; az-IN) Presto/2.9.190 Version/12.00",
"session_id": "08d65dbf-996d-49ef-98a9-ae43d9cf9e27",
"risk_score": 68.54,
"confidence": 0.9
} | jasonbryant | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by jasonbryant No additional info | {
"baseline_deviation": 1.66,
"entropy": 5.92,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-2e9eb089 | 7f2b508f84d9002cf68a41c8d03f4c0dc9cd7cd54e60fc3030b9db6981aa9472 | d5d7af880b1dda2d6d6a8dbc83af4cc7e76e9f55 | null | null | null | null | null | null | null |
a447bc3d-4ca5-4cdb-9820-a79b2ca8676f | 2026-12-25T16:26:53 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 97.31.166.211 to 186.114.74.2 No additional info | {
"geo_location": "Mongolia",
"device_hash": "419e2ea3ecf483ea5389121864ee1647",
"user_agent": "Opera/9.91.(Windows NT 5.0; te-IN) Presto/2.9.167 Version/10.00",
"session_id": "8d3818d3-4db8-4fa4-8b23-bf158bc20063",
"risk_score": 25.96,
"confidence": 0.47
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 97.31.166.211 to 186.114.74.2 No additional info | null | null | null | null | 97.31.166.211 | 186.114.74.2 | null | null | null | null | null | null | null | null | null | null | ICMP | 794,548 | null | null | null |
21b434f8-ca80-4019-9f2d-2f517d3323ac | 2025-04-26T08:43:23 | iot | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|high| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "Philippines",
"device_hash": "8addcdcba28153fe34c5f4c97bdf1e8a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_1_3 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/31.0.869.0 Mobile/15W532 Safari/535.2",
"session_id": "c435d435-b33c-4495-a4e9-7749de284e11",
"risk_score": 49.... | null | battery_drain | null | null | null | No additional info | IoT device Medical battery_drain No additional info | null | Medical | iot-21bcf529 | 3.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
29e93160-185c-4c6d-a804-d3b9a3fe7f0e | 2025-03-31T17:05:47 | firewall | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only RDP traffic from 198.20.19.92:764 to 131.95.58.190:330 MITRE Technique: T1204.002 | Unconventional IOC: Power consumption spikes | {
"geo_location": "Madagascar",
"device_hash": "76853f842ca67046180b40987e509877",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/63.0.821.0 Safari/533.0",
"session_id": "a26c5c11-a7bc-4839-b5d9-feae67b1cde4",
"risk_score": 100,
"confidence": 0.58
} | null | log-only | null | null | null | MITRE Technique: T1204.002 | Unconventional IOC: Power consumption spikes | Firewall log-only RDP traffic from 198.20.19.92:764 to 131.95.58.190:330 MITRE Technique: T1204.002 | Unconventional IOC: Power consumption spikes | null | null | null | null | 198.20.19.92 | 131.95.58.190 | null | null | null | null | null | null | null | null | 764 | 330 | RDP | 696,239 | 2,242 | null | null |
d3050304-6f32-42e6-b04a-55a6f383d1fd | 2025-06-15T07:02:11 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth locked for mmccall via key from 71.20.5.226 No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "8a7bd0c4179e773665ac3dcda97048a3fec44ef9a27f3b52dc584462121b712e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/4.1)",
"session_id": "08246345-112a-49a3-96ed-fba9cbbf22d7",
"risk_score": 97.65,
"confidence": 0.64
} | mmccall | locked | null | null | null | No additional info | Auth locked for mmccall via key from 71.20.5.226 No additional info | null | null | null | null | 71.20.5.226 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 4f:0c:cf:22:9e:6c |
51ec6f25-669e-473e-a51c-169f4f741726 | 2025-02-17T20:07:21 | ids_alert | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|critical| desc=Trellix Alert: SQL Injection detected from 178.244.159.200 targeting 56.112.120.93 No additional info noise=future|Mr|four | {
"geo_location": "Kiribati",
"device_hash": "c4ee35c1316091e94c148b214285012c",
"user_agent": "Mozilla/5.0 (Android 2.3.1; Mobile; rv:22.0) Gecko/22.0 Firefox/22.0",
"session_id": "ef4f0483-6139-4af9-852b-fab526975131",
"risk_score": 64.94,
"confidence": 0.02
} | null | null | null | null | null | No additional info | Trellix Alert: SQL Injection detected from 178.244.159.200 targeting 56.112.120.93 No additional info | null | null | null | null | 178.244.159.200 | 56.112.120.93 | SQL Injection | SIG-7748 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
3178cad9-e927-4d39-90cc-ffe0e0d45693 | 2025-06-27T10:33:01 | endpoint | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load feeling by wilsonkimberly No additional info | {
"geo_location": "Slovenia",
"device_hash": "49a097b1216fecb657ee2b20568ab59a568948cc",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/5407-05-26 14:06:10 Firefox/11.0",
"session_id": "034cf4b7-fa53-4f06-bdcb-42f15d5b4323",
"risk_score": 60.59,
"confidence": 0.83
} | wilsonkimberly | driver_load | feeling | 4,995 | cmd.exe | No additional info | Endpoint driver_load feeling by wilsonkimberly No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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