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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
e1696ec1-4c98-47ee-969f-fcb741474d2a | 2025-05-14T12:25:13 | ai | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by daviddaniel No additional info | {
"geo_location": "United Kingdom",
"device_hash": "d5820aee5ed089a9a17379c8ecd22145300970c3",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_3; rv:1.9.2.20) Gecko/6982-06-22 13:06:41 Firefox/3.6.7",
"session_id": "35e74d2f-a20d-449f-b630-0028b13ecd87",
"risk_score": 44.16,
"confidence": 0.35
} | daviddaniel | api_abuse | null | null | null | No additional info | AI system api_abuse by daviddaniel No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7b546c55 | 5cbae290025886573dac603cd7cce94e07cedceb7bc4d63e628d31204f040295 | 1465fc81c1eccb8cf0ed7beeab13c2813bc80724 | null | null | null | null | null | null | null |
97892c50-55d4-4e1b-9a99-160aaf0536a3 | 2025-06-14T01:23:01 | endpoint | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec although by agarza MITRE Technique: T1053.005 | {
"geo_location": "Palestinian Territory",
"device_hash": "5ab51cc493547cbd70c1ce1bd09f42a8b11116e23bfef9c3d5fc4d0ab8492bcc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/4.0)",
"session_id": "95c2eeb4-6e00-482d-ac57-1cf4e098e1d3",
"risk_score": 58.79,
"confidence": 0.69
} | agarza | wmi_exec | although | 884 | cmd.exe | MITRE Technique: T1053.005 | Endpoint wmi_exec although by agarza MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
79674af7-5c40-49e5-84e6-081812140b72 | 2025-01-12T11:41:13 | ids_alert | LogRhythm v7.5.0 | emergency | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=LogRhythm Alert: MFA Bypass detected from 41.30.71.228 targeting 201.19.114.211 MITRE Technique: T1218.011 | Associated Threat Actor: FIN7 | Zero-day exploit pattern detected noise=agency|relationship|seek | {
"geo_location": "Sao Tome and Principe",
"device_hash": "4e4dfca8c6cfeb9e4017a88f32cae6117d560189",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/4.1)",
"session_id": "b541f1b5-4a1d-4cec-be0d-9f099428b968",
"risk_score": 57.43,
"confidence": 0.98
} | null | null | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: FIN7 | Zero-day exploit pattern detected | LogRhythm Alert: MFA Bypass detected from 41.30.71.228 targeting 201.19.114.211 MITRE Technique: T1218.011 | Associated Threat Actor: FIN7 | Zero-day exploit pattern detected | null | null | null | null | 41.30.71.228 | 201.19.114.211 | MFA Bypass | SIG-2701 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
1911b398-6c3a-4b7f-945b-2f0efd7f9c9a | 2025-05-16T16:34:06 | ids_alert | FireEye HX v4.5.0 | emergency | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=FireEye HX Alert: DDoS detected from 138.81.213.72 targeting 45.52.112.97 MITRE Technique: T1543.003 | {
"geo_location": "Lebanon",
"device_hash": "9adf8125161eefd0e9bd5040f4d10432926191278cceaf1752f1ea6c89e982df",
"user_agent": "Opera/9.66.(Windows NT 6.2; wa-BE) Presto/2.9.179 Version/11.00",
"session_id": "3fa91673-95bc-44da-9bc1-1432b8276502",
"risk_score": 60.14,
"confidence": 0.08
} | null | null | null | null | null | MITRE Technique: T1543.003 | FireEye HX Alert: DDoS detected from 138.81.213.72 targeting 45.52.112.97 MITRE Technique: T1543.003 | null | null | null | null | 138.81.213.72 | 45.52.112.97 | DDoS | SIG-4839 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
b0b49c5d-f897-4708-8945-de3481cbd5cc | 2025-04-23T22:36:43 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "Suriname",
"device_hash": "c43fe5efe636b1128ffdeed428ce759b925aa77856ed4c8a4c8c308eef5b0b8e",
"user_agent": "Opera/8.75.(X11; Linux x86_64; ast-ES) Presto/2.9.173 Version/10.00",
"session_id": "1f382984-54dc-4d63-ac41-503b049c788f",
"risk_score": 27.73,
"confidence": 0.04
} | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | null | Sensor | iot-8780b035 | 10.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
83ac82b8-6520-4de5-899d-7bc8eff7c8a7 | 2029-04-17T01:21:30 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start /foot/item.avi by fischerjanice No additional info | {
"geo_location": "Colombia",
"device_hash": "e4a47522c9bbae7697bdd26989f47296",
"user_agent": "Opera/8.77.(X11; Linux x86_64; ha-NG) Presto/2.9.165 Version/10.00",
"session_id": "3b234df3-1918-4bfc-9d1a-00514ce6c96d",
"risk_score": 34.62,
"confidence": 0.44
} | fischerjanice | process_start | /foot/item.avi | 8,527 | svchost.exe | No additional info | Endpoint process_start /foot/item.avi by fischerjanice No additional info | {
"baseline_deviation": 1.21,
"entropy": 4.42,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d3f4385a-4d61-42ae-86c1-533d42914d23 | 2025-05-23T01:33:37 | firewall | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|low| desc=Firewall drop SMB traffic from 107.109.218.249:336 to 86.18.51.97:947 MITRE Technique: T1071.001 | {
"geo_location": "Angola",
"device_hash": "3d5c6517d13e8756c87c12e0a41747f48b5f347822bc3499be2c73449ca1b3ae",
"user_agent": "Opera/9.52.(X11; Linux x86_64; tcy-IN) Presto/2.9.174 Version/12.00",
"session_id": "72ab8d15-6802-465f-92ec-2c6f1e3c1d2d",
"risk_score": 31.66,
"confidence": 0.02
} | null | drop | null | null | null | MITRE Technique: T1071.001 | Firewall drop SMB traffic from 107.109.218.249:336 to 86.18.51.97:947 MITRE Technique: T1071.001 | null | null | null | null | 107.109.218.249 | 86.18.51.97 | null | null | null | null | null | null | null | null | 336 | 947 | SMB | 833,178 | 3,234 | null | null |
2374204c-60ca-4d58-872b-334bd8f6d38b | 2025-06-21T08:01:33 | auth | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth failed for andersoncorey via OAuth from 74.5.5.53 Associated Threat Actor: DarkSide | {
"geo_location": "Monaco",
"device_hash": "458ae5bf91820069650a021c5ce83727b98ad4be504246f16f978a15c49cb495",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; raj-IN) AppleWebKit/534.15.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6534.15.3",
"session_id": "913be766-f9f7-4c95-bd... | andersoncorey | failed | null | null | null | Associated Threat Actor: DarkSide | Auth failed for andersoncorey via OAuth from 74.5.5.53 Associated Threat Actor: DarkSide | null | null | null | null | 74.5.5.53 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | f9:f8:70:e3:af:8e |
a0870f6d-4f31-476f-a19a-efd3977efb98 | 2024-01-27T23:46:04 | iot | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Medical physical_tamper No additional info | {
"geo_location": "Uzbekistan",
"device_hash": "73cbb97307a5857c1d17c17ee3d0f678",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/3.0)",
"session_id": "d97054a2-4608-4321-adb2-ad2f9ed579d0",
"risk_score": 20.78,
"confidence": 0.17
} | null | physical_tamper | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | null | Medical | iot-b15ab95b | 4.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a5568008-6932-4eed-a522-2f5c70ecc2e1 | 2025-06-13T02:27:19 | 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 OCI by willisjustin No additional info | {
"geo_location": "San Marino",
"device_hash": "5706f093d001f9317dd9411da938ed8bab65d2a2",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/5164-07-11 23:43:02 Firefox/3.6.3",
"session_id": "82117ff0-0595-4ca6-ae29-fadfec297435",
"risk_score": 20.87,
"confidence": 0.24
} | willisjustin | storage_access | null | null | null | No additional info | Cloud storage_access in OCI by willisjustin No additional info | null | null | null | null | null | null | null | null | null | OCI | res-360912ef | null | null | null | null | null | null | null | null | null | null |
ba64e02a-bd72-445b-bef5-ede829362c6d | 2025-01-23T12:23:57 | firewall | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|info| desc=Firewall drop DNS traffic from 112.121.147.154:482 to 198.7.46.75:26425 No additional info | {
"geo_location": "Kuwait",
"device_hash": "7a5e1d735b9a702c0085ada744fa952f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; mt-MT) AppleWebKit/535.26.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6535.26.6",
"session_id": "884f2475-41ae-4d8e-9c0a-052d7e195cdb",
"risk_score":... | null | drop | null | null | null | No additional info | Firewall drop DNS traffic from 112.121.147.154:482 to 198.7.46.75:26425 No additional info | null | null | null | null | 112.121.147.154 | 198.7.46.75 | null | null | null | null | null | null | null | null | 482 | 26,425 | DNS | 905,518 | 50 | null | null |
dd6a2290-bfbc-486e-8e31-45d1b1567d1f | 2025-05-22T16:50:47 | ai | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by jeffreynguyen No additional info | {
"geo_location": "Egypt",
"device_hash": "391e8293c8cf9bdefa7f4895656e8c34",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_4 rv:2.0; ug-CN) AppleWebKit/533.15.4 (KHTML, like Gecko) Version/5.1 Safari/533.15.4",
"session_id": "553c3d9b-7c5a-4e66-ae57-7a12b5c22e71",
"risk_score": 61.37,
"confidenc... | jeffreynguyen | api_abuse | null | null | null | No additional info | AI system api_abuse by jeffreynguyen No additional info | null | null | null | null | null | null | null | null | null | null | null | model-9884dc02 | f7f47dd4ac60be2c3ba940b1ef4ce15b | bf307a07af1242beea7ddffec292726ec81f298a | null | null | null | null | null | null | null |
a1b0333e-abe3-459a-b563-ff66d7cce423 | 2025-02-05T07:01:57 | firewall | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall deny SSH traffic from 209.117.220.56:522 to 10.131.132.187:308 No additional info | {
"geo_location": "Cambodia",
"device_hash": "941389646d3d5b7a28db8ce8112461d4",
"user_agent": "Opera/8.89.(Windows CE; byn-ER) Presto/2.9.165 Version/12.00",
"session_id": "c9cb4d66-1b98-4697-a8e0-39290d9a9b68",
"risk_score": 38.64,
"confidence": 0.28
} | null | deny | null | null | null | No additional info | Firewall deny SSH traffic from 209.117.220.56:522 to 10.131.132.187:308 No additional info | null | null | null | null | 209.117.220.56 | 10.131.132.187 | null | null | null | null | null | null | null | null | 522 | 308 | SSH | 907,442 | 3,322 | null | null |
f4e5f870-9ac4-4766-880c-d9a87c930a11 | 2025-05-31T01:27:36 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network connection from 108.192.178.47 to 211.101.12.104 No additional info | {
"geo_location": "Belarus",
"device_hash": "9f45d8cead48005ded76c73011dd460c13775f4e2e0016364cc96bbfa221d62a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/13.5l4469.0 Mobile/84D597 Safari/531.2",
"session_id": "3d842a79-946c-4964-8b2b-75dcfa... | null | connection | null | null | null | No additional info | Network connection from 108.192.178.47 to 211.101.12.104 No additional info | null | null | null | null | 108.192.178.47 | 211.101.12.104 | null | null | null | null | null | null | null | null | null | null | HTTPS | 701,471 | null | null | null |
ccad713c-e710-437b-bab7-03f9d060917c | 2025-01-23T10:56:53 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network latency_spike from 20.213.164.253 to 199.10.163.58 MITRE Technique: T1218.011 | {
"geo_location": "Nauru",
"device_hash": "e6ddf77ea85d1d46fe03b5eb245d41eb8ce7aa9e",
"user_agent": "Opera/8.30.(X11; Linux i686; nl-BE) Presto/2.9.180 Version/11.00",
"session_id": "e1ad17f9-5094-4736-98dc-cb99b6fccc85",
"risk_score": 38.91,
"confidence": 0.84
} | null | latency_spike | null | null | null | MITRE Technique: T1218.011 | Network latency_spike from 20.213.164.253 to 199.10.163.58 MITRE Technique: T1218.011 | {
"baseline_deviation": 2.1,
"entropy": 4.47,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 20.213.164.253 | 199.10.163.58 | null | null | null | null | null | null | null | null | null | null | HTTPS | 547,177 | null | null | null |
be70867d-531b-4b80-b51d-fc140782bf24 | 2025-04-13T05:03:28 | network | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 27.156.183.46 to 3.121.215.212 MITRE Technique: T1204.002 | {
"geo_location": "Armenia",
"device_hash": "0e7cfc985f5441ea586657d2fc65f24f0aa2a22e",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/7035-11-05 22:21:52 Firefox/3.6.2",
"session_id": "ce11e522-2641-4b00-92d4-776b9f9d128a",
"risk_score": 12.51,
"confidence": 0.49
} | null | data_exfiltration | null | null | null | MITRE Technique: T1204.002 | Network data_exfiltration from 27.156.183.46 to 3.121.215.212 MITRE Technique: T1204.002 | null | null | null | null | 27.156.183.46 | 3.121.215.212 | null | null | null | null | null | null | null | null | null | null | HTTPS | 352,831 | null | null | null |
3116cb7c-a21d-44f0-802a-f61e9d2080d0 | 2025-02-09T00:19:42 | cloud | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in Alibaba by rirwin No additional info noise=forget|certainly|once | {
"geo_location": "Cayman Islands",
"device_hash": "e42adc3d1ba5f6fb3eb06d1c5a99484f3b8cfdf6d0894d2a2dd013aad44f06ca",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/533.13.5 (KHTML, like Gecko) Version/5.0.1 Safari/533.13.5",
"session_id": "f61e2e5f-2dab-4946-88e5-59a1b9d3f9ba",
"risk_sc... | rirwin | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Alibaba by rirwin No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-3962b985 | null | null | null | null | null | null | null | null | null | null |
a0ba3acc-81e1-43e4-b79f-aba55e15f8a1 | 2025-01-21T04:10:48 | ids_alert | Carbon Black v7.8.0 | emergency | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|emergency| desc=Carbon Black Alert: Cloud API Abuse detected from 10.151.169.199 targeting N/A No additional info | {
"geo_location": "Cook Islands",
"device_hash": "d7b85a1e49107bc87615eeab0bc78045358ec700",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/46.0.881.0 Safari/532.2",
"session_id": "657937d8-1735-4662-93eb-bb9aa656203a",
"risk_score": 72.58,
"confidence": 0.4
} | null | null | null | null | null | No additional info | Carbon Black Alert: Cloud API Abuse detected from 10.151.169.199 targeting N/A No additional info | null | null | null | null | 10.151.169.199 | N/A | Cloud API Abuse | SIG-2231 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
cd66a80e-0b26-4a40-9b9c-6a5aaa587061 | 2025-07-07T16:02:17 | ids_alert | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|critical| desc=Trellix Alert: Supply Chain Compromise detected from 84.111.242.179 targeting 86.116.200.123 No additional info | {
"geo_location": "Guernsey",
"device_hash": "f3c591c9445aab124aeacd2b3cd294b3bb1d64da",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/44.0.878.0 Safari/531.0",
"session_id": "f715e55a-6bb6-430d-9f17-9ae9ea2f23bb",
"risk_score": 45.33,
"confidence": 0.72
} | null | null | null | null | null | No additional info | Trellix Alert: Supply Chain Compromise detected from 84.111.242.179 targeting 86.116.200.123 No additional info | null | null | null | null | 84.111.242.179 | 86.116.200.123 | Supply Chain Compromise | SIG-5818 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
37fcb465-cb73-4287-a2dc-4f80eb174560 | 2025-06-24T06:06:28 | network | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 135.180.32.70 to 10.3.213.176 No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "3154a90725cee4ad4948530e7d33e2ca2be1fabe",
"user_agent": "Mozilla/5.0 (Android 2.2.3; Mobile; rv:50.0) Gecko/50.0 Firefox/50.0",
"session_id": "16dfaba4-90b9-4cd0-9f9f-53fc47537039",
"risk_score": 41.17,
"confidence": 0.47
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 135.180.32.70 to 10.3.213.176 No additional info | null | null | null | null | 135.180.32.70 | 10.3.213.176 | null | null | null | null | null | null | null | null | null | null | UDP | 821,427 | null | null | null |
28da7c89-a06a-4c05-a809-292e799afda8 | 2025-04-23T20:21:04 | firewall | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect SMB traffic from 218.89.112.255:361 to 164.149.80.227:34760 No additional info noise=QWhlYWQu | {
"geo_location": "Moldova",
"device_hash": "5e2c8c01f094e10d55ec0aa2e44274a4f2b37d84769d234d3a4529d046456c39",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)",
"session_id": "d48d174e-80e4-4fc4-bd75-3f2db6824393",
"risk_score": 40.33,
"confidence": 0.77
} | null | inspect | null | null | null | No additional info | Firewall inspect SMB traffic from 218.89.112.255:361 to 164.149.80.227:34760 No additional info | {
"baseline_deviation": 2.18,
"entropy": 3,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 218.89.112.255 | 164.149.80.227 | null | null | null | null | null | null | null | null | 361 | 34,760 | SMB | 144,080 | 3,012 | null | null |
5fdbb416-e281-42ad-b8b8-ccdbc88e5609 | 2025-06-01T18:18:04 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth success for joanne80 via biometric from 198.118.19.97 MITRE Technique: T1110.003 noise=category | {
"geo_location": "India",
"device_hash": "5e6159ede8a89895edb03aa9c5864549f5f3d467a7a9d77aabf9c401f0a0fef2",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/2502-03-02 04:04:37 Firefox/3.8",
"session_id": "dc9c16eb-77ed-4410-a3a1-83553107874c",
"risk_score": 19.12,
"confidence": 0.75
} | joanne80 | success | null | null | null | MITRE Technique: T1110.003 | Auth success for joanne80 via biometric from 198.118.19.97 MITRE Technique: T1110.003 | null | null | null | null | 198.118.19.97 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | f2:0f:1c:a2:d8:92 |
b5c36ffd-786d-4eb9-9c36-c7896703bcf5 | 2025-05-13T09:47:48 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat physical_tamper No additional info noise=app | {
"geo_location": "Czech Republic",
"device_hash": "54bcb176caec41ea536509eb3b8b62f5cd11e176",
"user_agent": "Mozilla/5.0 (Android 3.2.3; Mobile; rv:57.0) Gecko/57.0 Firefox/57.0",
"session_id": "5fd00cb8-b359-4078-a275-9732d65c78fc",
"risk_score": 16.7,
"confidence": 0.48
} | null | physical_tamper | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | null | Thermostat | iot-0b13fd10 | 5.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10f60356-9594-40af-962f-1c669e0e09b6 | 2025-01-16T03:27:07 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by maystephen No additional info | {
"geo_location": "Fiji",
"device_hash": "e3b063fb191e2ef26afd5d618879624d2424c1b1",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/24.0.852.0 Safari/536.0",
"session_id": "989a41f5-6eed-43b5-b81a-04b447545ac1",
"risk_score": 49.73,
"confidence": 0.7
} | maystephen | fine_tuning | null | null | null | No additional info | AI system fine_tuning by maystephen No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6d1ad1c7 | 07d740b1ba8d42020759f6bc41ffc026 | 2ef4a2043d602fd09a46bea77e3b29cd2fc840b8e66ee200359fdc6f8318fbe6 | null | null | null | null | null | null | null |
05c26fef-1296-4009-8c8b-a643fdc8db1e | 2025-05-21T14:11:52 | network | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 167.80.23.78 to 72.247.184.62 No additional info | {
"geo_location": "Monaco",
"device_hash": "7e476208cc43b71037bbde6d2d29e426",
"user_agent": "Opera/8.95.(Windows NT 5.0; ik-CA) Presto/2.9.172 Version/12.00",
"session_id": "53aaa957-11c6-4e63-81dc-cbfe852711ed",
"risk_score": 71.38,
"confidence": 0.03
} | null | beaconing | null | null | null | No additional info | Network beaconing from 167.80.23.78 to 72.247.184.62 No additional info | null | null | null | null | 167.80.23.78 | 72.247.184.62 | null | null | null | null | null | null | null | null | null | null | HTTP | 207,796 | null | null | null |
1f6988ca-e0af-45ec-90b7-65cbd7de8b83 | 2025-02-14T05:14:02 | ai | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by johntorres Associated Threat Actor: Leafminer | {
"geo_location": "Israel",
"device_hash": "1f10fa1f62d2b3ba22dabd2cedaa50313c59de209469766d0a152b1de7768c8f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; lg-UG) AppleWebKit/532.1.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6532.1.7",
"session_id": "a946a5f4-ce3a-47b8-8030-... | johntorres | fine_tuning | null | null | null | Associated Threat Actor: Leafminer | AI system fine_tuning by johntorres Associated Threat Actor: Leafminer | null | null | null | null | null | null | null | null | null | null | null | model-1106fae2 | 0f6da37785bedd12fbed96d6bf29d947 | c666dc7a47f4a26a5ac6c5e9817add34 | null | null | null | null | null | null | null |
b0ae21ad-6803-479d-a2d1-39635096d509 | 2025-06-04T17:54:55 | iot | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat battery_drain No additional info noise=QmV5b25kLg== | {
"geo_location": "Tuvalu",
"device_hash": "021f6b3891c001366298bd25979b66d481826d26e74246ed670c96075de2157f",
"user_agent": "Opera/9.68.(Windows NT 6.2; de-AT) Presto/2.9.185 Version/10.00",
"session_id": "4871a4f8-7dc6-4f06-abfc-fc8dbac30bfe",
"risk_score": 40.57,
"confidence": 0.77
} | null | battery_drain | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | null | Thermostat | iot-069e5b1d | 1.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
46ff7e2c-fadb-4240-95bb-bcd9d5cafd28 | 2025-04-06T22:35:35 | cloud | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in Azure by gpierce No additional info | {
"geo_location": "Kenya",
"device_hash": "9250f1dff743c613ea07ef89f8d05e7f",
"user_agent": "Opera/9.64.(Windows 95; am-ET) Presto/2.9.180 Version/12.00",
"session_id": "7c107388-164d-43ed-a6d2-167d96f505e2",
"risk_score": 55.49,
"confidence": 0.46
} | gpierce | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by gpierce No additional info | null | null | null | null | null | null | null | null | null | Azure | res-ef613d8b | null | null | null | null | null | null | null | null | null | null |
8a34c171-8b80-4777-a397-422fa12ac48e | 2025-06-29T19:08:14 | firewall | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only NTP traffic from 220.30.229.21:822 to 154.21.227.169:621 No additional info | {
"geo_location": "Belize",
"device_hash": "00d90c500f684868be0b7d55510dfc5e3bd1bb1a",
"user_agent": "Opera/9.16.(Windows 98; ro-RO) Presto/2.9.165 Version/12.00",
"session_id": "13aba69d-e3dd-411f-b038-cdfa14675e7a",
"risk_score": 13.62,
"confidence": 0.38
} | null | log-only | null | null | null | No additional info | Firewall log-only NTP traffic from 220.30.229.21:822 to 154.21.227.169:621 No additional info | null | null | null | null | 220.30.229.21 | 154.21.227.169 | null | null | null | null | null | null | null | null | 822 | 621 | NTP | 767,127 | 2,808 | null | null |
4d1f16b2-a78f-4019-984c-3f5e0cb4f01d | 2025-02-04T23:20:51 | ai | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by logan90 MITRE Technique: T1053.005 | {
"geo_location": "San Marino",
"device_hash": "d407d7ed8634901d0305f8423cf6880d2718098181d8788b5b28acab41e17e03",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/9746-02-23 09:43:59 Firefox/3.6.12",
"session_id": "66a98089-42b6-42f5-b651-896746420488",
"risk_score": 66.08,
"confidence": 0... | logan90 | api_abuse | null | null | null | MITRE Technique: T1053.005 | AI system api_abuse by logan90 MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | model-229e8823 | 0885f03396bfe2f8eabcca577bd388f7 | 4c09390c3677245734c6e194c01654e4 | null | null | null | null | null | null | null |
a8126901-dedd-468a-a676-6e9a2ebc8188 | 2025-02-16T02:26:22 | ai | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by lindsaybarker No additional info | {
"geo_location": "Italy",
"device_hash": "74cdddb0e2d9d3246c9f951dad7aa3cb5bafdcbe3ede1a0b75f9dc25cbb2c009",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; wo-SN) AppleWebKit/534.16.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6534.16.7",
"session_id": "82b84c1e-940f-4290-9947... | lindsaybarker | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by lindsaybarker No additional info | null | null | null | null | null | null | null | null | null | null | null | model-24cfff27 | 798effbf1775e7decff185d2c82b9a6b | 740046be30cedfd87d0a730d0ccff0104630b2e6 | null | null | null | null | null | null | null |
070f3a4b-e8a4-401a-b547-4d66c591b894 | 2025-01-19T16:22:15 | ai | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|low| desc=AI system model_access by qramos MITRE Technique: T1574.002 | {
"geo_location": "Malta",
"device_hash": "7aac39b38f2174da0fa26e39aff2ba63829140d6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/5.0)",
"session_id": "478cb35e-e3e6-494b-9af4-873e2ac05a7e",
"risk_score": 77.52,
"confidence": 0.85
} | qramos | model_access | null | null | null | MITRE Technique: T1574.002 | AI system model_access by qramos MITRE Technique: T1574.002 | {
"baseline_deviation": 2.46,
"entropy": 6.26,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-5ac7d30d | 7cc0d196f981149c84f5d32926628bf1d2e294ce | 35cf4e71fabcc689075a2167912228fe | null | null | null | null | null | null | null |
ae2bb44e-8a3c-448f-b378-b86a48450523 | 2025-07-07T18:19:29 | ids_alert | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|high| desc=Splunk Alert: Zero-Day Exploit detected from 173.136.36.248 targeting 129.195.176.228 Associated Threat Actor: Mustang Panda | {
"geo_location": "Belgium",
"device_hash": "87cd2ea3c040d6ce0324dfcb99b275967bb9f84a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "f1267536-b4f0-4140-92f4-b29ab2a589f9",
"risk_score": 16.19,
"confidence": 0.8
} | null | null | null | null | null | Associated Threat Actor: Mustang Panda | Splunk Alert: Zero-Day Exploit detected from 173.136.36.248 targeting 129.195.176.228 Associated Threat Actor: Mustang Panda | null | null | null | null | 173.136.36.248 | 129.195.176.228 | Zero-Day Exploit | SIG-8298 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
c9a46126-0b25-41e2-870a-84e51d66ddfc | 2025-03-17T16:24:44 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall inspect RDP traffic from 119.13.23.159:647 to 165.7.241.124:373 No additional info noise=322B4A83 | {
"geo_location": "Greenland",
"device_hash": "3be9420344e8ca8b47da01777668820d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/3.0)",
"session_id": "b6680819-fa79-47a9-9385-dba0dbbd979f",
"risk_score": 30.12,
"confidence": 0.82
} | null | inspect | null | null | null | No additional info | Firewall inspect RDP traffic from 119.13.23.159:647 to 165.7.241.124:373 No additional info | null | null | null | null | 119.13.23.159 | 165.7.241.124 | null | null | null | null | null | null | null | null | 647 | 373 | RDP | 11,263 | 1,254 | null | null |
fa2934d2-4dd9-48e8-aa71-661b04607305 | 2025-06-27T07:26:45 | iot | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|high| desc=IoT device Medical side_channel No additional info | {
"geo_location": "Pakistan",
"device_hash": "0a3e97b4a49e0871db5c09fd71bfe9bc69b4d161d61a3de66d528b9c671fe5fa",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_9) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/31.0.800.0 Safari/535.2",
"session_id": "7232ff43-1a99-471d-829d-3f359c05ea7c",
"risk_scor... | null | side_channel | null | null | null | No additional info | IoT device Medical side_channel No additional info | null | Medical | iot-f9f44990 | 8.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
053c973f-0c08-409b-ace9-bc83a6c2b7a3 | 2025-02-17T13:22:20 | firewall | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect ICMP traffic from 78.21.200.129:555 to 22.31.255.95:566 MITRE Technique: T1566.001 | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "c60cad167f39f86b94a1a439e2681ab7",
"user_agent": "Opera/8.92.(Windows NT 5.2; rw-RW) Presto/2.9.182 Version/10.00",
"session_id": "d88f2533-caa3-4cec-ab77-2f734330dfc8",
"risk_score": 32.76,
"confidence": 0.63
} | null | inspect | null | null | null | MITRE Technique: T1566.001 | Firewall inspect ICMP traffic from 78.21.200.129:555 to 22.31.255.95:566 MITRE Technique: T1566.001 | null | null | null | null | 78.21.200.129 | 22.31.255.95 | null | null | null | null | null | null | null | null | 555 | 566 | ICMP | 790,069 | 2,399 | null | null |
060485cd-a51b-42bf-82fe-8c1b429d114a | 2025-06-19T08:43:45 | iot | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|info| desc=IoT device Camera unusual_activity MITRE Technique: T1543.003 | {
"geo_location": "Iran",
"device_hash": "0ba47c11f7324f93a38909fae50a71e9828df1cf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/5.0)",
"session_id": "bee5e854-afa2-4c4f-a187-a64ca9107f32",
"risk_score": 64.98,
"confidence": 0.07
} | null | unusual_activity | null | null | null | MITRE Technique: T1543.003 | IoT device Camera unusual_activity MITRE Technique: T1543.003 | null | Camera | iot-4504242f | 5.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
15b2f114-d7b3-4434-a0ca-95d298780672 | 2025-02-28T04:00:09 | ai | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by maurice64 MITRE Technique: T1566.001 | {
"geo_location": "Tokelau",
"device_hash": "9204b1bcfd4dbecb89dfbdceef6903fb3a058a2e",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/26.0.887.0 Safari/532.1",
"session_id": "9d4d706e-2eca-4fa4-9e72-80bf8026d65a",
"risk_score": 71.69,
"confidence": 0.23
} | maurice64 | model_inversion | null | null | null | MITRE Technique: T1566.001 | AI system model_inversion by maurice64 MITRE Technique: T1566.001 | {
"baseline_deviation": 2.64,
"entropy": 2.88,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-425195c5 | 4af8b030add7bb0e779e6d17075ced0128916b82 | f463189565daf3b34fd9a31867f3be37ad7068cfc8217cc4a9ee0b605210c0a9 | null | null | null | null | null | null | null |
4a73db4d-799f-4f65-a833-ec67494cb95c | 2025-02-14T17:59:50 | firewall | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall deny NTP traffic from 151.177.210.138:539 to 21.243.109.135:275 MITRE Technique: T1218.011 | {
"geo_location": "Zambia",
"device_hash": "4e76603b112e0a97c29792212fcf5e2ca2a5ff981d3af9f48aacd94ada642970",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; an-ES; rv:1.9.0.20) Gecko/4819-04-28 12:12:14 Firefox/3.6.9",
"session_id": "c85f7567-4764-4d11-842a-2389bbf14222",
"risk_score": 68.41,
"confidence": 0... | null | deny | null | null | null | MITRE Technique: T1218.011 | Firewall deny NTP traffic from 151.177.210.138:539 to 21.243.109.135:275 MITRE Technique: T1218.011 | null | null | null | null | 151.177.210.138 | 21.243.109.135 | null | null | null | null | null | null | null | null | 539 | 275 | NTP | 96,923 | 3,047 | null | null |
c0e9dcd1-d403-4d06-8537-b7115aa6fbc3 | 2025-03-12T06:39:34 | ids_alert | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Vectra AI Alert: DDoS detected from 92.203.76.151 targeting 93.48.51.58 No additional info | {
"geo_location": "Slovenia",
"device_hash": "01d037dc5f0061db3749e23ad8b5ebe19a47013ed15530551dda76ab5a3cce40",
"user_agent": "Opera/9.48.(Windows NT 5.2; or-IN) Presto/2.9.180 Version/12.00",
"session_id": "bfde0328-07ee-434c-b426-b9e41bc3e418",
"risk_score": 31.32,
"confidence": 0.61
} | null | null | null | null | null | No additional info | Vectra AI Alert: DDoS detected from 92.203.76.151 targeting 93.48.51.58 No additional info | {
"baseline_deviation": 1.6,
"entropy": 4.83,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 92.203.76.151 | 93.48.51.58 | DDoS | SIG-9005 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
cbbc9216-06c0-4cd0-8fe0-2a6cc2168cc8 | 2025-03-09T20:27:59 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 219.234.123.228 to 37.198.43.216 No additional info noise=QWdyZWUu | {
"geo_location": "China",
"device_hash": "518438ddcd700c1669dcaf7d2fb9fcd6",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_8; rv:1.9.2.20) Gecko/8717-12-24 02:25:37 Firefox/3.8",
"session_id": "88aabfa2-b1ee-4ff9-8576-ea039a5e73dc",
"risk_score": 30.41,
"confidence": 0.84
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 219.234.123.228 to 37.198.43.216 No additional info | null | null | null | null | 219.234.123.228 | 37.198.43.216 | null | null | null | null | null | null | null | null | null | null | ICMP | 417,706 | null | null | null |
fa19dc94-5476-48d8-a870-d765e01b0a3d | 2025-06-04T18:58:21 | 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: Fileless Attack detected from 40.85.154.28 targeting N/A No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "bc1d3c05da816af11302eb0f8a7d0f44",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/18.3h3160.0 Mobile/97J860 Safari/535.2",
"session_id": "0e5b68f4-a455-4185-9e17-ac76380f3246",
"risk_scor... | null | null | null | null | null | No additional info | Carbon Black Alert: Fileless Attack detected from 40.85.154.28 targeting N/A No additional info | null | null | null | null | 40.85.154.28 | N/A | Fileless Attack | SIG-3671 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
22e77c7c-5c3e-4297-8c35-0cabe63ba1eb | 2025-06-21T10:30:03 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Camera command_injection Associated Threat Actor: Mustang Panda | {
"geo_location": "Anguilla",
"device_hash": "c68ea389ea882e1794d53d747ff6b4cd9078a672383510acacf26eb4d801f87d",
"user_agent": "Opera/8.42.(Windows NT 6.2; mhr-RU) Presto/2.9.180 Version/10.00",
"session_id": "976cd4b9-af2b-4bb4-ab2b-1534658bd1a0",
"risk_score": 37.4,
"confidence": 0.44
} | null | command_injection | null | null | null | Associated Threat Actor: Mustang Panda | IoT device Camera command_injection Associated Threat Actor: Mustang Panda | null | Camera | iot-31ba797d | 2.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
417f5702-bbab-4a79-ab8d-6969312ae1ca | 2025-03-02T08:27:36 | firewall | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect DNS traffic from 9.85.66.184:56105 to 169.127.141.57:227 No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "84a5b7bf96ee15ce991658fa5364d3e1e983d6d4db15e4ad6f140aa8bbe1bff1",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/49.0.806.0 Safari/535.0",
"session_id": "005e61be-7a3f-4de6-ae02-cd2462a2967c",
"risk_score": 31.55,
"co... | null | inspect | null | null | null | No additional info | Firewall inspect DNS traffic from 9.85.66.184:56105 to 169.127.141.57:227 No additional info | null | null | null | null | 9.85.66.184 | 169.127.141.57 | null | null | null | null | null | null | null | null | 56,105 | 227 | DNS | 537,564 | 510 | null | null |
b12d85f7-3376-4c1f-bfff-e6fb7b67a38f | 2025-02-11T16:24:12 | iot | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|info| desc=IoT device Medical unusual_activity No additional info | {
"geo_location": "Mali",
"device_hash": "1117e52325d1bc59800f87ac919e4bd3",
"user_agent": "Opera/8.63.(X11; Linux i686; am-ET) Presto/2.9.164 Version/10.00",
"session_id": "80b380a1-cbf2-4709-99c6-1158237716f8",
"risk_score": 50.72,
"confidence": 0.82
} | null | unusual_activity | null | null | null | No additional info | IoT device Medical unusual_activity No additional info | null | Medical | iot-989d559e | 1.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1dcf1509-3a75-4ba3-bdb3-851c44bcc2d5 | 2022-07-06T02:42:29 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: Fileless Attack detected from 10.115.76.15 targeting 17.197.240.196 No additional info | {
"geo_location": "Somalia",
"device_hash": "089e988d0db12acef5c6e422c9132e68",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/533.34.1 (KHTML, like Gecko) Version/4.0 Safari/533.34.1",
"session_id": "4c0f62ec-7529-4e33-8bea-6bd246ef7d32",
"risk_score": 47.41,
"confidence": 0.14
} | null | null | null | null | null | No additional info | CrowdStrike Alert: Fileless Attack detected from 10.115.76.15 targeting 17.197.240.196 No additional info | null | null | null | null | 10.115.76.15 | 17.197.240.196 | Fileless Attack | SIG-5290 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
f9483099-7125-4e0d-b747-3c2748a65d44 | 2025-04-18T22:36:30 | endpoint | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec /model/upon.bmp by jimmyjacobs No additional info noise=wp-content/categories/tag | {
"geo_location": "India",
"device_hash": "f55c63725619e38acb595ea2491582cd54fda4a5bd0c48dad96f9b8f009418c3",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.6) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/14.0.827.0 Safari/532.1",
"session_id": "7efb7337-6dae-467e-bfec-12ac97974a41",
"risk_score": 67.65,
"c... | jimmyjacobs | powershell_exec | /model/upon.bmp | 544 | svchost.exe | No additional info | Endpoint powershell_exec /model/upon.bmp by jimmyjacobs No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3ee6a9f6-d763-4b89-997e-edd29da21ceb | 2027-07-29T03:47:43 | iot | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical unusual_activity No additional info | {
"geo_location": "Vietnam",
"device_hash": "1c95e6ccf405d9b431bbfee9d2e194786f0412a0",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/14.8x7703.0 Mobile/24C524 Safari/536.1",
"session_id": "11bfd804-9bc3-4764-a5d9-8a5901b9672c",
"risk_score": 34.... | null | unusual_activity | null | null | null | No additional info | IoT device Medical unusual_activity No additional info | null | Medical | iot-bb695460 | 5.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
14f0bf05-3edb-4aed-b583-50c67cf63af7 | 2025-06-29T12:55:52 | firewall | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow SMB traffic from 174.166.189.27:617 to 23.119.32.134:14 MITRE Technique: T1110.003 noise=Rmx5IHBhcnR5Lg== | {
"geo_location": "Jordan",
"device_hash": "57b4c047afedd3de4bdb91e98d1557a1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; mag-IN) AppleWebKit/533.44.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6533.44.4",
"session_id": "89771ae0-c15d-463c-bb6a-e411704a2b7c",
"risk_score"... | null | allow | null | null | null | MITRE Technique: T1110.003 | Firewall allow SMB traffic from 174.166.189.27:617 to 23.119.32.134:14 MITRE Technique: T1110.003 | null | null | null | null | 174.166.189.27 | 23.119.32.134 | null | null | null | null | null | null | null | null | 617 | 14 | SMB | 242,331 | 1,559 | null | null |
a22af2d0-da7c-4654-821d-e44987fe787d | 2025-05-20T06:09:04 | network | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 10.213.102.255 to 10.73.236.148 MITRE Technique: T1566.001 | {
"geo_location": "Yemen",
"device_hash": "8c8b2331ea337e4893c8e381d7a5f47ddac369a8",
"user_agent": "Mozilla/5.0 (Android 4.0.2; Mobile; rv:33.0) Gecko/33.0 Firefox/33.0",
"session_id": "66a26536-b467-49ae-b62f-d52b205ae362",
"risk_score": 52.01,
"confidence": 0.37
} | null | data_exfiltration | null | null | null | MITRE Technique: T1566.001 | Network data_exfiltration from 10.213.102.255 to 10.73.236.148 MITRE Technique: T1566.001 | null | null | null | null | 10.213.102.255 | 10.73.236.148 | null | null | null | null | null | null | null | null | null | null | ICMP | 313,873 | null | null | null |
1c5bc85b-6455-400a-9f57-16cbeac4dfb9 | 2025-05-04T13:16:55 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for gary22 via MFA from 191.245.218.166 No additional info | {
"geo_location": "Anguilla",
"device_hash": "d7f141c4f86f25a1ddcf5d936d7934d7918f948b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/4.1)",
"session_id": "4bdb2bf0-9377-4d8f-9e0b-491d81932c42",
"risk_score": 33.01,
"confidence": 0.59
} | gary22 | challenge | null | null | null | No additional info | Auth challenge for gary22 via MFA from 191.245.218.166 No additional info | null | null | null | null | 191.245.218.166 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 88:97:de:27:fd:e9 |
a0e3acea-fabf-4545-8622-474ba4ed82d8 | 2025-06-24T03:18:33 | ai | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by maria87 No additional info | {
"geo_location": "Burundi",
"device_hash": "3213b95e8b4604db23451396358e897f90081087",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/4.1)",
"session_id": "8767d31d-029a-4725-8320-c4dd0c63262a",
"risk_score": 78.48,
"confidence": 0.66
} | maria87 | fine_tuning | null | null | null | No additional info | AI system fine_tuning by maria87 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-636998fe | c5a35076cfbe34b7735bc2c3ea15044f1a9552da01c0cdadbb288bbba554377e | 30f61522424d5f6095e73ebc8f7bb2ed | null | null | null | null | null | null | null |
f9d14e89-1cac-497f-bc08-c6461be2a91e | 2025-05-12T04:34:51 | ids_alert | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|low| desc=CrowdStrike Alert: ICS Attack detected from 174.144.15.69 targeting N/A MITRE Technique: T1134.001 | {
"geo_location": "British Virgin Islands",
"device_hash": "0690b791fe917e4567ad07a5ebeffb1aba065a1ac977bdfc8379c578c234ce5f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/535.42.1 (KHTML, like Gecko) Version/5.1 Safari/535.42.1",
"session_id": "61fc0fd0-32ec-43d6-98f9-d263c246d06f",
"r... | null | null | null | null | null | MITRE Technique: T1134.001 | CrowdStrike Alert: ICS Attack detected from 174.144.15.69 targeting N/A MITRE Technique: T1134.001 | null | null | null | null | 174.144.15.69 | N/A | ICS Attack | SIG-8166 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
cdcdef87-3ebe-47f9-91af-a9e6cda2b230 | 2025-03-28T00:56:09 | ids_alert | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|medium| desc=Splunk Alert: Fileless Attack detected from 163.192.69.60 targeting 81.253.242.1 No additional info | {
"geo_location": "Jordan",
"device_hash": "19028ffe1555ff38c2e5bb8407ea6b25114989f8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.1)",
"session_id": "280dc9e9-95f7-40a7-965f-267dd978178e",
"risk_score": 47.57,
"confidence": 0.12
} | null | null | null | null | null | No additional info | Splunk Alert: Fileless Attack detected from 163.192.69.60 targeting 81.253.242.1 No additional info | null | null | null | null | 163.192.69.60 | 81.253.242.1 | Fileless Attack | SIG-9359 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
c2fa6204-d5a1-418b-9f54-7aa97b28195c | 2025-07-07T15:27:41 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: Container Escape detected from 137.187.188.53 targeting N/A Unconventional IOC: CPU microcode changes | {
"geo_location": "Iran",
"device_hash": "d6dadabfaff41d9d76c8cae969ff1c06",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_4 rv:2.0; fil-PH) AppleWebKit/534.43.6 (KHTML, like Gecko) Version/5.1 Safari/534.43.6",
"session_id": "262311a2-561b-491b-866a-5e77d86d6755",
"risk_score": 74.71,
"confid... | null | null | null | null | null | Unconventional IOC: CPU microcode changes | ArcSight Alert: Container Escape detected from 137.187.188.53 targeting N/A Unconventional IOC: CPU microcode changes | null | null | null | null | 137.187.188.53 | N/A | Container Escape | SIG-4506 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
ee85fc09-0155-4662-b0a3-989f3d2e1d81 | 2025-07-03T14:54:46 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 141.146.141.174 to 96.243.213.171 No additional info | {
"geo_location": "Hungary",
"device_hash": "03e32ccc9aa2c3cf7709f3e8e3b7149f",
"user_agent": "Opera/8.35.(Windows CE; zh-SG) Presto/2.9.172 Version/10.00",
"session_id": "c0fdeb10-a5bf-4424-ac3c-b038b4e26df6",
"risk_score": 45.75,
"confidence": 0.83
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 141.146.141.174 to 96.243.213.171 No additional info | null | null | null | null | 141.146.141.174 | 96.243.213.171 | null | null | null | null | null | null | null | null | null | null | ICMP | 920,524 | null | null | null |
fe0b0e23-6a6f-4cb1-b8b3-ff708015c831 | 2025-06-05T19:42:08 | iot | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "Syrian Arab Republic",
"device_hash": "d67d2ede588caa631d2d501a479a268f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/4.0)",
"session_id": "efa06faa-b1b1-49bf-bea5-eca471a0657c",
"risk_score": 59.55,
"confidence": 0.8
} | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | null | Sensor | iot-810b85f0 | 5.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
74aca89b-7902-49ff-91cf-6fe722366469 | 2022-02-01T12:35:11 | iot | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "ba254d557031f177e80b1329ebc21332",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/48.0.858.0 Mobile/02V622 Safari/536.2",
"session_id": "0789e698-c049-432e-945f-e807d31ef8fb",
"risk_s... | null | battery_drain | null | null | null | No additional info | IoT device Medical battery_drain No additional info | null | Medical | iot-340c1783 | 8.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4d69b69c-69af-470a-9a33-75ea6edf0d5b | 2025-06-07T23:14:47 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by griffithemily MITRE Technique: T1566.001 | {
"geo_location": "Russia",
"device_hash": "7dff11f89f83bb581911022c1ee03322",
"user_agent": "Opera/9.81.(Windows NT 4.0; af-ZA) Presto/2.9.169 Version/10.00",
"session_id": "bf5f54dc-ec03-4a7a-959c-eed8de18af33",
"risk_score": 55.49,
"confidence": 0.33
} | griffithemily | api_abuse | null | null | null | MITRE Technique: T1566.001 | AI system api_abuse by griffithemily MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-23add4e8 | 8c1efa11746a1f75d8bea3e0428dcc1e159249fdbd106becaf849f378133da2e | 86f5dafc7b27fe0a1c2f6188d3b6fb66 | null | null | null | null | null | null | null |
62da4c01-2a5e-4b97-899a-9ce5cfada08c | 2025-05-08T11:41:37 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by davilageorge Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Iceland",
"device_hash": "f0f6583c49e1e64ef45b35a97687ecafacbf7a6e1cf774ab6a597d000004998c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/5.1)",
"session_id": "a9352414-6d27-4303-a16c-92b12cbf0f7a",
"risk_score": 26.19,
"confidence": 0.52
} | davilageorge | training_data_poisoning | null | null | null | Unconventional IOC: Bios timestamp anomalies | AI system training_data_poisoning by davilageorge Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | null | null | model-271c9da4 | 7b76fae104b9fda27979301f0366818bf9ae03d512d04a18eca36a454dde81db | 8e51e93cdbf8969dbebaff4b9c65d44d | null | null | null | null | null | null | null |
1f1f4587-c725-4880-b082-fbdf0e2bf108 | 2025-01-25T03:02:31 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by pottskristen No additional info noise=VGFrZS4= | {
"geo_location": "Romania",
"device_hash": "b29a8aa3639f9e4626c3958ff4f96265",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/3.0)",
"session_id": "ca7a34f3-a6c1-49b3-80bc-a074eb69465e",
"risk_score": 77.21,
"confidence": 0.91
} | pottskristen | prompt_injection | null | null | null | No additional info | AI system prompt_injection by pottskristen No additional info | null | null | null | null | null | null | null | null | null | null | null | model-dd519fe1 | 2d7d47f0ce36d86b009dc3dec1c3e71105ccbeb705e9e7cb073c52e0121758cc | d5705d40a8d3c430fba90caf40ace44ea9579d8c246dfbf723c99d9bcff6c2b1 | null | null | null | null | null | null | null |
890e0f79-cac7-4205-b90e-91e1e015d1f2 | 2025-04-06T06:17:30 | ids_alert | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|critical| desc=CrowdStrike Alert: Port Scan detected from 182.6.230.92 targeting 86.153.141.176 No additional info | {
"geo_location": "Brazil",
"device_hash": "3672527e6c822f2f791417820ee363f286611db4",
"user_agent": "Opera/9.24.(X11; Linux x86_64; bhb-IN) Presto/2.9.179 Version/10.00",
"session_id": "1b03e2a7-db61-4ce0-a402-d9363312d51f",
"risk_score": 46.4,
"confidence": 0.88
} | null | null | null | null | null | No additional info | CrowdStrike Alert: Port Scan detected from 182.6.230.92 targeting 86.153.141.176 No additional info | null | null | null | null | 182.6.230.92 | 86.153.141.176 | Port Scan | SIG-4252 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
7cde22ec-5f40-42ab-b716-fe766d9a174a | 2025-04-20T19:59:14 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by jessicabraun MITRE Technique: T1078.004 | {
"geo_location": "Iran",
"device_hash": "37158ea357e876c1aae8898cc8b419454baea8b1",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_7; rv:1.9.5.20) Gecko/3911-01-05 15:03:24 Firefox/3.8",
"session_id": "e3d7f1e9-1894-4b00-ae41-822047df0bc8",
"risk_score": 34.92,
"confidence": 0.05
} | jessicabraun | training_data_poisoning | null | null | null | MITRE Technique: T1078.004 | AI system training_data_poisoning by jessicabraun MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-0aa196eb | 72b544c6855dbcc3b8ee86163946efd072cf384d | 994498e9ecc28d6540315f50adf27eb6 | null | null | null | null | null | null | null |
8c2f491d-1e53-451f-98c4-02566f415b66 | 2025-01-24T13:55:50 | iot | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat unusual_activity No additional info | {
"geo_location": "Gabon",
"device_hash": "4bb888179ceaa1feec24ef2addfbb95c9cd0e7f4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/3.0)",
"session_id": "1ad24488-4ddb-4283-ac77-4c6c322c5526",
"risk_score": 68.32,
"confidence": 0.02
} | null | unusual_activity | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | null | Thermostat | iot-ea400cf3 | 2.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
00b07c50-b21e-432d-a58b-31c2abf08af1 | 2025-01-27T07:15:25 | network | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 10.124.26.229 to 104.82.39.178 No additional info | {
"geo_location": "Japan",
"device_hash": "b61adb91e9ce9906b3e9118beea77ac997d3cb187cadcfa3043d44c94dc35fbd",
"user_agent": "Opera/9.45.(X11; Linux i686; tn-ZA) Presto/2.9.167 Version/10.00",
"session_id": "c3000926-1c12-4da1-99a6-381809d25e92",
"risk_score": 47.75,
"confidence": 0.58
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 10.124.26.229 to 104.82.39.178 No additional info | null | null | null | null | 10.124.26.229 | 104.82.39.178 | null | null | null | null | null | null | null | null | null | null | HTTPS | 803,855 | null | null | null |
e79e4a4f-5066-47b6-80a4-d5eadba99285 | 2025-06-03T08:43:17 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth locked for bethparker via password from 73.19.141.93 MITRE Technique: T1110.003 | Unconventional IOC: Power consumption spikes | {
"geo_location": "Benin",
"device_hash": "ec294570b949d0dfbe4177c294fb1b320f1728ad68613c97005d2cc5f5414efc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "91b167fb-06e4-44c1-91e1-c87be743f827",
"risk_score": 92.57,
"confidence": 0.26
} | bethparker | locked | null | null | null | MITRE Technique: T1110.003 | Unconventional IOC: Power consumption spikes | Auth locked for bethparker via password from 73.19.141.93 MITRE Technique: T1110.003 | Unconventional IOC: Power consumption spikes | null | null | null | null | 73.19.141.93 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | a8:04:8a:76:39:ef |
afa53aaf-6961-425f-ac3e-98c0cea343ff | 2025-02-09T01:15:45 | firewall | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|info| desc=Firewall allow UDP traffic from 180.173.254.16:732 to 113.80.63.12:518 No additional info | {
"geo_location": "Marshall Islands",
"device_hash": "54e917dc438f075a184b3c89739234454d7b43701f32082de2993f9356efc103",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_9 rv:2.0; mk-MK) AppleWebKit/534.22.7 (KHTML, like Gecko) Version/5.1 Safari/534.22.7",
"session_id": "8d3fcc86-48d1-4243-af82-4c2... | null | allow | null | null | null | No additional info | Firewall allow UDP traffic from 180.173.254.16:732 to 113.80.63.12:518 No additional info | null | null | null | null | 180.173.254.16 | 113.80.63.12 | null | null | null | null | null | null | null | null | 732 | 518 | UDP | 256,744 | 1,220 | null | null |
3525b488-c43f-4cb3-890c-bc73cba4cb6d | 2025-04-18T20:20:56 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC sensor_spoofing MITRE Technique: T1059.001 | {
"geo_location": "Bahrain",
"device_hash": "fc9b98c58fffc53b155f89761ae5bceb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/3.1)",
"session_id": "c143b33b-dab1-424c-839b-465159aef717",
"risk_score": 45.96,
"confidence": 0.2
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1059.001 | IoT device HVAC sensor_spoofing MITRE Technique: T1059.001 | null | HVAC | iot-4fab49f3 | 5.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
80f2ae21-b423-4fba-ba41-b466710cb2eb | 2025-07-06T06:29:02 | iot | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "7a421a3dfeb81f056a83d00561c6971cd4c66bcf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/4.1)",
"session_id": "f4adbbe8-71fe-4304-9703-8046d7314a5f",
"risk_score": 73.7,
"confidence": 0.84
} | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | Camera | iot-9f18c964 | 7.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c0ea148c-0c7b-42b1-a2eb-9027acf98ba8 | 2025-04-12T20:34:45 | firewall | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|info| desc=Firewall deny DNS traffic from 71.148.156.138:760 to 142.167.31.121:120 No additional info | {
"geo_location": "Kuwait",
"device_hash": "04d7565f92b9ab0be13de14ff3e8506904e4337ac7ab265a02141850dbcb2d59",
"user_agent": "Opera/8.31.(Windows 98; Win 9x 4.90; kw-GB) Presto/2.9.170 Version/10.00",
"session_id": "5a2d168f-aedc-4fd6-b70d-dda13cf8d01b",
"risk_score": 39.87,
"confidence": 0.35
} | null | deny | null | null | null | No additional info | Firewall deny DNS traffic from 71.148.156.138:760 to 142.167.31.121:120 No additional info | null | null | null | null | 71.148.156.138 | 142.167.31.121 | null | null | null | null | null | null | null | null | 760 | 120 | DNS | 490,055 | 966 | null | null |
32403fdc-d255-428b-849e-bca4ae2e2b5b | 2025-06-12T06:27:01 | iot | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat unusual_activity No additional info noise=act|why|his | {
"geo_location": "Iran",
"device_hash": "d5a21484650d1ce467683f7443a40d5f46fda6eeb279893b9e2ddfb13232a8be",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; niu-NZ) AppleWebKit/532.20.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6532.20.6",
"session_id": "53c2e678-5b6a-4f91-8276... | null | unusual_activity | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | {
"baseline_deviation": 1.59,
"entropy": 5.54,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Thermostat | iot-b7823b59 | 6.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a19c22c4-4d00-4664-98b1-a4be9d1cce04 | 2025-05-02T17:19:19 | iot | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor battery_drain MITRE Technique: T1204.002 noise=recognize|officer|director | {
"geo_location": "Bangladesh",
"device_hash": "0a5384b5a0d365a29ba48773c7e6574d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_7) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/31.0.880.0 Safari/535.2",
"session_id": "833e53b8-ea24-4e5e-9e9c-1541fae5ea6d",
"risk_score": 96.85,
"confidence": 0.... | null | battery_drain | null | null | null | MITRE Technique: T1204.002 | IoT device Sensor battery_drain MITRE Technique: T1204.002 | null | Sensor | iot-4a090314 | 2.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ccae047a-ce0e-403b-8133-cb61fc78fd24 | 2025-07-01T11:34:13 | network | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|medium| desc=Network connection from 47.82.238.40 to 10.142.78.61 MITRE Technique: T1574.002 noise=52A7E950 | {
"geo_location": "Guinea",
"device_hash": "f2cc1402a3b8bb5fb00bb2a5ab0a79212cff515d95bbd4f71cd0717498c633b5",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_1 rv:5.0; tcy-IN) AppleWebKit/531.5.7 (KHTML, like Gecko) Version/4.0 Safari/531.5.7",
"session_id": "47d25714-43a0-4225-90ab-b07414832ead",
... | null | connection | null | null | null | MITRE Technique: T1574.002 | Network connection from 47.82.238.40 to 10.142.78.61 MITRE Technique: T1574.002 | null | null | null | null | 47.82.238.40 | 10.142.78.61 | null | null | null | null | null | null | null | null | null | null | ICMP | 511,961 | null | null | null |
e3a14754-6318-4df6-a2d8-cc12ab30d646 | 2025-03-11T11:03:11 | ai | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by washley Associated Threat Actor: Conti | {
"geo_location": "Jamaica",
"device_hash": "e95c3e15ae4458534f1910b970e1b38f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/531.14.5 (KHTML, like Gecko) Version/5.1 Safari/531.14.5",
"session_id": "41330ce0-96cc-4277-993e-effde78d284e",
"risk_score": 33.04,
"confidence": 0.83
} | washley | prompt_injection | null | null | null | Associated Threat Actor: Conti | AI system prompt_injection by washley Associated Threat Actor: Conti | null | null | null | null | null | null | null | null | null | null | null | model-24902267 | 80562667ff0fc3576c1618b0ea88073d | d1da2a5d1ed94dd8ec18f82144c60246 | null | null | null | null | null | null | null |
51a4bfb9-4fb7-48c9-b30b-f9456a6f4ad1 | 2025-06-24T23:06:31 | ai | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by vayala No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "acc046189e644ae152ce2c9d883ff7a11619f878",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.2) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/54.0.852.0 Safari/535.0",
"session_id": "1d33f18e-e99c-49c8-9a01-c5c028acf072",
"risk_score": 53.92,
"confidence": 0.73
} | vayala | prompt_injection | null | null | null | No additional info | AI system prompt_injection by vayala No additional info | null | null | null | null | null | null | null | null | null | null | null | model-95ceb339 | 0e1a651405b03060c06c737a133df0c2e1f58897 | b0a2e5c4cf19ce5c2419e4af1a407a56 | null | null | null | null | null | null | null |
da509048-8c82-4e44-9d1f-47bc53c35b0f | 2025-05-28T01:30:43 | 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: Supply Chain Compromise detected from 179.57.101.58 targeting N/A No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "5731caf585a0023b1a2ea8fe80f230a6",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.4) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/16.0.849.0 Safari/533.0",
"session_id": "10871c59-9c81-46f8-823c-ddb5d00155c9",
"risk_score": 74.87,
"confidence": 0.8
} | null | null | null | null | null | No additional info | Elastic SIEM Alert: Supply Chain Compromise detected from 179.57.101.58 targeting N/A No additional info | null | null | null | null | 179.57.101.58 | N/A | Supply Chain Compromise | SIG-9924 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
a6e73a2d-5b41-4015-945c-d0c609b37633 | 2025-02-13T02:36:59 | auth | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for denise52 via biometric from 10.173.105.61 No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "38472e9769a9eedfba5582d5125058b7051479ad988f73b67caf72b7b85fd4eb",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/534.43.4 (KHTML, like Gecko) Version/5.0.1 Safari/534.43.4",
"session_id": "5851a6cc-8cc... | denise52 | challenge | null | null | null | No additional info | Auth challenge for denise52 via biometric from 10.173.105.61 No additional info | null | null | null | null | 10.173.105.61 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 33:4f:cd:79:c7:20 |
d1b4c722-9183-4f5d-b749-01c6126644d5 | 2025-02-06T17:19:25 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by yolandamoore MITRE Technique: T1566.001 | {
"geo_location": "Myanmar",
"device_hash": "1825f6ca4fe6228ff542ddec10d2ed5eca609b64ce35a6576cb65065abbb5a9b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/19.0.849.0 Mobile/44R498 Safari/531.2",
"session_id": "7de0ba8a-ce79-4708-bf81-b7749cdc2e7... | yolandamoore | fine_tuning | null | null | null | MITRE Technique: T1566.001 | AI system fine_tuning by yolandamoore MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-a3cc8bb9 | 46b0fc3439621e26073c0c7ba371cac987a013f1 | 54fc758147a2a5fc4445f800bc4c41fa1e61427a64af033149f2b7787c3bb753 | null | null | null | null | null | null | null |
6c2e3a18-fc4c-4102-9621-6686ff132bfb | 2025-03-14T23:49:22 | auth | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth locked for kylerojas via password from 194.208.99.55 No additional info | {
"geo_location": "Lithuania",
"device_hash": "72d3d04b81a690df20d7136a39d0a527",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; wa-BE; rv:1.9.0.20) Gecko/3513-10-23 17:45:31 Firefox/11.0",
"session_id": "845cd222-a79b-4cbc-8f0c-8ba768e828c0",
"risk_score": 67.34,
"confidence": 0.29
} | kylerojas | locked | null | null | null | No additional info | Auth locked for kylerojas via password from 194.208.99.55 No additional info | null | null | null | null | 194.208.99.55 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 5a:90:e3:8c:0e:f7 |
7d048300-a232-4aea-a564-58c1719f8427 | 2025-01-26T05:57:01 | network | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 151.175.82.132 to 9.246.205.206 MITRE Technique: T1134.001 | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "4ed8d95d1dadfe90816844c859e126e1",
"user_agent": "Opera/9.56.(Windows NT 5.01; vi-VN) Presto/2.9.168 Version/11.00",
"session_id": "0a1f63c4-3a32-4303-b420-7d88532cd391",
"risk_score": 81.84,
"confidence": 0.29
} | null | data_exfiltration | null | null | null | MITRE Technique: T1134.001 | Network data_exfiltration from 151.175.82.132 to 9.246.205.206 MITRE Technique: T1134.001 | null | null | null | null | 151.175.82.132 | 9.246.205.206 | null | null | null | null | null | null | null | null | null | null | UDP | 517,715 | null | null | null |
f9fc5764-de3c-490b-9a72-dd585efc4f9a | 2025-03-18T15:09:20 | network | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 93.198.54.126 to 28.15.214.162 No additional info | {
"geo_location": "Bahamas",
"device_hash": "73addd92655f7d96ccf723748bead70c76b8420a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; sid-ET) AppleWebKit/533.18.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6533.18.6",
"session_id": "90271c4e-3328-48c1-9cee-7576730e5003",
"ri... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 93.198.54.126 to 28.15.214.162 No additional info | null | null | null | null | 93.198.54.126 | 28.15.214.162 | null | null | null | null | null | null | null | null | null | null | TCP | 918,174 | null | null | null |
8823d1a7-951e-4425-9a95-ba06d3871461 | 2025-03-05T20:14:04 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth challenge for michael02 via SAML from 74.163.142.158 No additional info | {
"geo_location": "Lesotho",
"device_hash": "f5d7af09338b31d5b22182c0d0fbc075",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/4.0)",
"session_id": "b64723f9-f540-4dc1-a5d4-2b16cc9abcb9",
"risk_score": 15.06,
"confidence": 0.61
} | michael02 | challenge | null | null | null | No additional info | Auth challenge for michael02 via SAML from 74.163.142.158 No additional info | null | null | null | null | 74.163.142.158 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 65:6d:cd:5a:2a:03 |
78833621-fb9c-41ce-a83d-37df111d8358 | 2025-06-14T10:02:21 | endpoint | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec /gun/number.avi by mary34 No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "8b814653621260ec366c9e1e4ae456435152c237",
"user_agent": "Opera/8.56.(X11; Linux i686; iw-IL) Presto/2.9.171 Version/11.00",
"session_id": "602021f6-34dd-4209-b0fc-74bbf86e6f62",
"risk_score": 49.29,
"confidence": 0.42
} | mary34 | wmi_exec | /gun/number.avi | 4,177 | cmd.exe | No additional info | Endpoint wmi_exec /gun/number.avi by mary34 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f450f524-33f2-41ae-ba12-35e769240dd3 | 2025-04-05T02:05:33 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load /anyone/thousand.mov by dkeller Unconventional IOC: GPU memory artifacts | Living-off-the-land technique detected noise=assume|help|less | {
"geo_location": "Guadeloupe",
"device_hash": "d801eb7dea8136c02ac08d8d039064f517ecd781",
"user_agent": "Mozilla/5.0 (Android 2.3.6; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0",
"session_id": "3c29d1f8-1bb1-4cf3-946b-1884fa8d4ce4",
"risk_score": 95.32,
"confidence": 0.58
} | dkeller | driver_load | /anyone/thousand.mov | 4,654 | explorer.exe | Unconventional IOC: GPU memory artifacts | Living-off-the-land technique detected | Endpoint driver_load /anyone/thousand.mov by dkeller Unconventional IOC: GPU memory artifacts | Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fd43e1d8-7bb0-451b-8569-ec3497f23b2a | 2025-02-14T21:32:07 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system model_access by johnwilliams No additional info | {
"geo_location": "Nicaragua",
"device_hash": "eff3c03d7d476602afba436d015379ca9aaaa5b552dc41629aab82956b65a12b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/4669-09-09 08:29:27 Firefox/6.0",
"session_id": "c797bff7-ec10-4d65-8c98-b712483554d2",
"risk_score": 38.47,
"confidence": 0.6
} | johnwilliams | model_access | null | null | null | No additional info | AI system model_access by johnwilliams No additional info | null | null | null | null | null | null | null | null | null | null | null | model-02aebf74 | 14cc884e63c8cc7d6079305320f33e8d79a8a8c9 | 369a94f9d38387f292345d8518339ecd2fcbd8dfed2ed57937c6b726b8bc2cf1 | null | null | null | null | null | null | null |
416a85a7-0662-4275-8ace-5e95619608e9 | 2025-03-30T11:06:27 | iot | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "Czech Republic",
"device_hash": "682cef64d8a865d303fd35acb0fc515f355eba99a370b99025daf37c5e373d8e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_0; rv:1.9.5.20) Gecko/8557-11-03 01:11:34 Firefox/11.0",
"session_id": "a730bb21-a818-4336-91ac-198971ed10fd",
"risk_score": 87.42,... | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | {
"baseline_deviation": 2.61,
"entropy": 4.37,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Sensor | iot-223953db | 4.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
35eb6259-c348-4b22-ba43-46610f0d9097 | 2025-06-07T16:11:55 | auth | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|info| desc=Auth timeout for nmcdonald via passwordless from 33.103.221.216 MITRE Technique: T1078.004 | {
"geo_location": "Zambia",
"device_hash": "b8d43e154e2fe65819a10656c6e23c30",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_2 rv:5.0; cv-RU) AppleWebKit/532.35.2 (KHTML, like Gecko) Version/5.0 Safari/532.35.2",
"session_id": "c567037b-c177-4106-8f90-93a0e2eb26c4",
"risk_score": 0.1,
"confidence... | nmcdonald | timeout | null | null | null | MITRE Technique: T1078.004 | Auth timeout for nmcdonald via passwordless from 33.103.221.216 MITRE Technique: T1078.004 | null | null | null | null | 33.103.221.216 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 29:b9:8d:12:70:c3 |
3dea73f0-f8a6-4540-afa7-57e5c0c43dda | 2025-01-24T07:38:08 | iot | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat unusual_activity No additional info | {
"geo_location": "Hungary",
"device_hash": "78ece7f1863b764e5d6218dbe40e1f6c5d9c57b3",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; wal-ET; rv:1.9.0.20) Gecko/2220-07-15 21:31:22 Firefox/3.6.12",
"session_id": "5c78e88a-52d7-4d0d-acb3-4e2ac22c349a",
"risk_score": 64.11,
"confidence": 0.03
} | null | unusual_activity | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | null | Thermostat | iot-5f1f4059 | 4.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f2865d10-66ba-40b1-b95d-7d094117cfd4 | 2025-04-13T21:58:34 | endpoint | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change /hotel/involve.mp3 by kevingilbert MITRE Technique: T1059.001 noise=UG9zc2libGUu | {
"geo_location": "Morocco",
"device_hash": "50b832f9bc484ecc824ddbe4f9aeb1f1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/4.0)",
"session_id": "5e3fa457-7969-45c9-bd93-fe4f45b49eb0",
"risk_score": 27.6,
"confidence": 0.67
} | kevingilbert | registry_change | /hotel/involve.mp3 | 9,846 | svchost.exe | MITRE Technique: T1059.001 | Endpoint registry_change /hotel/involve.mp3 by kevingilbert MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
135c52bf-1994-49bf-bf4c-d5d456b406f5 | 2025-02-19T05:05:33 | cloud | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in OCI by sandra46 No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "cfa671e136573a769bf93112e67def818b24bc4273548c17a020380ce7588056",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/3.1)",
"session_id": "07504311-a55c-42c1-9fd6-481a5b196178",
"risk_score": 28.33,
"confidence": 0.83
} | sandra46 | container_escape | null | null | null | No additional info | Cloud container_escape in OCI by sandra46 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-a1e8e113 | null | null | null | null | null | null | null | null | null | null |
3a546981-1698-47db-88ef-ef5bed215f5e | 2025-03-09T23:52:36 | cloud | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in GCP by alexandermosley Unconventional IOC: Quantum random number deviations | {
"geo_location": "Bahamas",
"device_hash": "516834ce655d3cf3c7ce8c04ce477ac629ea95b4",
"user_agent": "Opera/8.47.(X11; Linux x86_64; mni-IN) Presto/2.9.185 Version/12.00",
"session_id": "02cbdc45-97cc-4f2b-a915-7012e99199d9",
"risk_score": 80.72,
"confidence": 0.75
} | alexandermosley | config_change | null | null | null | Unconventional IOC: Quantum random number deviations | Cloud config_change in GCP by alexandermosley Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | GCP | res-40bc6e38 | null | null | null | null | null | null | null | null | null | null |
5e3a23b5-64eb-4f45-a3b4-1398d26cfdc3 | 2025-05-22T23:37:11 | cloud | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in OCI by garciamelanie MITRE Technique: T1204.002 | {
"geo_location": "Benin",
"device_hash": "73b680706ec425d0f3eb8fd927751eae",
"user_agent": "Opera/9.89.(Windows NT 6.2; th-TH) Presto/2.9.164 Version/11.00",
"session_id": "945495c6-4cb1-43fd-8ddb-f42a936fbe6c",
"risk_score": 90.39,
"confidence": 0.76
} | garciamelanie | crypto_mining | null | null | null | MITRE Technique: T1204.002 | Cloud crypto_mining in OCI by garciamelanie MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | OCI | res-84021556 | null | null | null | null | null | null | null | null | null | null |
4d450819-b75f-4e08-9458-12b846432673 | 2022-03-26T19:31:05 | 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: DNS Tunneling detected from 93.241.94.232 targeting 109.173.165.143 No additional info | {
"geo_location": "Sri Lanka",
"device_hash": "7d906569a1bacefffcbaf227c04126612ab26065",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_5 rv:5.0; hr-HR) AppleWebKit/533.1.1 (KHTML, like Gecko) Version/5.1 Safari/533.1.1",
"session_id": "3e92076a-5ba7-4f8c-a378-4e4e2daf4bcc",
"risk_score": 71.2... | null | null | null | null | null | No additional info | FireEye HX Alert: DNS Tunneling detected from 93.241.94.232 targeting 109.173.165.143 No additional info | null | null | null | null | 93.241.94.232 | 109.173.165.143 | DNS Tunneling | SIG-6712 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
189540fa-1e7d-46e2-b3a4-2b63e4be2005 | 2025-02-06T11:14:33 | iot | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical unusual_activity MITRE Technique: T1204.002 noise=she|couple|very | {
"geo_location": "Western Sahara",
"device_hash": "4e13d44d1eff1f26d79dc3bb4e83104056d503ece67aa3bcf6e6709ed16a37d4",
"user_agent": "Opera/9.94.(Windows 95; sw-KE) Presto/2.9.189 Version/11.00",
"session_id": "94742980-9aa8-489b-bf35-d3168f72204b",
"risk_score": 39.38,
"confidence": 0.66
} | null | unusual_activity | null | null | null | MITRE Technique: T1204.002 | IoT device Medical unusual_activity MITRE Technique: T1204.002 | null | Medical | iot-e86af5c0 | 9.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f14eaa45-60e4-4d25-9298-66534f9e4f17 | 2025-07-06T09:02:58 | cloud | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in OCI by janejohnson No additional info | {
"geo_location": "Cook Islands",
"device_hash": "e61797b4effba587d44d788e18239373",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/5.0)",
"session_id": "e87f0bfa-831d-450b-8055-5e04cf337bf3",
"risk_score": 73.69,
"confidence": 0.73
} | janejohnson | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in OCI by janejohnson No additional info | null | null | null | null | null | null | null | null | null | OCI | res-e2e1d852 | null | null | null | null | null | null | null | null | null | null |
42d6f51f-bbc6-4bcb-a0ad-cfdcb6d97f4c | 2025-05-28T11:06:00 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by gilesemily No additional info noise=middle|I|join | {
"geo_location": "Guinea-Bissau",
"device_hash": "1ef174bd6ca81f696c1ca36c490e27252988a0ea1f3745ee18d4217ce7e01e24",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/3.1)",
"session_id": "994716c7-aa30-4761-ac0b-bb2ab6bf89aa",
"risk_score": 41.21,
"confidence": 0.84
} | gilesemily | fine_tuning | null | null | null | No additional info | AI system fine_tuning by gilesemily No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6c337538 | 072815306166c637c355ceab4e0b3e0b4836723d | 7f256dc88278eea3e788bceec3282bffbe33de71 | null | null | null | null | null | null | null |
34ce93a9-5dfd-4e09-b1be-1828855ae0db | 2025-06-30T18:31:53 | cloud | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in AWS by hfreeman No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "9ec9089eb239120c413e7a6881646bb3",
"user_agent": "Opera/8.39.(X11; Linux x86_64; nr-ZA) Presto/2.9.175 Version/12.00",
"session_id": "66f679c9-1bb7-413c-a49e-48ec7471b2c8",
"risk_score": 30.73,
"confidence": 0.73
} | hfreeman | shadow_it | null | null | null | No additional info | Cloud shadow_it in AWS by hfreeman No additional info | null | null | null | null | null | null | null | null | null | AWS | res-5b21b333 | null | null | null | null | null | null | null | null | null | null |
4ecd60da-24fd-4471-8a55-a86f6976409a | 2025-01-17T03:34:21 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: XSS detected from 55.90.95.52 targeting 100.154.31.36 No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "b4634c345738e9d0b1883d03d182d3a4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/3.0)",
"session_id": "c8aa25fa-320e-40a2-9625-442662e400f2",
"risk_score": 35.22,
"confidence": 0.97
} | null | null | null | null | null | No additional info | Snort Alert: XSS detected from 55.90.95.52 targeting 100.154.31.36 No additional info | null | null | null | null | 55.90.95.52 | 100.154.31.36 | XSS | SIG-7075 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
8c34e142-4a3a-417b-8905-c8a5781711bf | 2025-03-27T00:12:19 | firewall | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall drop SMB traffic from 116.71.43.203:672 to 117.124.56.182:377 MITRE Technique: T1547.001 | {
"geo_location": "China",
"device_hash": "6172c272ea7c3b73fda8ba0df144f1bb907dacda",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_6 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/11.8p2172.0 Mobile/46C580 Safari/536.0",
"session_id": "62a9397c-82e3-4922-b9cb-3b579d1502f0",
"risk_score": 78,
... | null | drop | null | null | null | MITRE Technique: T1547.001 | Firewall drop SMB traffic from 116.71.43.203:672 to 117.124.56.182:377 MITRE Technique: T1547.001 | null | null | null | null | 116.71.43.203 | 117.124.56.182 | null | null | null | null | null | null | null | null | 672 | 377 | SMB | 259,888 | 3,333 | null | null |
ab942d73-0b14-4e06-a986-13e6b1c6b081 | 2025-05-29T14:44:33 | cloud | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in GCP by wwatson No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "d763c242f5483f5a313bd4b8e934cb44db1e4f137613fbce7cc7941770773a1e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_2; rv:1.9.2.20) Gecko/4585-08-23 02:32:29 Firefox/3.8",
"session_id": "68ffe04b-3834-4535-8e3d-7fdd9d570453",
"r... | wwatson | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in GCP by wwatson No additional info | null | null | null | null | null | null | null | null | null | GCP | res-42879c77 | null | null | null | null | null | null | null | null | null | null |
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