event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8 values | source stringclasses 20 values | severity stringclasses 6 values | raw_log stringlengths 91 282 | advanced_metadata dict | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
d3e3b7e5-114c-4f31-a8ab-8c64c8fe2f34 | 2025-05-24T04:17:00 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall inspect RDP traffic from 80.68.246.61:666 to 215.70.76.40:357 No additional info | {
"geo_location": "Jamaica",
"device_hash": "e6368be7ffe9435911682bfca0c06237",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_5) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/27.0.830.0 Safari/535.0",
"session_id": "5b57b878-ec29-41e0-87c0-0beb297888e5",
"risk_score": 9.5,
"confidence": 0.61
} | 80.68.246.61 | 215.70.76.40 | null | null | null | No additional info | Firewall inspect RDP traffic from 80.68.246.61:666 to 215.70.76.40:357 No additional info | inspect | 126,774 | RDP | null | null | null | null | null | null | null | null | 666 | 357 | 2,349 | null | null | null | null | null | null | null |
f446d5fb-e9cd-4eb7-876d-359994eeedf6 | 2025-02-17T03:07:53 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install bank by karen71 MITRE Technique: T1110.003 noise=tag/category/list | {
"geo_location": "Belize",
"device_hash": "0076420ba057d34173789840cff30534f76050ba",
"user_agent": "Opera/8.88.(Windows CE; lt-LT) Presto/2.9.177 Version/12.00",
"session_id": "74cf2547-72f6-4798-8a97-799512d80684",
"risk_score": 68.7,
"confidence": 0.56
} | null | null | null | null | null | MITRE Technique: T1110.003 | Endpoint service_install bank by karen71 MITRE Technique: T1110.003 | service_install | null | null | karen71 | bank | 7,181 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c5bc05f8-7fa9-407d-9d71-4c84ce4c76a6 | 2027-12-05T20:13:29 | ids_alert | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|high| desc=ArcSight Alert: Credential Stuffing detected from 10.182.197.13 targeting 113.122.102.173 No additional info | {
"geo_location": "United States of America",
"device_hash": "a21fe7edbfcec8c5f19bd86e24fb3ada04111211",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; vi-VN; rv:1.9.0.20) Gecko/8361-08-17 02:49:02 Firefox/3.6.11",
"session_id": "26be9760-80d8-426f-98e9-0be56ba0481e",
"risk_score": 59.05,
"confidence": 0.66
} | 10.182.197.13 | 113.122.102.173 | Credential Stuffing | SIG-7373 | Exploit | No additional info | ArcSight Alert: Credential Stuffing detected from 10.182.197.13 targeting 113.122.102.173 No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 1.34,
"entropy": 5.33,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
caded95e-d3a4-4eee-abc4-ec23c8f69f65 | 2025-03-17T11:47:59 | ids_alert | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|low| desc=OSSEC Alert: Domain Fronting detected from 47.32.232.60 targeting 116.70.56.33 No additional info noise=6CE2E87E | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "1c59ac088ecab4a2b3ab44502aed3749",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_7 rv:5.0; lb-LU) AppleWebKit/532.23.2 (KHTML, like Gecko) Version/5.0.3 Safari/532.23.2",
"session_id": "eb177845-00ab-44e6-8b24-716e637991ab",
"risk_score": 48.72,
"confidence": 0.2
} | 47.32.232.60 | 116.70.56.33 | Domain Fronting | SIG-7984 | Exploit | No additional info | OSSEC Alert: Domain Fronting detected from 47.32.232.60 targeting 116.70.56.33 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7dbf19df-f7dc-420d-99ab-cf5467f9e364 | 2025-05-15T15:34:55 | auth | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth success for brittanygriffith via biometric from 78.85.134.140 No additional info | {
"geo_location": "Bahrain",
"device_hash": "facf568e0bf846d5039a2a4e00b86214",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/4.1)",
"session_id": "044ec3e9-7a9c-471e-8b2f-43abdda91f52",
"risk_score": 54.44,
"confidence": 0.99
} | 78.85.134.140 | null | null | null | null | No additional info | Auth success for brittanygriffith via biometric from 78.85.134.140 No additional info | success | null | null | brittanygriffith | null | null | null | null | null | null | null | null | null | null | biometric | ce:b1:c0:a9:04:85 | null | null | null | null | null |
021e7171-cb2a-4713-be85-c8b7e6d0542c | 2025-06-21T18:43:16 | 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: Zero-Day Exploit detected from 142.94.94.106 targeting 14.153.80.228 No additional info | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "727dd4d639293efeeee25c5caf822af3a298b2d8",
"user_agent": "Mozilla/5.0 (Android 2.1; Mobile; rv:64.0) Gecko/64.0 Firefox/64.0",
"session_id": "ea9ea353-81ad-407f-8e12-14d4b111955c",
"risk_score": 44.62,
"confidence": 0.26
} | 142.94.94.106 | 14.153.80.228 | Zero-Day Exploit | SIG-4168 | Recon | No additional info | Elastic SIEM Alert: Zero-Day Exploit detected from 142.94.94.106 targeting 14.153.80.228 No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 0.68,
"entropy": 4.81,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
4d80b973-1189-4b62-aee8-57ed5d81e29a | 2025-04-10T05:00:03 | cloud | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in AWS by yvonne52 MITRE Technique: T1543.003 | {
"geo_location": "Egypt",
"device_hash": "189ef9e3faf7e36e2aa0efa41437d93dac26c088a99a840e199058bba3c0f634",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/4.1)",
"session_id": "a2e1cdb9-a546-4546-86f8-b34ba763421b",
"risk_score": 62.6,
"confidence": 0.86
} | null | null | null | null | null | MITRE Technique: T1543.003 | Cloud storage_access in AWS by yvonne52 MITRE Technique: T1543.003 | storage_access | null | null | yvonne52 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-9c4b8173 |
cceee32c-6488-4ce6-b584-4828aeda414f | 2025-02-09T08:39:55 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start /behind/collection.csv by porteremily No additional info | {
"geo_location": "Iran",
"device_hash": "5c27cf946974c5682f297172f7b2f3b3",
"user_agent": "Mozilla/5.0 (Windows CE; br-FR; rv:1.9.2.20) Gecko/3429-02-03 20:43:58 Firefox/3.8",
"session_id": "71c7a05b-51d1-4367-8fc7-0d61e1b4491b",
"risk_score": 46.64,
"confidence": 0.32
} | null | null | null | null | null | No additional info | Endpoint process_start /behind/collection.csv by porteremily No additional info | process_start | null | null | porteremily | /behind/collection.csv | 6,244 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
94e39e77-e096-40e9-8f05-78aeb312888e | 2025-02-03T03:01:05 | ai | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|high| desc=AI system api_abuse by jennyalexander No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "73755edb706efefaadc424cd0320e5492b00a990",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; hne-IN) AppleWebKit/533.46.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6533.46.7",
"session_id": "2761b5f9-d8bc-439f-9ca2-330d9500e7fd",
"risk_score": 48.61,
"confidence": 0.49
} | null | null | null | null | null | No additional info | AI system api_abuse by jennyalexander No additional info | api_abuse | null | null | jennyalexander | null | null | null | null | null | null | null | null | null | null | null | null | model-15169677 | d65e6d9ec4e6bce61db60ebff2a057a1 | d88d9d542ea9297d78693f309d9fa295f7378f0b | null | null |
f75757bd-85ea-4a6a-bf98-6d90c7a9e16e | 2025-06-16T19:55:39 | cloud | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Alibaba by ganderson Unconventional IOC: CPU microcode changes | {
"geo_location": "Italy",
"device_hash": "b73bd18f5ba2e5d2ec5a10a37597be1aa1264a086a07624597b4b0a30be5044e",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_7; rv:1.9.5.20) Gecko/8784-05-22 17:24:43 Firefox/3.8",
"session_id": "42e36dda-5a37-4624-86c8-d247b2d58e29",
"risk_score": 75.17,
"confidence": 0.49
} | null | null | null | null | null | Unconventional IOC: CPU microcode changes | Cloud lambda_execution in Alibaba by ganderson Unconventional IOC: CPU microcode changes | lambda_execution | null | null | ganderson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-fe2e1776 |
5b496dd1-0969-4ad9-bc25-ea53de46e71e | 2025-07-06T05:21:12 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: XSS detected from 70.0.194.176 targeting 170.179.40.106 MITRE Technique: T1110.003 | {
"geo_location": "Zambia",
"device_hash": "a506c86b99c1d2e08c4ceedbef0b4ed5d38ecfb7",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; raj-IN; rv:1.9.2.20) Gecko/5687-07-14 03:31:27 Firefox/10.0",
"session_id": "95bee4ea-e5c8-4860-b2f4-8d5928c1e6ca",
"risk_score": 70.36,
"confidence": 0.65
} | 70.0.194.176 | 170.179.40.106 | XSS | SIG-8800 | Evasion | MITRE Technique: T1110.003 | LogRhythm Alert: XSS detected from 70.0.194.176 targeting 170.179.40.106 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
41b0d26d-96d4-4919-9a34-4574dc12c3d8 | 2025-05-31T18:45:02 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for adam89 via OAuth from 183.160.240.203 No additional info | {
"geo_location": "France",
"device_hash": "c2be90e7ea684b6f144c66c912ac29d8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/3.0)",
"session_id": "3b48ce51-ea95-4c8e-a020-de53785ce92b",
"risk_score": 74.21,
"confidence": 0.42
} | 183.160.240.203 | null | null | null | null | No additional info | Auth locked for adam89 via OAuth from 183.160.240.203 No additional info | locked | null | null | adam89 | null | null | null | {
"baseline_deviation": 2.14,
"entropy": 6.59,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | OAuth | 4e:05:9c:3b:b9:cc | null | null | null | null | null |
24c89261-f50c-4865-a1d0-aa6ef761b7d7 | 2025-01-27T10:16:50 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical unusual_activity MITRE Technique: T1071.001 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Zambia",
"device_hash": "a23baa264a4fe851de66b71cfbcceb9ca0835579088c6f82401281d9db6acea8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/4.0)",
"session_id": "1b237a92-ce4a-435c-96ba-c5eea7328d64",
"risk_score": 30.53,
"confidence": 0.55
} | null | null | null | null | null | MITRE Technique: T1071.001 | Unconventional IOC: Quantum random number deviations | IoT device Medical unusual_activity MITRE Technique: T1071.001 | Unconventional IOC: Quantum random number deviations | unusual_activity | null | null | null | null | null | null | null | Medical | iot-9d31e3ac | 6.1 | null | null | null | null | null | null | null | null | null | null |
cfd83229-f55e-4975-8032-72b42d8d3419 | 2025-04-05T12:46:06 | endpoint | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection /list/major.docx by jenniferramirez No additional info | {
"geo_location": "Guernsey",
"device_hash": "c07677400db948799678144f6415e15b62296e5443c750c292a559f58c1d5978",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_9; rv:1.9.3.20) Gecko/5309-11-30 23:51:19 Firefox/3.8",
"session_id": "a991dd59-2812-42d7-b8ba-c9b28552b536",
"risk_score": 28.61,
"confidence": 0.9
} | null | null | null | null | null | No additional info | Endpoint memory_injection /list/major.docx by jenniferramirez No additional info | memory_injection | null | null | jenniferramirez | /list/major.docx | 1,400 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3745d793-bc2e-4f9f-859c-b27972382498 | 2025-03-18T14:25:38 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start our by sandovallisa No additional info noise=morning|beyond|take | {
"geo_location": "Ecuador",
"device_hash": "256fafe5f0d81c2256698b02e4d7eda36ebd9452",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/62.0.819.0 Safari/531.0",
"session_id": "7a91376c-4489-4f6b-ad61-ec94e528a156",
"risk_score": 9.63,
"confidence": 0.65
} | null | null | null | null | null | No additional info | Endpoint process_start our by sandovallisa No additional info | process_start | null | null | sandovallisa | our | 8,061 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
66964fb6-0abe-41af-b6bc-db4d231855aa | 2025-03-07T21:47:37 | iot | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "Uzbekistan",
"device_hash": "37ce446844afafd9cd672a1b7ae6dc1e36ca3675",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/50.0.876.0 Safari/534.2",
"session_id": "0ef314ed-4bc1-4f91-b479-6fece2f7ff8d",
"risk_score": 20.45,
"confidence": 0.83
} | null | null | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Sensor | iot-82ce29d7 | 6.2 | null | null | null | null | null | null | null | null | null | null |
46859dda-0cfa-4e3b-9dd5-e18728686ff1 | 2025-02-06T00:05:22 | ai | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by hartchristopher MITRE Technique: T1543.003 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "07bc237f37e8222984220a81caf228c71f78a44744c55fb8660b977a77838ea9",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/7952-10-30 16:47:23 Firefox/3.8",
"session_id": "63c75226-7dad-4a09-8076-2cb16d9d4011",
"risk_score": 37.9,
"confidence": 0.81
} | null | null | null | null | null | MITRE Technique: T1543.003 | AI system model_inversion by hartchristopher MITRE Technique: T1543.003 | model_inversion | null | null | hartchristopher | null | null | null | null | null | null | null | null | null | null | null | null | model-9248b8f8 | 1c3557b760920c935c70204ddd693b7f5b1bf01f | dcd150e240b984b673036576494cb48349ef117e | null | null |
464e66d6-11c1-4b30-a5ae-b78cf56a1819 | 2025-03-10T09:49:23 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in OCI by jennifer95 No additional info | {
"geo_location": "Montenegro",
"device_hash": "587b6aa598d1cefe5d92a0edb9e18495",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ig-NG) AppleWebKit/533.34.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6533.34.7",
"session_id": "b93c3ea4-3a6c-44ae-9bf6-161f67fdf792",
"risk_score": 40.5,
"confidence": 0.63
} | null | null | null | null | null | No additional info | Cloud container_escape in OCI by jennifer95 No additional info | container_escape | null | null | jennifer95 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-5761cc15 |
8562f7cb-6dbb-4310-acab-c824fc48f88a | 2025-05-18T14:06:32 | iot | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|info| desc=IoT device Medical battery_drain Unconventional IOC: TPM attestation failures | {
"geo_location": "Romania",
"device_hash": "fc107e4af03895cbedff88a6a668596d",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/59.0.830.0 Safari/535.2",
"session_id": "9dfe16df-9111-48ca-bf21-9da2ca4c7f85",
"risk_score": 42.24,
"confidence": 0.87
} | null | null | null | null | null | Unconventional IOC: TPM attestation failures | IoT device Medical battery_drain Unconventional IOC: TPM attestation failures | battery_drain | null | null | null | null | null | null | null | Medical | iot-3a92bbaf | 8.4 | null | null | null | null | null | null | null | null | null | null |
e4889426-7d48-415d-95d4-7695d9cc8053 | 2025-02-14T23:21:22 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by bmarquez Unconventional IOC: GPU memory artifacts | Training data poisoning attempt noise=5D73752D | {
"geo_location": "Korea",
"device_hash": "1cec2e22da2569b88b87aead5d1298c48f28aa37473c20c6a1f95442d08032e9",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_6) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/63.0.889.0 Safari/535.2",
"session_id": "7a8ad2bb-25ca-426a-9431-4c7ae4d6d185",
"risk_score": 27.59,
"confidence": 0.68
} | null | null | null | null | null | Unconventional IOC: GPU memory artifacts | Training data poisoning attempt | AI system prompt_injection by bmarquez Unconventional IOC: GPU memory artifacts | Training data poisoning attempt | prompt_injection | null | null | bmarquez | null | null | null | null | null | null | null | null | null | null | null | null | model-14e107ea | 1089b1a0331ee0f5f2a45b87ec76963635b8a193 | 0ce0e4e4e7cec5319ee1d59de06c1163c9f19150 | null | null |
ee8c0e3b-d6f1-42a2-816f-6ad95471ccfb | 2025-04-02T05:43:42 | ai | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|high| desc=AI system membership_inference by jacobsjeffery No additional info | {
"geo_location": "Cameroon",
"device_hash": "4ec5cb5a729829c13d15e86cdd94757e",
"user_agent": "Opera/8.40.(X11; Linux i686; an-ES) Presto/2.9.177 Version/10.00",
"session_id": "f3ef5e03-c070-4dd4-a29f-c305195fc1d0",
"risk_score": 37.86,
"confidence": 0.99
} | null | null | null | null | null | No additional info | AI system membership_inference by jacobsjeffery No additional info | membership_inference | null | null | jacobsjeffery | null | null | null | null | null | null | null | null | null | null | null | null | model-8ea524da | e07bf279c81f210df3f199373c7644a854c8e6a2 | d09dc62fdc49d227e4f5c0e9f22057ecb1ea60f6 | null | null |
9a9638b7-6055-4416-a41e-185832918733 | 2025-07-08T19:20:40 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth success for blankenshipmeagan via passwordless from 107.117.12.221 MITRE Technique: T1190 | Unconventional IOC: TPM attestation failures | Credential stuffing pattern detected noise=U2hha2Uu | {
"geo_location": "Albania",
"device_hash": "1a8ad06d3748b9fed0da0e39465233b4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ku-TR) AppleWebKit/531.11.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6531.11.5",
"session_id": "4d044a71-3487-44ef-b766-1d5ebf9e7d66",
"risk_score": 62.49,
"confidence": 0.84
} | 107.117.12.221 | null | null | null | null | MITRE Technique: T1190 | Unconventional IOC: TPM attestation failures | Credential stuffing pattern detected | Auth success for blankenshipmeagan via passwordless from 107.117.12.221 MITRE Technique: T1190 | Unconventional IOC: TPM attestation failures | Credential stuffing pattern detected | success | null | null | blankenshipmeagan | null | null | null | null | null | null | null | null | null | null | passwordless | 07:ee:bd:83:5d:bb | null | null | null | null | null |
df1f57ad-dd00-42a2-875e-bd38f3d3a564 | 2025-06-03T14:39:11 | endpoint | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism record by woodardcalvin No additional info | {
"geo_location": "Tonga",
"device_hash": "327b6ddb038ee921a3632090bc92ea812dc2c2d6",
"user_agent": "Opera/9.87.(Windows NT 6.0; sw-TZ) Presto/2.9.161 Version/12.00",
"session_id": "70adccc9-018f-46ab-97ae-438dde8ea276",
"risk_score": 32.29,
"confidence": 0.57
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism record by woodardcalvin No additional info | persistence_mechanism | null | null | woodardcalvin | record | 2,337 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9462d4e9-2ab4-4677-98f0-bef4df9744fc | 2025-04-06T08:19:55 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task note by laura53 MITRE Technique: T1547.001 | Fileless execution detected | {
"geo_location": "Tajikistan",
"device_hash": "dc9a866646799aa2ca7f034decc08418",
"user_agent": "Opera/8.27.(X11; Linux i686; si-LK) Presto/2.9.179 Version/11.00",
"session_id": "d43d7d74-0bfd-4c7f-8e7e-801599f2b572",
"risk_score": 68.29,
"confidence": 0.59
} | null | null | null | null | null | MITRE Technique: T1547.001 | Fileless execution detected | Endpoint scheduled_task note by laura53 MITRE Technique: T1547.001 | Fileless execution detected | scheduled_task | null | null | laura53 | note | 3,724 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fe767b83-1038-4cff-b749-fcb796d69651 | 2025-04-27T14:52:56 | ids_alert | CrowdStrike v6.45.0 | emergency | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|emergency| desc=CrowdStrike Alert: Supply Chain Compromise detected from 141.131.231.69 targeting 22.37.138.217 No additional info | {
"geo_location": "Turkey",
"device_hash": "2600c03424acd3f4e58992766f837787",
"user_agent": "Opera/9.34.(X11; Linux x86_64; ru-RU) Presto/2.9.182 Version/11.00",
"session_id": "cd29b874-fe37-4830-82e3-026b94ef4236",
"risk_score": 62.95,
"confidence": 0.12
} | 141.131.231.69 | 22.37.138.217 | Supply Chain Compromise | SIG-5988 | Malware | No additional info | CrowdStrike Alert: Supply Chain Compromise detected from 141.131.231.69 targeting 22.37.138.217 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9c8671cc-1251-4a45-8d72-9ed70c9b32f9 | 2025-03-10T18:31:11 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system model_access by ipalmer No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "226b751bd9c31dba93f5b9645cee1c541aef4f1014a2e019e2bf392c21f9bd24",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_2 rv:6.0; bem-ZM) AppleWebKit/535.48.1 (KHTML, like Gecko) Version/5.0 Safari/535.48.1",
"session_id": "937dd4d6-285f-4ff7-a7e7-ecd40fdff448",
"risk_score": 35.76,
"confidence": 0.72
} | null | null | null | null | null | No additional info | AI system model_access by ipalmer No additional info | model_access | null | null | ipalmer | null | null | null | null | null | null | null | null | null | null | null | null | model-cd4a2829 | 5413fe6978e9bb46c2a371c30d23f98aaeb4fb9bd3bbb98110e56778c66cdad7 | 108f7466f809879dec978c2648ff160afe1b586d2f510cb3f55ffae054e1c11a | null | null |
e30b6244-7944-4057-919e-ba1dc15a5248 | 2025-03-30T15:35:42 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network disconnection from 10.119.78.89 to 97.7.205.76 MITRE Technique: T1110.003 | {
"geo_location": "Malaysia",
"device_hash": "87028d764f241665ada9d93e83b06c5d8ba9d92c159531a09e73cc86f76d22ed",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; da-DK) AppleWebKit/535.15.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6535.15.5",
"session_id": "49d889b8-1772-4149-bd14-59eaafb06982",
"risk_score": 85,
"confidence": 0.32
} | 10.119.78.89 | 97.7.205.76 | null | null | null | MITRE Technique: T1110.003 | Network disconnection from 10.119.78.89 to 97.7.205.76 MITRE Technique: T1110.003 | disconnection | 853,131 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dc55c76f-09d2-41f4-a759-defd991edcf5 | 2025-05-21T00:35:13 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network disconnection from 152.98.97.234 to 146.0.218.94 No additional info noise=QWdvLg== | {
"geo_location": "Sao Tome and Principe",
"device_hash": "316af23e512f648650f6f5659709c17c8650f7be6b5110c533218897d39e4578",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_5 rv:5.0; or-IN) AppleWebKit/534.6.5 (KHTML, like Gecko) Version/5.1 Safari/534.6.5",
"session_id": "c16677eb-325c-4e87-870a-fa47eab14d7c",
"risk_score": 40.31,
"confidence": 0.42
} | 152.98.97.234 | 146.0.218.94 | null | null | null | No additional info | Network disconnection from 152.98.97.234 to 146.0.218.94 No additional info | disconnection | 581,452 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8ba88117-52b8-441d-9ae7-691d23f938a8 | 2025-07-02T03:12:52 | cloud | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in OCI by evan55 No additional info | {
"geo_location": "Malta",
"device_hash": "090f466d926266ff48e0f3724904627b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/5.0)",
"session_id": "67ace743-5082-4c20-b762-61f6740e3dec",
"risk_score": 49.67,
"confidence": 0.82
} | null | null | null | null | null | No additional info | Cloud instance_creation in OCI by evan55 No additional info | instance_creation | null | null | evan55 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-0c332473 |
88a4e34f-98af-4772-acf7-73db06636b29 | 2025-03-31T19:18:47 | firewall | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop SSH traffic from 184.128.13.140:1002 to 1.12.39.81:13985 No additional info | {
"geo_location": "Argentina",
"device_hash": "a0cc9d55925dc4fa8c915ead81c2e27691f64199",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 7_1_2 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/31.0.896.0 Mobile/18A702 Safari/535.0",
"session_id": "f4ccdab5-84c7-4fda-9b33-8af23ec20e0f",
"risk_score": 19.53,
"confidence": 0.68
} | 184.128.13.140 | 1.12.39.81 | null | null | null | No additional info | Firewall drop SSH traffic from 184.128.13.140:1002 to 1.12.39.81:13985 No additional info | drop | 114,098 | SSH | null | null | null | null | null | null | null | null | 1,002 | 13,985 | 3,419 | null | null | null | null | null | null | null |
9350e1a7-6ba0-4136-9c4a-0407ebba436b | 2025-04-21T22:24:33 | iot | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|low| desc=IoT device Camera battery_drain No additional info | {
"geo_location": "Estonia",
"device_hash": "0eff364749a0164c74c607a210687904",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/5.1)",
"session_id": "e44b92f8-8e33-4eab-b6a5-a57e5e19ca1f",
"risk_score": 33.88,
"confidence": 0.4
} | null | null | null | null | null | No additional info | IoT device Camera battery_drain No additional info | battery_drain | null | null | null | null | null | null | {
"baseline_deviation": 2.92,
"entropy": 7.29,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Camera | iot-42486c5b | 2.8 | null | null | null | null | null | null | null | null | null | null |
3cc7d94e-e642-4d39-b6de-51f8678f8d21 | 2025-02-20T20:26:31 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in Alibaba by boydedward No additional info | {
"geo_location": "Bhutan",
"device_hash": "56136f12e23bc2d103a390ade6fc5bf4a21f7386",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/4.1)",
"session_id": "f27346fd-65f0-4ccd-97b2-8cedde3a9820",
"risk_score": 42.6,
"confidence": 0.63
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Alibaba by boydedward No additional info | crypto_mining | null | null | boydedward | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-1077888b |
9f14692b-49ca-4705-8ef6-9e9157ce34b6 | 2025-06-12T08:05:27 | iot | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|info| desc=IoT device Medical side_channel MITRE Technique: T1218.011 | {
"geo_location": "New Caledonia",
"device_hash": "5264a17054b64f201e333e05ad68bb609894558d8a6a43125ac9696da51407e2",
"user_agent": "Mozilla/5.0 (Linux; Android 12) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/58.0.880.0 Safari/532.2",
"session_id": "2b80bd11-e9c9-4bab-b3ed-047bc4fdb2a8",
"risk_score": 70.63,
"confidence": 0.97
} | null | null | null | null | null | MITRE Technique: T1218.011 | IoT device Medical side_channel MITRE Technique: T1218.011 | side_channel | null | null | null | null | null | null | null | Medical | iot-8ed5c846 | 1.1 | null | null | null | null | null | null | null | null | null | null |
7cdec750-9a90-46a5-8f3d-e98e142be512 | 2025-03-21T02:13:20 | cloud | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in Azure by uroberts No additional info | {
"geo_location": "Nauru",
"device_hash": "ad59fe5b74eff504b383750de8fe598dd5d91d67",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/27.0.818.0 Safari/534.2",
"session_id": "a749b183-1c07-44a3-9876-e57cf53b8aa3",
"risk_score": 28.77,
"confidence": 0.27
} | null | null | null | null | null | No additional info | Cloud shadow_it in Azure by uroberts No additional info | shadow_it | null | null | uroberts | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-5a4e72ff |
76506ebb-a21f-4a63-9c35-4889c553b7ea | 2025-05-19T23:46:03 | iot | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat protocol_violation No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "fd4a1b71099fb105b171b851c2a1a0dce36a5aa1d159c6bd384bed61193577dd",
"user_agent": "Opera/9.56.(Windows NT 4.0; ast-ES) Presto/2.9.188 Version/12.00",
"session_id": "a30bc488-90f4-44ed-8f5c-87f54683d10e",
"risk_score": 37.84,
"confidence": 0.52
} | null | null | null | null | null | No additional info | IoT device Thermostat protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Thermostat | iot-1da21c1c | 1.1 | null | null | null | null | null | null | null | null | null | null |
197ce254-c646-4881-8875-4dca3971a8c9 | 2025-04-19T15:03:02 | auth | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for vargaselizabeth via password from 160.62.73.196 No additional info noise=simple|relate|what | {
"geo_location": "Bermuda",
"device_hash": "88a0d486f313ba49c5cad090cb1c314bbdb718e7ca392eb0a11964af33425ec5",
"user_agent": "Mozilla/5.0 (Android 3.2.4; Mobile; rv:7.0) Gecko/7.0 Firefox/7.0",
"session_id": "38b39ca1-95e3-47dd-b73f-494ad62388c1",
"risk_score": 57.9,
"confidence": 0.51
} | 160.62.73.196 | null | null | null | null | No additional info | Auth challenge for vargaselizabeth via password from 160.62.73.196 No additional info | challenge | null | null | vargaselizabeth | null | null | null | null | null | null | null | null | null | null | password | 70:ed:d3:57:4c:f0 | null | null | null | null | null |
d5aebb23-4d4e-4199-9e3d-1e526a4ed319 | 2025-05-07T21:31:53 | ids_alert | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|high| desc=AlienVault Alert: DDoS detected from 103.171.41.123 targeting N/A Associated Threat Actor: Equation Group noise=indicate|technology|up | {
"geo_location": "Serbia",
"device_hash": "c2a43cd4cbb53940fe7c9c441265a4df",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_1) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/43.0.870.0 Safari/533.1",
"session_id": "85b94892-d011-402b-be79-3a7204712fd5",
"risk_score": 75.68,
"confidence": 0.04
} | 103.171.41.123 | N/A | DDoS | SIG-6100 | Evasion | Associated Threat Actor: Equation Group | AlienVault Alert: DDoS detected from 103.171.41.123 targeting N/A 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 |
6de6e3f7-49b9-4ab5-9b3e-0ba61f9cb8ea | 2025-02-13T03:44:26 | iot | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor battery_drain MITRE Technique: T1110.003 | {
"geo_location": "Swaziland",
"device_hash": "6732ac33199d4a6c5b7c21cc67ecb782",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_0 rv:4.0; fo-FO) AppleWebKit/535.2.5 (KHTML, like Gecko) Version/4.0 Safari/535.2.5",
"session_id": "9fd95629-3bdc-4be5-9f1d-fb5d9bcebd46",
"risk_score": 67.83,
"confidence": 0.9
} | null | null | null | null | null | MITRE Technique: T1110.003 | IoT device Sensor battery_drain MITRE Technique: T1110.003 | battery_drain | null | null | null | null | null | null | null | Sensor | iot-a2ac6141 | 7.8 | null | null | null | null | null | null | null | null | null | null |
06938d72-f7c3-4707-8e6d-4dbf1afac378 | 2025-04-15T15:57:02 | ai | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by millerstanley No additional info | {
"geo_location": "Georgia",
"device_hash": "96aaf78e4f0e09e2c772ef593c887b78ae728da7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/531.28.7 (KHTML, like Gecko) Version/4.0 Safari/531.28.7",
"session_id": "20ddfd7a-12b1-48f9-a7c8-ef5d824c6207",
"risk_score": 61.6,
"confidence": 0.75
} | null | null | null | null | null | No additional info | AI system model_inversion by millerstanley No additional info | model_inversion | null | null | millerstanley | null | null | null | null | null | null | null | null | null | null | null | null | model-32294301 | f905402f6f96ef4599fa6f86d9d007f70c80a8f396ab0cef6aa8538e5f6f4834 | 1323de404a04f405073051b9d315595b | null | null |
20e982ae-c62d-4afe-a011-64997f7ca1ea | 2025-01-20T11:53:31 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in Azure by amandaphelps No additional info | {
"geo_location": "Antigua and Barbuda",
"device_hash": "b4f86b0e530159f3f7e0e2111b902509dcd3f15f4cd4ff08ce5a42bd70d42949",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/3.1)",
"session_id": "8e6719d4-9da0-4f1b-a29d-c814f21509c2",
"risk_score": 62.89,
"confidence": 0.04
} | null | null | null | null | null | No additional info | Cloud permission_escalation in Azure by amandaphelps No additional info | permission_escalation | null | null | amandaphelps | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-36395f3c |
541c68d8-4980-4384-a323-73ddff5aee34 | 2025-06-03T13:10:57 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network connection from 197.125.170.14 to 128.242.226.115 No additional info | {
"geo_location": "Brazil",
"device_hash": "07854082a474b4719f90e348b3213893",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; bo-IN) AppleWebKit/535.47.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6535.47.1",
"session_id": "672b305d-8298-4383-8ccc-af66b57906fa",
"risk_score": 10.41,
"confidence": 0.78
} | 197.125.170.14 | 128.242.226.115 | null | null | null | No additional info | Network connection from 197.125.170.14 to 128.242.226.115 No additional info | connection | 525,998 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f6e7cb00-cb3c-4057-837d-e3e082524299 | 2025-02-10T04:07:20 | cloud | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in Azure by renee11 No additional info noise=17ECCF79 | {
"geo_location": "Congo",
"device_hash": "403cc9e3aa1f9674cc7031972639494b64a2310bd550788f5de0fc7eb0481cda",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_3; rv:1.9.2.20) Gecko/4863-05-03 22:53:53 Firefox/3.8",
"session_id": "f5ebef10-f0f6-4098-851e-6a060544179b",
"risk_score": 27.16,
"confidence": 0.38
} | null | null | null | null | null | No additional info | Cloud permission_escalation in Azure by renee11 No additional info | permission_escalation | null | null | renee11 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-f7f4cbb8 |
b0fcbded-5114-45d8-bea8-3d60b8481d26 | 2025-01-18T19:49:24 | auth | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|low| desc=Auth locked for william18 via SAML from 10.4.128.65 No additional info | {
"geo_location": "Martinique",
"device_hash": "e2b32aaf846ff87266f244bb326e0bc2e357a252",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_3 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/53.0.817.0 Mobile/94Q294 Safari/535.0",
"session_id": "5af505e6-fbb8-4ca9-93aa-94689aab685b",
"risk_score": 49.28,
"confidence": 0.48
} | 10.4.128.65 | null | null | null | null | No additional info | Auth locked for william18 via SAML from 10.4.128.65 No additional info | locked | null | null | william18 | null | null | null | null | null | null | null | null | null | null | SAML | 00:66:ae:ae:77:bc | null | null | null | null | null |
71d8350b-5b18-4fe4-98ef-7213a1d0a306 | 2025-05-12T21:32:23 | endpoint | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change /walk/you.css by hwhite No additional info | {
"geo_location": "Guinea",
"device_hash": "a8bd6eb46b27f2f77f4bbb241822bff04f3df688",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_9 rv:6.0; ps-AF) AppleWebKit/531.34.2 (KHTML, like Gecko) Version/5.0.5 Safari/531.34.2",
"session_id": "67d611c4-1869-4b3c-abe7-fbed09ffcf7f",
"risk_score": 0,
"confidence": 0.06
} | null | null | null | null | null | No additional info | Endpoint registry_change /walk/you.css by hwhite No additional info | registry_change | null | null | hwhite | /walk/you.css | 271 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d450e6b6-e2a2-41c4-ae78-8814c3d2a224 | 2025-07-06T08:18:14 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access that by jackievang No additional info | {
"geo_location": "China",
"device_hash": "19bc66e1e51045bb3979f41ddab8e0e9",
"user_agent": "Opera/9.98.(Windows CE; ml-IN) Presto/2.9.164 Version/10.00",
"session_id": "293a94fd-5fec-47e6-9a04-19101d0afdd7",
"risk_score": 40.29,
"confidence": 0.65
} | null | null | null | null | null | No additional info | Endpoint file_access that by jackievang No additional info | file_access | null | null | jackievang | that | 1,650 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f05b0254-8705-40a2-93b0-28ba2746cb50 | 2025-03-05T13:42:56 | ids_alert | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|low| desc=Trellix Alert: Credential Stuffing detected from 45.23.51.240 targeting N/A MITRE Technique: T1078.004 | {
"geo_location": "Russia",
"device_hash": "ebd860196f033d26b5b972897fe14d69",
"user_agent": "Opera/8.58.(X11; Linux i686; szl-PL) Presto/2.9.171 Version/12.00",
"session_id": "1368a483-d0ea-4094-afe1-c114e6d65088",
"risk_score": 86.49,
"confidence": 0.65
} | 45.23.51.240 | N/A | Credential Stuffing | SIG-1077 | Malware | MITRE Technique: T1078.004 | Trellix Alert: Credential Stuffing detected from 45.23.51.240 targeting N/A MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6c1c14e1-fec9-4174-abd5-12e3aad74de2 | 2025-05-14T10:04:26 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: AI Model Poisoning detected from 20.253.57.93 targeting 141.217.148.127 MITRE Technique: T1190 | Associated Threat Actor: APT37 noise=categories/category | {
"geo_location": "Cayman Islands",
"device_hash": "8e4342d6f16b40bf679d5b3f360ecf4f2d46cca36730292de25e33b792f150dd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/5.1)",
"session_id": "70b0cf1b-5162-4d88-b7cc-918201cb7c4c",
"risk_score": 81.67,
"confidence": 0.26
} | 20.253.57.93 | 141.217.148.127 | AI Model Poisoning | SIG-4672 | Exploit | MITRE Technique: T1190 | Associated Threat Actor: APT37 | AlienVault Alert: AI Model Poisoning detected from 20.253.57.93 targeting 141.217.148.127 MITRE Technique: T1190 | Associated Threat Actor: APT37 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2203dc25-5de3-4b91-8004-672db875d6c2 | 2025-03-22T20:06:48 | iot | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|low| desc=IoT device HVAC battery_drain Unconventional IOC: Quantum random number deviations | {
"geo_location": "Syrian Arab Republic",
"device_hash": "4249b1856add28788014c910fadbd856",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/531.23.1 (KHTML, like Gecko) Version/4.0.3 Safari/531.23.1",
"session_id": "03209027-77ad-4834-ad09-b5d19921f0c5",
"risk_score": 82.64,
"confidence": 0.28
} | null | null | null | null | null | Unconventional IOC: Quantum random number deviations | IoT device HVAC battery_drain Unconventional IOC: Quantum random number deviations | battery_drain | null | null | null | null | null | null | null | HVAC | iot-6910c0ef | 6.6 | null | null | null | null | null | null | null | null | null | null |
44b16c3e-60f8-4175-8385-16cd74aa7ecb | 2025-05-13T18:44:27 | ai | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by lauraowen No additional info noise=categories | {
"geo_location": "Colombia",
"device_hash": "7e06b454828ee7a7dedc3324416c1a99",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_5 rv:5.0; ne-NP) AppleWebKit/534.30.6 (KHTML, like Gecko) Version/4.1 Safari/534.30.6",
"session_id": "1cd9e2fb-834b-4a16-ac21-11920e8942b1",
"risk_score": 4.82,
"confidence": 0.07
} | null | null | null | null | null | No additional info | AI system membership_inference by lauraowen No additional info | membership_inference | null | null | lauraowen | null | null | null | null | null | null | null | null | null | null | null | null | model-2e66e326 | 075d02c447be5812426bd861a71d8b66 | 3f64fb0e045122106ee58051941dd1ac | null | null |
1d50da4a-db66-40e3-bfe4-22fa60c6c275 | 2025-06-09T14:30:58 | ids_alert | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=QRadar Alert: MFA Bypass detected from 43.247.143.119 targeting 167.250.213.243 No additional info noise=radio|state|ago | {
"geo_location": "Cayman Islands",
"device_hash": "027c82e4000bb7bb1878183082df87eae404011ece290fafcf81e5e07382e950",
"user_agent": "Mozilla/5.0 (Android 2.2.3; Mobile; rv:18.0) Gecko/18.0 Firefox/18.0",
"session_id": "283013f3-2a15-475a-af9a-2d9571ec6e25",
"risk_score": 37.83,
"confidence": 0.71
} | 43.247.143.119 | 167.250.213.243 | MFA Bypass | SIG-1907 | Malware | No additional info | QRadar Alert: MFA Bypass detected from 43.247.143.119 targeting 167.250.213.243 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
22b6e4a6-2ef8-46be-83b0-9ae934d53989 | 2025-04-10T04:15:08 | cloud | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in GCP by adam46 No additional info | {
"geo_location": "Guinea",
"device_hash": "9ed96af6f3323ed0b0157fb6a112380440e7e7ae1061519e06ab1f9cefe721f4",
"user_agent": "Opera/8.73.(X11; Linux x86_64; sa-IN) Presto/2.9.185 Version/12.00",
"session_id": "affd2d07-6bb5-4dea-9d38-d96250d462b1",
"risk_score": 47.43,
"confidence": 0.62
} | null | null | null | null | null | No additional info | Cloud container_escape in GCP by adam46 No additional info | container_escape | null | null | adam46 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-9f633a13 |
e83cfaa4-8731-4bb5-8b84-98d609dfb590 | 2025-05-24T07:07:15 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by kylie19 No additional info | {
"geo_location": "New Zealand",
"device_hash": "66fcefd6db1aa4b07f8068113607b17e",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/23.0.833.0 Safari/536.2",
"session_id": "b1bda8ff-3b08-4d6a-b441-65093ccb5e66",
"risk_score": 47.73,
"confidence": 0.21
} | null | null | null | null | null | No additional info | AI system api_abuse by kylie19 No additional info | api_abuse | null | null | kylie19 | null | null | null | null | null | null | null | null | null | null | null | null | model-f014781b | 7ce6af89e61973f98fa3f24aa0c6458a0d3406c7c27ae4054a052f314fcc8562 | bf917e028693d2a15b2a95779cba108e2562edf1b43a41b3a73caaa667d595ff | null | null |
5bf5f879-c967-40cc-a11c-85a21ef79f7a | 2025-03-02T21:35:08 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: DNS Tunneling detected from 144.146.193.185 targeting N/A No additional info | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "ac4275ee41407e8634976265f91cb2df",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/5.1)",
"session_id": "b065fdde-7c81-4ce6-9d34-36ce07307a12",
"risk_score": 66.07,
"confidence": 0.59
} | 144.146.193.185 | N/A | DNS Tunneling | SIG-4083 | Evasion | No additional info | ArcSight Alert: DNS Tunneling detected from 144.146.193.185 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eee62c24-97a3-4444-be33-087c568bcd18 | 2025-06-05T05:24:56 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth success for trevinoeric via MFA from 82.24.125.9 MITRE Technique: T1190 | {
"geo_location": "Botswana",
"device_hash": "9eb3372c0f4063f6ce593f0a408ed43f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; rw-RW) AppleWebKit/534.8.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6534.8.1",
"session_id": "d623c59e-95a9-4cad-a018-70bf2ede9587",
"risk_score": 29.41,
"confidence": 0.68
} | 82.24.125.9 | null | null | null | null | MITRE Technique: T1190 | Auth success for trevinoeric via MFA from 82.24.125.9 MITRE Technique: T1190 | success | null | null | trevinoeric | null | null | null | null | null | null | null | null | null | null | MFA | 26:53:ec:d4:c9:89 | null | null | null | null | null |
5d56339c-149b-4daf-9dc3-6d73a32e7179 | 2025-05-24T04:02:29 | iot | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|critical| desc=IoT device Sensor protocol_violation MITRE Technique: T1071.001 | Associated Threat Actor: Mustang Panda | {
"geo_location": "Palau",
"device_hash": "576c23bef223266eb97ffec23544287d192261f5137f28d0d76b4ac5886a465a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/534.22.7 (KHTML, like Gecko) Version/4.0.3 Safari/534.22.7",
"session_id": "ec9c80d2-4f23-48ee-a778-3c9a611ec21e",
"risk_score": 56.01,
"confidence": 0.6
} | null | null | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: Mustang Panda | IoT device Sensor protocol_violation MITRE Technique: T1071.001 | Associated Threat Actor: Mustang Panda | protocol_violation | null | null | null | null | null | null | null | Sensor | iot-213acbb6 | 9.0 | null | null | null | null | null | null | null | null | null | null |
b1216a6b-1cf0-430d-aa5c-49d70ba8dd79 | 2025-06-10T21:12:54 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by chasetony MITRE Technique: T1574.002 | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "a36279b39ff4fe725dcd8eb1423726fe",
"user_agent": "Opera/8.59.(Windows NT 5.0; tig-ER) Presto/2.9.172 Version/12.00",
"session_id": "df7b6268-83e4-4094-b57b-db6eacd685c5",
"risk_score": 70.1,
"confidence": 0.19
} | null | null | null | null | null | MITRE Technique: T1574.002 | AI system model_access by chasetony MITRE Technique: T1574.002 | model_access | null | null | chasetony | null | null | null | null | null | null | null | null | null | null | null | null | model-5ec1ebc6 | 4d4a67b85a5de40f39bd1392b4cf8e61ec697639 | 9aa545f63a4240662798a68fca5588dcb8b9b58d | null | null |
68193ed2-56a5-4680-913a-097251c5284e | 2025-04-29T21:50:44 | ai | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by charlesharper No additional info | {
"geo_location": "Myanmar",
"device_hash": "e32ccfd524545a59bbaa8404055d7b232636fc69",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_3) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/34.0.818.0 Safari/533.0",
"session_id": "71380699-2701-426f-ba3d-92fc828219b0",
"risk_score": 4.98,
"confidence": 0.24
} | null | null | null | null | null | No additional info | AI system adversarial_input by charlesharper No additional info | adversarial_input | null | null | charlesharper | null | null | null | null | null | null | null | null | null | null | null | null | model-778286a8 | 71aeacc3b7f3a3ad93eaf5b3f85ff649 | c58e0eb7cca115cbe9b4a71a7506233e2451b428 | null | null |
e28e0a03-9980-4101-a45a-0014c4d84808 | 2025-05-07T12:49:11 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism choice by ianrhodes No additional info | {
"geo_location": "Puerto Rico",
"device_hash": "4d0d63333346ee6126bfe7f2496e353957be4782",
"user_agent": "Opera/8.42.(X11; Linux i686; hr-HR) Presto/2.9.172 Version/11.00",
"session_id": "119eb018-a60a-4300-838b-742a9f209b3d",
"risk_score": 56.16,
"confidence": 0.31
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism choice by ianrhodes No additional info | persistence_mechanism | null | null | ianrhodes | choice | 8,517 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
00fb6c6e-540e-47c6-bb2a-1ca501c3dfd5 | 2025-03-11T23:10:17 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth locked for gregory88 via password from 162.77.46.15 No additional info | {
"geo_location": "Macao",
"device_hash": "b1a11d3b1c4c7e6b6f6274dd71233b4c817fab57",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/535.1.1 (KHTML, like Gecko) Version/4.0 Safari/535.1.1",
"session_id": "b4ea3e14-d528-41a9-b7fe-baeed75165d2",
"risk_score": 38.26,
"confidence": 0.18
} | 162.77.46.15 | null | null | null | null | No additional info | Auth locked for gregory88 via password from 162.77.46.15 No additional info | locked | null | null | gregory88 | null | null | null | {
"baseline_deviation": 1.25,
"entropy": 7.8,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | password | 29:63:7c:45:02:ee | null | null | null | null | null |
5fbf2e2d-5ab0-4169-88ff-a8e9fa0cc304 | 2025-03-27T01:32:54 | network | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|medium| desc=Network disconnection from 10.190.111.84 to 161.217.208.152 No additional info noise=TWVkaWNhbC4= | {
"geo_location": "Andorra",
"device_hash": "ea089d793c30de75f91efd0b4086a10c776dc6feba44e5771314431f079d51d1",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_8 rv:2.0; szl-PL) AppleWebKit/533.35.5 (KHTML, like Gecko) Version/5.0.3 Safari/533.35.5",
"session_id": "1d94d24e-1d65-4e06-8375-2cb06ceaf850",
"risk_score": 50.64,
"confidence": 0.73
} | 10.190.111.84 | 161.217.208.152 | null | null | null | No additional info | Network disconnection from 10.190.111.84 to 161.217.208.152 No additional info | disconnection | 389,339 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a8ea55fb-16d7-4ef7-8694-a4c04e077d0a | 2025-02-16T17:27:04 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in AWS by karenhenry Associated Threat Actor: BlueNoroff | {
"geo_location": "Niue",
"device_hash": "d7453b7505fe57b30f4b6993b3c9b8f295db4e052b3c473d9701ac4057bff74e",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; ta-IN; rv:1.9.0.20) Gecko/4365-12-29 01:13:42 Firefox/3.8",
"session_id": "230649d3-c19e-4763-b452-be0bf991c292",
"risk_score": 48.49,
"confidence": 0.59
} | null | null | null | null | null | Associated Threat Actor: BlueNoroff | Cloud storage_access in AWS by karenhenry Associated Threat Actor: BlueNoroff | storage_access | null | null | karenhenry | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-e5b84d18 |
18764c79-57e8-4461-a86c-ea1d220f5496 | 2025-06-02T05:27:06 | iot | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|info| desc=IoT device Medical firmware_update MITRE Technique: T1204.002 | {
"geo_location": "Denmark",
"device_hash": "3fe814f42a86fc8b94545db17b74e1e7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/534.35.7 (KHTML, like Gecko) Version/5.0.1 Safari/534.35.7",
"session_id": "dfabcdb6-71ad-46bc-a283-c025c3eee368",
"risk_score": 44.25,
"confidence": 0.58
} | null | null | null | null | null | MITRE Technique: T1204.002 | IoT device Medical firmware_update MITRE Technique: T1204.002 | firmware_update | null | null | null | null | null | null | null | Medical | iot-22e82ac4 | 5.2 | null | null | null | null | null | null | null | null | null | null |
ff1b28c6-1f0f-4624-a40e-fde003297e30 | 2025-02-28T11:20:07 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system api_abuse by teresa51 MITRE Technique: T1574.002 | {
"geo_location": "Congo",
"device_hash": "07389c028f5445ae2a88b97be31c77dd6d09fca73757d1568c99197ee032ba0e",
"user_agent": "Opera/9.36.(Windows NT 11.0; fur-IT) Presto/2.9.163 Version/12.00",
"session_id": "317dd2ba-cd7c-489c-9a10-6c9aba8eda67",
"risk_score": 40.63,
"confidence": 0.82
} | null | null | null | null | null | MITRE Technique: T1574.002 | AI system api_abuse by teresa51 MITRE Technique: T1574.002 | api_abuse | null | null | teresa51 | null | null | null | null | null | null | null | null | null | null | null | null | model-f730535d | 149fe33f5221522b3a310354be04ac06de902488 | 5ad1020afc9a2884df1f33ebb393c4c28f02310924bf9fbf89e33610f7f185ec | null | null |
8d04c63b-ad92-45d4-8f6e-c7fdad093b89 | 2025-07-09T00:30:50 | endpoint | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change defense by gomezdavid MITRE Technique: T1059.005 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "f279aa27617d29a15fab7f68e1e874c32e6915ba",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/14.0.818.0 Safari/534.0",
"session_id": "eb9824a5-86e8-4513-95a8-421442ffbca5",
"risk_score": 19.67,
"confidence": 0.31
} | null | null | null | null | null | MITRE Technique: T1059.005 | Endpoint registry_change defense by gomezdavid MITRE Technique: T1059.005 | registry_change | null | null | gomezdavid | defense | 568 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a393b7ab-7a58-4890-a4ff-ec84dc9ac93e | 2025-01-19T22:47:55 | endpoint | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change fire by bonillavirginia MITRE Technique: T1059.001 | {
"geo_location": "Mali",
"device_hash": "5e68091b5a5d8afe8a1d3c05fe5283355082149f354b55ea4fa09ded4554a7c8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.1)",
"session_id": "e7f0d29f-f2ab-49a0-b4a9-fad4bffdc69e",
"risk_score": 61.86,
"confidence": 0.18
} | null | null | null | null | null | MITRE Technique: T1059.001 | Endpoint registry_change fire by bonillavirginia MITRE Technique: T1059.001 | registry_change | null | null | bonillavirginia | fire | 8,871 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
69f49d02-c7ad-43bf-be99-faf7eb5ab6bd | 2025-06-15T02:41:06 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start /deep/quite.avi by danny48 MITRE Technique: T1071.001 | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "2ce6ebd920c89505f3289ba33a77a6e6d2af06328809a9cec939d81935ca1d7e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; lo-LA) AppleWebKit/532.33.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6532.33.2",
"session_id": "4bd3db74-28f3-480b-88ed-28fed1050c0d",
"risk_score": 42.08,
"confidence": 0.74
} | null | null | null | null | null | MITRE Technique: T1071.001 | Endpoint process_start /deep/quite.avi by danny48 MITRE Technique: T1071.001 | process_start | null | null | danny48 | /deep/quite.avi | 9,694 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3b43d186-b738-4415-98a7-ff56465bdf3b | 2025-06-24T21:43:27 | 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: XSS detected from 219.155.121.220 targeting 83.84.124.3 No additional info | {
"geo_location": "Gibraltar",
"device_hash": "9c5090316a3280b057c8e2f6c6817ce4eb1ebc7b673703d9ddd359681f375eae",
"user_agent": "Opera/8.40.(Windows NT 6.2; fo-FO) Presto/2.9.186 Version/11.00",
"session_id": "19a27657-0d14-4f10-ac4d-73bbcf695de3",
"risk_score": 54.74,
"confidence": 0.07
} | 219.155.121.220 | 83.84.124.3 | XSS | SIG-3173 | Malware | No additional info | FireEye HX Alert: XSS detected from 219.155.121.220 targeting 83.84.124.3 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0365b1e0-51b1-4940-8cc2-589003e230f2 | 2025-01-23T17:08:36 | auth | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|low| desc=Auth challenge for fburns via key from 14.33.233.246 No additional info | {
"geo_location": "Cameroon",
"device_hash": "ced99d7ca11d8eb03a8f7b1ceb4a240b",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; sat-IN; rv:1.9.0.20) Gecko/3366-05-22 13:30:27 Firefox/6.0",
"session_id": "10090094-028f-493e-bf97-f29b18fc9e07",
"risk_score": 39.78,
"confidence": 0.67
} | 14.33.233.246 | null | null | null | null | No additional info | Auth challenge for fburns via key from 14.33.233.246 No additional info | challenge | null | null | fburns | null | null | null | null | null | null | null | null | null | null | key | e6:4a:87:2b:fa:af | null | null | null | null | null |
be2e66b3-8690-42e7-bb66-df1f6b8fe06e | 2025-04-23T08:01:31 | cloud | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|info| desc=Cloud config_change in AWS by michelle43 MITRE Technique: T1204.002 | {
"geo_location": "China",
"device_hash": "52ebf9a5f23b5e53d361681b2decd4a3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/3.1)",
"session_id": "ed485e3e-1182-4d91-908e-1803b40b277e",
"risk_score": 40.65,
"confidence": 0.68
} | null | null | null | null | null | MITRE Technique: T1204.002 | Cloud config_change in AWS by michelle43 MITRE Technique: T1204.002 | config_change | null | null | michelle43 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-9ee51fd7 |
efeaddc3-b2b6-4cdf-af60-74b1bdd04a48 | 2025-06-09T03:36:30 | firewall | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|info| desc=Firewall quarantine RDP traffic from 216.62.171.4:85 to 168.181.181.235:376 No additional info | {
"geo_location": "United States of America",
"device_hash": "6238bfa8c0e1890db172dc3ed6c45b904e1d4c2956a96af1c239e19056b9a19b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_4 rv:5.0; doi-IN) AppleWebKit/534.35.4 (KHTML, like Gecko) Version/4.0.1 Safari/534.35.4",
"session_id": "c6eb420a-77d4-43c8-9065-36817d1ee301",
"risk_score": 74.72,
"confidence": 0.59
} | 216.62.171.4 | 168.181.181.235 | null | null | null | No additional info | Firewall quarantine RDP traffic from 216.62.171.4:85 to 168.181.181.235:376 No additional info | quarantine | 141,446 | RDP | null | null | null | null | null | null | null | null | 85 | 376 | 1,747 | null | null | null | null | null | null | null |
1d5abcb0-4104-4843-bc6f-7d07c207a2a4 | 2026-07-22T04:09:40 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth bypass for jeandavid via OAuth from 37.237.94.75 MITRE Technique: T1204.002 | {
"geo_location": "Tanzania",
"device_hash": "e5a51eb405455cfce444ab9492756129606b5f2117c8e82896907d5d5987c45b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/5.0)",
"session_id": "37a6af2a-c035-44c0-b875-3e7a0f7578cf",
"risk_score": 15.45,
"confidence": 0.96
} | 37.237.94.75 | null | null | null | null | MITRE Technique: T1204.002 | Auth bypass for jeandavid via OAuth from 37.237.94.75 MITRE Technique: T1204.002 | bypass | null | null | jeandavid | null | null | null | null | null | null | null | null | null | null | OAuth | bc:ae:b2:61:20:04 | null | null | null | null | null |
a5f2b89b-26ba-4261-8b6d-3a0c58a271d2 | 2025-06-04T12:56:52 | firewall | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|high| desc=Firewall allow RDP traffic from 184.123.153.37:5871 to 222.31.110.144:847 MITRE Technique: T1110.003 | {
"geo_location": "Belarus",
"device_hash": "09e42a14638bc9cea162f303073a341d24a3000c",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/30.0.850.0 Safari/531.1",
"session_id": "86143d83-b068-45e1-bae1-1bfaf35fef60",
"risk_score": 13.46,
"confidence": 0.13
} | 184.123.153.37 | 222.31.110.144 | null | null | null | MITRE Technique: T1110.003 | Firewall allow RDP traffic from 184.123.153.37:5871 to 222.31.110.144:847 MITRE Technique: T1110.003 | allow | 704,199 | RDP | null | null | null | null | null | null | null | null | 5,871 | 847 | 1,800 | null | null | null | null | null | null | null |
74759428-a134-49b0-a06a-7663cbaefb5b | 2025-01-15T16:47:39 | iot | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|info| desc=IoT device Sensor protocol_violation MITRE Technique: T1486 | {
"geo_location": "Kyrgyz Republic",
"device_hash": "df888c614187fa8faebcc4ef37aeb962",
"user_agent": "Opera/8.61.(X11; Linux i686; sv-FI) Presto/2.9.167 Version/11.00",
"session_id": "d3fc238f-1206-4ed2-a39b-f515bf2f4eaa",
"risk_score": 95.95,
"confidence": 0.75
} | null | null | null | null | null | MITRE Technique: T1486 | IoT device Sensor protocol_violation MITRE Technique: T1486 | protocol_violation | null | null | null | null | null | null | null | Sensor | iot-47b3e79c | 8.2 | null | null | null | null | null | null | null | null | null | null |
87d15a2b-1632-4ca5-bf6a-3fbbbbd8a110 | 2025-05-26T11:55:15 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth locked for ukim via biometric from 25.71.12.131 Credential stuffing pattern detected | Possible golden ticket usage | {
"geo_location": "Greece",
"device_hash": "71f11dabcc051a6d674f524c25e2275f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/4.1)",
"session_id": "05a7df77-82b7-4825-b22b-25a1036b0fa4",
"risk_score": 80.81,
"confidence": 0.5
} | 25.71.12.131 | null | null | null | null | Credential stuffing pattern detected | Possible golden ticket usage | Auth locked for ukim via biometric from 25.71.12.131 Credential stuffing pattern detected | Possible golden ticket usage | locked | null | null | ukim | null | null | null | {
"baseline_deviation": 1.24,
"entropy": 3.14,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | biometric | a4:9a:9b:69:8f:d7 | null | null | null | null | null |
e1b626d3-f030-42d0-80d2-b1c1803147fd | 2025-05-13T21:31:44 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: Container Escape detected from 91.46.28.213 targeting 64.104.105.133 No additional info | {
"geo_location": "Nicaragua",
"device_hash": "31718fe3f3901ced1adb7efcca285be3c252cc13c26a4681e5cfc283e9f99371",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_4 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/28.0.879.0 Mobile/37S129 Safari/532.0",
"session_id": "84f83b33-3b61-4c74-af3c-d919994ee949",
"risk_score": 55.39,
"confidence": 0.64
} | 91.46.28.213 | 64.104.105.133 | Container Escape | SIG-1053 | Malware | No additional info | Trellix Alert: Container Escape detected from 91.46.28.213 targeting 64.104.105.133 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
45ec790d-44fb-4d96-b35a-411d784a68fa | 2025-01-14T18:02:38 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 125.52.204.169 to 15.239.93.83 MITRE Technique: T1071.001 | {
"geo_location": "New Caledonia",
"device_hash": "743b5b9a3d46e39a7194a83de522d70aa1710335",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/57.0.851.0 Safari/536.1",
"session_id": "cb5e29b2-c3c2-47dd-997c-ff92c435b073",
"risk_score": 76.77,
"confidence": 0.4
} | 125.52.204.169 | 15.239.93.83 | null | null | null | MITRE Technique: T1071.001 | Network latency_spike from 125.52.204.169 to 15.239.93.83 MITRE Technique: T1071.001 | latency_spike | 501,914 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
afaf5cf0-7202-44d1-85a2-8e783222588b | 2025-05-02T17:48:40 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for deanbridges via SAML from 186.111.239.175 No additional info | {
"geo_location": "United Kingdom",
"device_hash": "e6f376630efc802cb7d6ea87cb614b21",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/9166-04-01 09:08:53 Firefox/13.0",
"session_id": "7f77fc30-5283-4a9e-8c62-0b30eacc012c",
"risk_score": 32.01,
"confidence": 0.04
} | 186.111.239.175 | null | null | null | null | No additional info | Auth challenge for deanbridges via SAML from 186.111.239.175 No additional info | challenge | null | null | deanbridges | null | null | null | null | null | null | null | null | null | null | SAML | df:e0:14:19:d6:66 | null | null | null | null | null |
33d34e0e-0ea6-4243-a978-d1de0ae19ea2 | 2025-07-03T07:05:14 | auth | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|low| desc=Auth success for wilsonchristine via biometric from 204.125.216.14 No additional info | {
"geo_location": "Belize",
"device_hash": "d859b081e8e634bc9f8e9b7a5eb6ac10d7fe4101",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_3 rv:4.0; lzh-TW) AppleWebKit/534.37.5 (KHTML, like Gecko) Version/5.0.1 Safari/534.37.5",
"session_id": "d057cb46-5d86-49bb-aaad-044c570cea2f",
"risk_score": 71.69,
"confidence": 0.41
} | 204.125.216.14 | null | null | null | null | No additional info | Auth success for wilsonchristine via biometric from 204.125.216.14 No additional info | success | null | null | wilsonchristine | null | null | null | null | null | null | null | null | null | null | biometric | 96:d3:8a:b2:de:74 | null | null | null | null | null |
6e1002b8-4340-4693-99d9-20fd67fcc3c6 | 2025-06-26T22:42:25 | network | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 37.62.137.112 to 33.60.99.105 No additional info | {
"geo_location": "Morocco",
"device_hash": "e32c4f8e575094c863b87fdc68e02f1aa429522b2948a6f357f6608664d8d962",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/4970-02-03 20:23:31 Firefox/5.0",
"session_id": "0c1192ae-d3b0-47c0-9e34-456c79170267",
"risk_score": 60.72,
"confidence": 0.48
} | 37.62.137.112 | 33.60.99.105 | null | null | null | No additional info | Network data_exfiltration from 37.62.137.112 to 33.60.99.105 No additional info | data_exfiltration | 472,876 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
88831b99-09f5-4e27-ba24-7317338b5a9d | 2025-03-30T19:41:33 | ids_alert | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|high| desc=Darktrace Alert: Supply Chain Compromise detected from 28.102.127.16 targeting N/A Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Cambodia",
"device_hash": "1f4c3046d5a8708d446b5870bdf2e1143eba6981c0fd53e0e362b7ca088510d5",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_8 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/21.0.887.0 Mobile/68A288 Safari/532.1",
"session_id": "04641d09-959d-4cfc-a3ef-932961fa3512",
"risk_score": 72.04,
"confidence": 0.77
} | 28.102.127.16 | N/A | Supply Chain Compromise | SIG-8760 | Evasion | Unconventional IOC: Bios timestamp anomalies | Darktrace Alert: Supply Chain Compromise detected from 28.102.127.16 targeting N/A Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
246bafbe-1c48-4375-b3c7-b2a4e066ab1b | 2025-01-23T11:58:09 | ai | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by curtisnichols Associated Threat Actor: Cobalt Group | {
"geo_location": "Italy",
"device_hash": "525d741f14d4d94afc4a8f4feeb30b83",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.2) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/39.0.809.0 Safari/535.2",
"session_id": "9a472bbb-efb6-40c6-8e43-46e859e3cd4f",
"risk_score": 68.73,
"confidence": 0.1
} | null | null | null | null | null | Associated Threat Actor: Cobalt Group | AI system training_data_poisoning by curtisnichols Associated Threat Actor: Cobalt Group | training_data_poisoning | null | null | curtisnichols | null | null | null | null | null | null | null | null | null | null | null | null | model-4d989743 | e278a6e468d772b2f1ae7ed0e0ba8efe4df28793 | 29682e1672e9c052f7bb46996fa9b752 | null | null |
ec9608b4-78cf-4049-b13d-9ac9b3eb0676 | 2025-01-27T04:58:48 | iot | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|high| desc=IoT device Camera unusual_activity MITRE Technique: T1059.001 | {
"geo_location": "Brunei Darussalam",
"device_hash": "7bbee051f041851b65cc1706a92e1b8b905f69c7e387c2f857fa66a658b22110",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_9 rv:6.0; ast-ES) AppleWebKit/532.19.1 (KHTML, like Gecko) Version/5.0.2 Safari/532.19.1",
"session_id": "1886fbb3-f0a5-4e75-9bb0-29c9229cc8d0",
"risk_score": 4.77,
"confidence": 0.96
} | null | null | null | null | null | MITRE Technique: T1059.001 | IoT device Camera unusual_activity MITRE Technique: T1059.001 | unusual_activity | null | null | null | null | null | null | null | Camera | iot-6788bdb0 | 10.2 | null | null | null | null | null | null | null | null | null | null |
f0aec41a-8833-449a-8000-35fbe88f5b6d | 2025-06-15T00:46:37 | network | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|high| desc=Network connection from 36.10.148.208 to 141.109.210.167 MITRE Technique: T1190 | {
"geo_location": "Congo",
"device_hash": "6d74c4121f7fd291703617dfb7bf2e04",
"user_agent": "Opera/8.19.(Windows NT 11.0; nhn-MX) Presto/2.9.187 Version/11.00",
"session_id": "0042a60a-d0b9-43af-8e35-5fe8faa4a6ba",
"risk_score": 67.26,
"confidence": 0.44
} | 36.10.148.208 | 141.109.210.167 | null | null | null | MITRE Technique: T1190 | Network connection from 36.10.148.208 to 141.109.210.167 MITRE Technique: T1190 | connection | 695,695 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d58687ee-290d-4041-a50a-18bd64004ee3 | 2025-05-15T10:12:46 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in Azure by christine17 Associated Threat Actor: APT38 | {
"geo_location": "Vanuatu",
"device_hash": "8d4fddaba8ab713933a96c04a94a34755a516599",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/4.0)",
"session_id": "b6f071c2-b9c2-4269-9f94-2e6bf5831a41",
"risk_score": 70.96,
"confidence": 0.39
} | null | null | null | null | null | Associated Threat Actor: APT38 | Cloud shadow_it in Azure by christine17 Associated Threat Actor: APT38 | shadow_it | null | null | christine17 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-c4447653 |
c215d68a-703f-4bd4-9c30-817da8c075a0 | 2025-01-21T12:23:01 | ai | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by jesuscastillo No additional info | {
"geo_location": "Russia",
"device_hash": "4b264bd38035cc4f54ef8ad4caba5628",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/4.1)",
"session_id": "2b3fac97-ba1e-4303-a73b-570f96c88feb",
"risk_score": 61.78,
"confidence": 0.51
} | null | null | null | null | null | No additional info | AI system membership_inference by jesuscastillo No additional info | membership_inference | null | null | jesuscastillo | null | null | null | null | null | null | null | null | null | null | null | null | model-b342ccca | de1ebd5ec1de84bb162b7ead8c9982ca | 183c8fcb8ba590ea6afd65f1b81df3f77124892a | null | null |
acc3b4fd-d562-433b-bef8-68f9b8e6a908 | 2025-02-12T06:45:13 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth bypass for schroederdave via OAuth from 206.116.3.135 No additional info | {
"geo_location": "Samoa",
"device_hash": "609e2748f5d92319e3c6f22431d307c97555bf7997100287955050817f9f6735",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/41.0.803.0 Safari/534.2",
"session_id": "f4b66a16-83a1-4d45-b899-fb896411e8b1",
"risk_score": 45.6,
"confidence": 0.36
} | 206.116.3.135 | null | null | null | null | No additional info | Auth bypass for schroederdave via OAuth from 206.116.3.135 No additional info | bypass | null | null | schroederdave | null | null | null | null | null | null | null | null | null | null | OAuth | 2a:34:ef:5a:0a:7b | null | null | null | null | null |
e9bf3d38-5455-4c74-9b09-5bfbe4c0427d | 2025-05-23T21:36:40 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth locked for robbinschristopher via MFA from 159.6.33.38 No additional info | {
"geo_location": "Belgium",
"device_hash": "ef87746e129c29d75ff612b4e6412e7dbf9b33e2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/5.1)",
"session_id": "83a6483a-9d3d-496b-960c-ee98daaf52dc",
"risk_score": 34.74,
"confidence": 0.58
} | 159.6.33.38 | null | null | null | null | No additional info | Auth locked for robbinschristopher via MFA from 159.6.33.38 No additional info | locked | null | null | robbinschristopher | null | null | null | null | null | null | null | null | null | null | MFA | e8:a0:81:8d:6a:71 | null | null | null | null | null |
69a5fd7d-8960-4c4a-8e12-e79813446237 | 2025-06-03T14:36:23 | iot | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Camera firmware_update Associated Threat Actor: APT38 | {
"geo_location": "Uzbekistan",
"device_hash": "d0650bd397e7190861a711f14fe5f4b8757c0c1b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/534.20.2 (KHTML, like Gecko) Version/4.0.4 Safari/534.20.2",
"session_id": "931b5341-9862-4f7c-86fc-d70138c214c9",
"risk_score": 37.2,
"confidence": 0.66
} | null | null | null | null | null | Associated Threat Actor: APT38 | IoT device Camera firmware_update Associated Threat Actor: APT38 | firmware_update | null | null | null | null | null | null | {
"baseline_deviation": 0.94,
"entropy": 2.88,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Camera | iot-9799a82b | 6.4 | null | null | null | null | null | null | null | null | null | null |
56c4e746-e1e6-4614-86b0-c80a71a38f5b | 2025-01-22T08:23:38 | firewall | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only UDP traffic from 175.146.2.107:91 to 166.77.108.162:10 No additional info | {
"geo_location": "Panama",
"device_hash": "e3f8feb5adb712a26437f8af13ad98ef98418ccf",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/9966-03-05 09:16:02 Firefox/3.6.17",
"session_id": "d637d05c-dba9-46bb-a2e0-798f44f25146",
"risk_score": 76.4,
"confidence": 0.19
} | 175.146.2.107 | 166.77.108.162 | null | null | null | No additional info | Firewall log-only UDP traffic from 175.146.2.107:91 to 166.77.108.162:10 No additional info | log-only | 987,191 | UDP | null | null | null | null | null | null | null | null | 91 | 10 | 2,842 | null | null | null | null | null | null | null |
70a8749c-8ba0-4394-9f3a-1d76dfe1ed23 | 2025-05-05T15:57:32 | ai | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by jacquelineaguilar No additional info noise=5351816D | {
"geo_location": "Slovenia",
"device_hash": "bef39a774ca0ea1edb2dc783dce586ca",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/16.0.836.0 Safari/532.0",
"session_id": "9ad199cc-860b-432a-998f-c954a359691d",
"risk_score": 4.64,
"confidence": 0.3
} | null | null | null | null | null | No additional info | AI system model_inversion by jacquelineaguilar No additional info | model_inversion | null | null | jacquelineaguilar | null | null | null | null | null | null | null | null | null | null | null | null | model-18c327d0 | 0ea60b7e16346ff364957dca7a0ad968406c301c | fed0352abbc2d1f3d8f5bdb33b28d937 | null | null |
151f8d11-5f55-4e00-b110-ae2551e02cc3 | 2025-05-30T17:52:33 | ai | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by ballardcourtney No additional info | {
"geo_location": "French Guiana",
"device_hash": "6e9d00d97d23fa76fa3e89f878f2c95d",
"user_agent": "Opera/8.50.(Windows 98; Win 9x 4.90; af-ZA) Presto/2.9.168 Version/12.00",
"session_id": "9b275e5d-6715-401e-a4ad-95afa6368cde",
"risk_score": 39.16,
"confidence": 0.65
} | null | null | null | null | null | No additional info | AI system model_inversion by ballardcourtney No additional info | model_inversion | null | null | ballardcourtney | null | null | null | null | null | null | null | null | null | null | null | null | model-08d2ff31 | 7dac7273362e105bbcca932a17259773 | eda0abec94344d57d1038c9ab38a48f4 | null | null |
ceb89028-9b4b-45fc-a4e2-b7aa88ffd8aa | 2025-03-25T16:23:01 | iot | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|low| desc=IoT device HVAC battery_drain No additional info | {
"geo_location": "Tanzania",
"device_hash": "7966e8512257dcb097c2e952e040881f710cba3aff3b51cd5399efe1c149213d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/3.0)",
"session_id": "64839068-df7b-4036-88f4-8a2d8e924e40",
"risk_score": 78.29,
"confidence": 0.98
} | null | null | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | HVAC | iot-2dfb9292 | 10.9 | null | null | null | null | null | null | null | null | null | null |
8ff5f833-ec09-4c38-9048-2f7f6e4a129e | 2025-02-04T07:38:27 | iot | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Camera side_channel MITRE Technique: T1134.001 | {
"geo_location": "Comoros",
"device_hash": "9badee186caf8ebc741659f7cc319efb",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/53.0.802.0 Safari/536.1",
"session_id": "5607f5c0-2151-40be-9b54-01aceea57213",
"risk_score": 92.24,
"confidence": 0.34
} | null | null | null | null | null | MITRE Technique: T1134.001 | IoT device Camera side_channel MITRE Technique: T1134.001 | side_channel | null | null | null | null | null | null | null | Camera | iot-6b729c8b | 10.6 | null | null | null | null | null | null | null | null | null | null |
b6d40431-a3fd-4a7f-bdcc-cbb542083769 | 2025-05-27T05:37:14 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth locked for jonesmichael via key from 175.159.77.123 MITRE Technique: T1078.004 noise=V2FudC4= | {
"geo_location": "Burundi",
"device_hash": "19b15489d7c5d7a1abe78997c226df62",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_2 rv:2.0; mni-IN) AppleWebKit/535.11.1 (KHTML, like Gecko) Version/5.0.4 Safari/535.11.1",
"session_id": "44e268eb-553d-4466-abef-deb8f565f1af",
"risk_score": 23.19,
"confidence": 0.42
} | 175.159.77.123 | null | null | null | null | MITRE Technique: T1078.004 | Auth locked for jonesmichael via key from 175.159.77.123 MITRE Technique: T1078.004 | locked | null | null | jonesmichael | null | null | null | null | null | null | null | null | null | null | key | 1e:64:a1:d0:ef:4f | null | null | null | null | null |
8ce368c3-ecc9-481a-af18-69c3dce66e9c | 2025-03-22T21:45:33 | ai | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by thomas95 No additional info noise=RXhpc3Qu | {
"geo_location": "Mozambique",
"device_hash": "1de4d5e45470f6ed73c69f78c4e5256d0566f076a437a352085552547f0a103e",
"user_agent": "Mozilla/5.0 (Linux; Android 12) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/42.0.891.0 Safari/531.2",
"session_id": "5bca3132-a680-40b1-a038-29020a1203c2",
"risk_score": 27.5,
"confidence": 0.31
} | null | null | null | null | null | No additional info | AI system adversarial_input by thomas95 No additional info | adversarial_input | null | null | thomas95 | null | null | null | null | null | null | null | null | null | null | null | null | model-111a7a69 | f26bf358d1879985f0ff0edd3eba8682 | 1d99e398c685853559f7c1d3120dc9421e0f9a55 | null | null |
16444011-984e-418f-85ee-7202dd88ebeb | 2025-04-21T04:55:48 | ids_alert | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|low| desc=Splunk Alert: Cloud API Abuse detected from 173.255.216.81 targeting N/A No additional info | {
"geo_location": "Sweden",
"device_hash": "662cdc3f83d40bea7283ea2ab8934adce02040f3316c2330b2a3d34815412d57",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.1) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/55.0.865.0 Safari/536.1",
"session_id": "4fa9849f-26d6-424c-b778-3836e2def829",
"risk_score": 50.9,
"confidence": 0.17
} | 173.255.216.81 | N/A | Cloud API Abuse | SIG-9409 | Evasion | No additional info | Splunk Alert: Cloud API Abuse detected from 173.255.216.81 targeting N/A No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 2.88,
"entropy": 5.68,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
90aaad85-8c9d-4f25-8627-cde6a2b413f3 | 2030-03-19T06:29:35 | network | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|low| desc=Network disconnection from 24.27.23.179 to 61.211.127.58 MITRE Technique: T1059.005 | Associated Threat Actor: Leafminer noise=F8ED4474 | {
"geo_location": "Zimbabwe",
"device_hash": "2963eba3dbd6e68630436c116ababff8",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/535.17.5 (KHTML, like Gecko) Version/4.0.4 Safari/535.17.5",
"session_id": "f86280ed-f182-49c1-994d-d1fd7e83d1a3",
"risk_score": 29.34,
"confidence": 0.51
} | 24.27.23.179 | 61.211.127.58 | null | null | null | MITRE Technique: T1059.005 | Associated Threat Actor: Leafminer | Network disconnection from 24.27.23.179 to 61.211.127.58 MITRE Technique: T1059.005 | Associated Threat Actor: Leafminer | disconnection | 638,555 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c7537355-228c-4c60-9a8c-0353b45b39b4 | 2025-06-18T03:02:34 | 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 109.168.126.161 targeting 183.140.29.63 Unconventional IOC: CPU microcode changes | {
"geo_location": "Myanmar",
"device_hash": "936e5c44f3f2df214417ea6572676c6f9506a2447e1e591fe616e558080f4871",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/3.1)",
"session_id": "70fd2f2e-0d51-427a-bd2c-87bc45c73f3c",
"risk_score": 28.27,
"confidence": 0.28
} | 109.168.126.161 | 183.140.29.63 | Supply Chain Compromise | SIG-9584 | Recon | Unconventional IOC: CPU microcode changes | Trellix Alert: Supply Chain Compromise detected from 109.168.126.161 targeting 183.140.29.63 Unconventional IOC: CPU microcode changes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
87c7d405-1582-4804-be2f-5b28487efffb | 2025-05-28T08:36:58 | ids_alert | Wazuh v4.5.0 | emergency | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=Wazuh Alert: SQL Injection detected from 58.131.220.54 targeting N/A MITRE Technique: T1486 | {
"geo_location": "Moldova",
"device_hash": "49c47e386b00ac7063b8ae1009588e330593be76",
"user_agent": "Opera/9.30.(Windows 98; Win 9x 4.90; rw-RW) Presto/2.9.189 Version/12.00",
"session_id": "733d4b59-2be1-4fd3-bc2c-80cb3c6a631c",
"risk_score": 61.66,
"confidence": 0.75
} | 58.131.220.54 | N/A | SQL Injection | SIG-5268 | Exploit | MITRE Technique: T1486 | Wazuh Alert: SQL Injection detected from 58.131.220.54 targeting N/A MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
249a2ae6-94f6-4ab5-a0da-50def49f5da7 | 2025-04-14T22:49:34 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: Supply Chain Compromise detected from 124.11.176.47 targeting 144.253.205.118 No additional info noise=U3RpbGwu | {
"geo_location": "Jamaica",
"device_hash": "3ca732d2db0452bfd0db8a51c7a50d572bef70efd3476970ff2998810678fcd0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/4.0)",
"session_id": "a74156ae-97f0-480c-98e4-2fe4d52723a0",
"risk_score": 23.72,
"confidence": 0.01
} | 124.11.176.47 | 144.253.205.118 | Supply Chain Compromise | SIG-6329 | Malware | No additional info | LogRhythm Alert: Supply Chain Compromise detected from 124.11.176.47 targeting 144.253.205.118 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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