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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
acdd2fc5-9ab3-49b3-9d5f-8e57da95b99a | 2025-05-07T03:33:50 | ids_alert | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|medium| desc=Darktrace Alert: Living-off-the-Land detected from 134.65.168.221 targeting 14.73.219.121 No additional info | {
"geo_location": "China",
"device_hash": "de88b5b15ad7393ad7454ffd2d5706a0a99b7204e82ee678791bbd71da70b990",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/3.1)",
"session_id": "8b9f5eb2-95cd-4a72-af34-256f12844a26",
"risk_score": 75.71,
"confidence": 0.66
} | null | null | null | null | null | No additional info | Darktrace Alert: Living-off-the-Land detected from 134.65.168.221 targeting 14.73.219.121 No additional info | null | null | null | null | 134.65.168.221 | 14.73.219.121 | Living-off-the-Land | SIG-8001 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
71820cd6-769f-4f96-9cae-927ba3425506 | 2025-05-05T05:45:57 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop HTTP traffic from 10.56.151.16:172 to 128.248.119.0:13114 MITRE Technique: T1134.001 | Associated Threat Actor: Wizard Spider | {
"geo_location": "Russia",
"device_hash": "c990b569cea48b7244e9540cbc624e51fd6243dc",
"user_agent": "Opera/8.73.(Windows NT 5.2; lt-LT) Presto/2.9.188 Version/11.00",
"session_id": "f5ef6475-c8c8-463b-8c3f-47f20c16dfe7",
"risk_score": 33.75,
"confidence": 0.15
} | null | drop | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: Wizard Spider | Firewall drop HTTP traffic from 10.56.151.16:172 to 128.248.119.0:13114 MITRE Technique: T1134.001 | Associated Threat Actor: Wizard Spider | null | null | null | null | 10.56.151.16 | 128.248.119.0 | null | null | null | null | null | null | null | null | 172 | 13,114 | HTTP | 770,606 | 890 | null | null |
5d38ab79-bfeb-4ba1-9149-5d160ffcf22d | 2025-06-08T10:23:54 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by pennymason No additional info | {
"geo_location": "Bahrain",
"device_hash": "e178982d7aba4685c7d938e62111351a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/3.1)",
"session_id": "4e03e70a-402a-4f48-aa57-094c3ce588f6",
"risk_score": 20.62,
"confidence": 0.44
} | pennymason | membership_inference | null | null | null | No additional info | AI system membership_inference by pennymason No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7e39088c | 68aa6e359c7fe7afae795bf75f365efdc38a7716 | ad3a6826a7449babe867c1b688075cbf3760775bce4d0270b984ca47b8866c71 | null | null | null | null | null | null | null |
0b394e9a-ed7c-4148-95dd-4af7edffc6bf | 2025-07-11T02:52:31 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth failed for wmcdaniel via key from 33.13.136.158 MITRE Technique: T1486 | {
"geo_location": "Denmark",
"device_hash": "b52aea3f280b49aadcbe2769bd7e2aba",
"user_agent": "Opera/9.91.(Windows CE; mag-IN) Presto/2.9.172 Version/11.00",
"session_id": "93a1d687-86e1-4f80-9c8a-7dcfa4dd976b",
"risk_score": 55.96,
"confidence": 0.13
} | wmcdaniel | failed | null | null | null | MITRE Technique: T1486 | Auth failed for wmcdaniel via key from 33.13.136.158 MITRE Technique: T1486 | null | null | null | null | 33.13.136.158 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | e6:63:79:3b:b3:ca |
9d1ff19b-ee17-4466-b567-71ab1d495a9b | 2025-02-20T22:45:22 | cloud | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in AWS by dgarcia No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "8ac5c4e8c407aee9a954ed59dfccae8d6302056c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.0)",
"session_id": "c67477ca-5dc0-4d9d-b922-06639b82bfb3",
"risk_score": 40.38,
"confidence": 0.01
} | dgarcia | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by dgarcia No additional info | null | null | null | null | null | null | null | null | null | AWS | res-47a7b63a | null | null | null | null | null | null | null | null | null | null |
a826447e-a6eb-44cf-9887-30bc9893103f | 2025-03-24T02:06:33 | network | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 10.156.78.169 to 39.29.122.58 No additional info | {
"geo_location": "Chile",
"device_hash": "13230839cdcfc47b6b76a50e9a8b07a4b85e0aea",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/63.0.814.0 Safari/533.0",
"session_id": "fc0c81b9-b6a3-4da3-91ff-6d91fa05de23",
"risk_score": 80.02,
"confidence": 0.81
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 10.156.78.169 to 39.29.122.58 No additional info | null | null | null | null | 10.156.78.169 | 39.29.122.58 | null | null | null | null | null | null | null | null | null | null | HTTP | 271,402 | null | null | null |
be5a1453-6bb6-4feb-add4-6ef0c9b9a71b | 2025-05-17T10:22:45 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism /concern/he.jpg by sabrina80 No additional info | {
"geo_location": "Kenya",
"device_hash": "fa4e231362c6ebd25fcafb15c5a776c5",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; nr-ZA; rv:1.9.1.20) Gecko/5093-06-01 23:25:00 Firefox/6.0",
"session_id": "01ad8d3d-13d9-47d3-8b0c-e2dada5d11e0",
"risk_score": 28.14,
"confidence": 0.66
} | sabrina80 | persistence_mechanism | /concern/he.jpg | 4,085 | cmd.exe | No additional info | Endpoint persistence_mechanism /concern/he.jpg by sabrina80 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0ed5045e-4c60-4444-a541-f2aaac98ce88 | 2025-05-04T13:00:13 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in Azure by hartmanadrian MITRE Technique: T1059.005 | {
"geo_location": "Marshall Islands",
"device_hash": "b324515a3a61adb56024c327569f6924",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/50.0.895.0 Safari/535.1",
"session_id": "d48f9396-51a3-4f28-ba8b-9f209c90fbeb",
"risk_score": 36.34,
"confidence": 0.77
} | hartmanadrian | shadow_it | null | null | null | MITRE Technique: T1059.005 | Cloud shadow_it in Azure by hartmanadrian MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | Azure | res-efea2e3b | null | null | null | null | null | null | null | null | null | null |
7f7109b5-f69d-486b-bc90-442bc954b2eb | 2025-03-17T03:09:44 | ids_alert | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|high| desc=Darktrace Alert: Brute Force detected from 119.101.151.13 targeting 10.230.150.163 No additional info | {
"geo_location": "Cuba",
"device_hash": "d817288faf27ba050560d45d93e007fefb4e6dcc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/3.1)",
"session_id": "0386326b-2504-4415-936d-0072c4bfffe8",
"risk_score": 76.28,
"confidence": 0.68
} | null | null | null | null | null | No additional info | Darktrace Alert: Brute Force detected from 119.101.151.13 targeting 10.230.150.163 No additional info | null | null | null | null | 119.101.151.13 | 10.230.150.163 | Brute Force | SIG-6280 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
d4ff455a-eb0a-4c53-90cb-89bb50a55d8f | 2025-03-04T20:35:12 | ai | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by craigdavid No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "ba44a237b1833b3d3f3e8f1972177ef5",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_8; rv:1.9.6.20) Gecko/6566-02-27 21:52:34 Firefox/3.6.8",
"session_id": "a83ec412-0193-4414-b166-0a888dad90a1",
"risk_score": 82.29,
"confidence": 0.84
... | craigdavid | model_inversion | null | null | null | No additional info | AI system model_inversion by craigdavid No additional info | {
"baseline_deviation": 1.88,
"entropy": 3.15,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-11a49ab5 | 83ec91d1cfea6543ea204a8edbb069480e60d6e8 | dd90af8907ba378c01342bddb9b7d2ad | null | null | null | null | null | null | null |
bff20e92-287b-4acf-96cc-7a937505a1c4 | 2025-01-21T14:44:25 | ai | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by shawn40 No additional info | {
"geo_location": "United States of America",
"device_hash": "d73cd11003fefbd1165dc542cbdc507eebc105036f9b566aa0653e3a59c99a8d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/3.0)",
"session_id": "b455e11d-fbd6-44d7-bf34-608f2cf766a5",
"risk_score": 58.99,
"confidence": 0.35
} | shawn40 | fine_tuning | null | null | null | No additional info | AI system fine_tuning by shawn40 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-17f4b4da | 0cd0461bd4f45e1157e78a99466d9da8 | 8edafb1cf1975107eb494d1d0391905349fa3f2a46fc10630d662cb52462720c | null | null | null | null | null | null | null |
c9a84149-1fcc-4091-81b9-1e6a57e47b77 | 2025-02-08T17:48:38 | auth | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for haleandre via MFA from 22.106.231.209 MITRE Technique: T1190 noise=UGFzdCBmaW5lLg== | {
"geo_location": "Spain",
"device_hash": "5e8891306b6f1fd3dca557e3b23c7364465d9566",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/4.0)",
"session_id": "7853a5ed-91da-4ee1-a4d8-150930cdc27b",
"risk_score": 38.38,
"confidence": 0.77
} | haleandre | timeout | null | null | null | MITRE Technique: T1190 | Auth timeout for haleandre via MFA from 22.106.231.209 MITRE Technique: T1190 | null | null | null | null | 22.106.231.209 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | c3:7d:58:5a:57:4f |
11ae4f19-1155-42e1-b19a-8408ce5f2474 | 2025-01-23T15:53:53 | firewall | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow DNS traffic from 14.237.237.172:139 to 6.215.75.165:378 No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "768581ab6b06726a42329139a4cff5662dd60f1a545fe72d5cb013bd2502aaab",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/46.0.850.0 Mobile/54D798 Safari/533.0",
"session_id": "a7a345fb-ec12-4699-a5c6-e... | null | allow | null | null | null | No additional info | Firewall allow DNS traffic from 14.237.237.172:139 to 6.215.75.165:378 No additional info | null | null | null | null | 14.237.237.172 | 6.215.75.165 | null | null | null | null | null | null | null | null | 139 | 378 | DNS | 80,203 | 641 | null | null |
97306b76-2a3b-4d7e-8b0d-6624be3ef3f3 | 2025-04-15T06:51:53 | firewall | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny ICMP traffic from 131.178.212.205:775 to 150.117.72.141:200 No additional info noise=huge|along|local | {
"geo_location": "Macao",
"device_hash": "b44c74ea515433a64882a67053fbddf2",
"user_agent": "Opera/8.98.(X11; Linux i686; zu-ZA) Presto/2.9.168 Version/10.00",
"session_id": "ad44fe44-b9f9-4eb7-9603-03941fa6a38e",
"risk_score": 48.2,
"confidence": 0.26
} | null | deny | null | null | null | No additional info | Firewall deny ICMP traffic from 131.178.212.205:775 to 150.117.72.141:200 No additional info | null | null | null | null | 131.178.212.205 | 150.117.72.141 | null | null | null | null | null | null | null | null | 775 | 200 | ICMP | 155,134 | 1,895 | null | null |
c52c3f51-151d-4913-b79c-ec6773f5c029 | 2025-06-12T15:45:37 | 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: Credential Stuffing detected from 141.97.102.207 targeting 123.175.143.118 Unconventional IOC: Bios timestamp anomalies | Obfuscated payload detected | {
"geo_location": "Tajikistan",
"device_hash": "d99d7939fadbf736c2c1fcb8cc103ec0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/534.21.6 (KHTML, like Gecko) Version/5.0.5 Safari/534.21.6",
"session_id": "69145897-341d-4a6f-8577-59ad512e0a32",
"risk_score": 71.3,
"confidence":... | null | null | null | null | null | Unconventional IOC: Bios timestamp anomalies | Obfuscated payload detected | FireEye HX Alert: Credential Stuffing detected from 141.97.102.207 targeting 123.175.143.118 Unconventional IOC: Bios timestamp anomalies | Obfuscated payload detected | null | null | null | null | 141.97.102.207 | 123.175.143.118 | Credential Stuffing | SIG-9589 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
58c63696-51fc-4f49-be0e-22afe29a3bb7 | 2025-06-11T17:17:42 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth locked for murphyjason via password from 151.2.128.167 No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "c9492fd34cf99c4160dd401da4ba10fcae0c08b9",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/533.27.6 (KHTML, like Gecko) Version/5.0.3 Safari/533.27.6",
"session_id": "a27c99e0-4e5a-406a-a974-befdbf46d7b6... | murphyjason | locked | null | null | null | No additional info | Auth locked for murphyjason via password from 151.2.128.167 No additional info | null | null | null | null | 151.2.128.167 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 9b:be:27:cb:e1:b6 |
d6bd1dda-46b0-4147-b93a-358257d906bf | 2025-07-04T21:09:45 | network | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|low| desc=Network beaconing from 130.8.89.201 to 190.30.190.173 No additional info | {
"geo_location": "Namibia",
"device_hash": "09d082e6e7d2719d713c709ac4a1aeea905b5fac",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0.1) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/49.0.826.0 Safari/531.1",
"session_id": "cc0b7b28-36f1-4f38-b065-c6bbcf6e6585",
"risk_score": 27.73,
"confidence": 0.3
} | null | beaconing | null | null | null | No additional info | Network beaconing from 130.8.89.201 to 190.30.190.173 No additional info | null | null | null | null | 130.8.89.201 | 190.30.190.173 | null | null | null | null | null | null | null | null | null | null | UDP | 42,621 | null | null | null |
67a15bb5-10c0-48e7-abaf-b8ad0f0b4bed | 2025-07-02T01:15:07 | network | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 89.6.9.237 to 105.106.158.220 No additional info | {
"geo_location": "Germany",
"device_hash": "0de6463f27fb68ba60887f465d0675d499e829c847b7ffd301545f9a0721b023",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/531.32.2 (KHTML, like Gecko) Version/4.0.5 Safari/531.32.2",
"session_id": "347b4ce9-ac08-49a5-91d5-44024c63e993",
"risk_score": 40.59... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 89.6.9.237 to 105.106.158.220 No additional info | null | null | null | null | 89.6.9.237 | 105.106.158.220 | null | null | null | null | null | null | null | null | null | null | HTTPS | 965,012 | null | null | null |
8e39ecac-4551-4c1d-b071-73cd8d9159ba | 2025-05-14T05:45:22 | ids_alert | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|low| desc=CrowdStrike Alert: Cloud API Abuse detected from 212.181.166.213 targeting N/A No additional info | {
"geo_location": "Mauritania",
"device_hash": "42c183e1a68ec2794dd42716d131219d6fb208f2cdc0199b4a106cca8320bdb9",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/40.0.877.0 Safari/534.2",
"session_id": "d093dd8d-7093-4898-8fed-a7c920145e70",
"risk_score": 100... | null | null | null | null | null | No additional info | CrowdStrike Alert: Cloud API Abuse detected from 212.181.166.213 targeting N/A No additional info | null | null | null | null | 212.181.166.213 | N/A | Cloud API Abuse | SIG-2642 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
d387a047-3398-4a03-a278-3ddb948c62f2 | 2025-02-26T11:00:13 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load /only/style.jpg by jimmy11 MITRE Technique: T1078.004 | Fileless execution detected | {
"geo_location": "Equatorial Guinea",
"device_hash": "7542588f422bd56b3a3c5cfdb7e2a655",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; tig-ER) AppleWebKit/531.8.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6531.8.5",
"session_id": "403bb5ba-4563-4169-832b-d6f92ddc6334",
"ri... | jimmy11 | driver_load | /only/style.jpg | 3,491 | explorer.exe | MITRE Technique: T1078.004 | Fileless execution detected | Endpoint driver_load /only/style.jpg by jimmy11 MITRE Technique: T1078.004 | Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6fbdf952-472a-40f6-af44-cffd61124a74 | 2025-04-28T20:01:06 | firewall | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall deny ICMP traffic from 23.153.96.64:54606 to 10.158.155.231:144 MITRE Technique: T1204.002 | {
"geo_location": "Northern Mariana Islands",
"device_hash": "36587a0804312a26d5254278097322a6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "0292adaf-df34-4852-8798-a6c0b0472d9c",
"risk_score": 66.6,
"confidence": 0.58
} | null | deny | null | null | null | MITRE Technique: T1204.002 | Firewall deny ICMP traffic from 23.153.96.64:54606 to 10.158.155.231:144 MITRE Technique: T1204.002 | null | null | null | null | 23.153.96.64 | 10.158.155.231 | null | null | null | null | null | null | null | null | 54,606 | 144 | ICMP | 444,795 | 698 | null | null |
89b642da-27a3-4fa3-9c59-036fe25d8a9c | 2025-05-08T15:21:54 | auth | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for qzimmerman via key from 63.112.75.25 No additional info | {
"geo_location": "Cook Islands",
"device_hash": "081b2dd073dc484112758c0e81d9c46863e9ebd1",
"user_agent": "Opera/8.36.(X11; Linux i686; fi-FI) Presto/2.9.188 Version/10.00",
"session_id": "d639f83a-bce3-4fa5-a23f-2c04f10fa41a",
"risk_score": 55.02,
"confidence": 0.41
} | qzimmerman | bypass | null | null | null | No additional info | Auth bypass for qzimmerman via key from 63.112.75.25 No additional info | null | null | null | null | 63.112.75.25 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 4f:d5:67:cd:3d:c2 |
3c49fd95-28b4-4a95-ae3c-7c84816fe788 | 2025-05-02T02:54:00 | iot | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat firmware_update MITRE Technique: T1053.005 | Unconventional IOC: Quantum random number deviations noise=power|of|so | {
"geo_location": "Burkina Faso",
"device_hash": "b107d9f81dcc1948697133bdfd3645d6",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_0; rv:1.9.6.20) Gecko/7937-06-03 22:27:50 Firefox/4.0",
"session_id": "758c1187-4256-4525-b4a1-6c4ea4013861",
"risk_score": 33.02,
"confidence": 0.35
} | null | firmware_update | null | null | null | MITRE Technique: T1053.005 | Unconventional IOC: Quantum random number deviations | IoT device Thermostat firmware_update MITRE Technique: T1053.005 | Unconventional IOC: Quantum random number deviations | null | Thermostat | iot-fcd40b34 | 7.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
139b11a1-3439-470f-8434-6398eb76c65a | 2025-04-11T11:05:49 | ids_alert | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|medium| desc=Palo Alto Cortex Alert: Port Scan detected from 10.31.15.174 targeting 112.133.207.149 MITRE Technique: T1059.005 noise=posts/main/posts | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "deae14eead5ad8df9a2d97fcd787bc363b9bafa3f330f6ccf74790fcb0c7fe51",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/5.0)",
"session_id": "71856efd-70b6-4981-a868-0e57f71d321a",
"risk_score": 40.4,
"confidence": 0.37
} | null | null | null | null | null | MITRE Technique: T1059.005 | Palo Alto Cortex Alert: Port Scan detected from 10.31.15.174 targeting 112.133.207.149 MITRE Technique: T1059.005 | null | null | null | null | 10.31.15.174 | 112.133.207.149 | Port Scan | SIG-1516 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
a7234c22-1ec8-4e1b-ab67-2c8d570bd985 | 2025-05-06T19:25:02 | ids_alert | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|high| desc=Darktrace Alert: DDoS detected from 216.89.5.5 targeting 52.215.178.12 MITRE Technique: T1071.001 | {
"geo_location": "Moldova",
"device_hash": "d00121c5738c9907e78bfa6240e2d5ef3706c7ae",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/5.1)",
"session_id": "88ce38e7-6656-43c5-a983-37daa543e2aa",
"risk_score": 30.84,
"confidence": 0.96
} | null | null | null | null | null | MITRE Technique: T1071.001 | Darktrace Alert: DDoS detected from 216.89.5.5 targeting 52.215.178.12 MITRE Technique: T1071.001 | null | null | null | null | 216.89.5.5 | 52.215.178.12 | DDoS | SIG-6358 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
4c0d8ab1-c969-4276-8faa-8e83b6a8b38e | 2025-04-03T13:19:58 | cloud | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in AWS by silvaroger No additional info | {
"geo_location": "Ethiopia",
"device_hash": "1e1d91ea769982dfabc38d8833928244703cedec",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_0 rv:6.0; om-ET) AppleWebKit/534.27.3 (KHTML, like Gecko) Version/5.0.3 Safari/534.27.3",
"session_id": "fad61636-00ee-4949-9568-2641c54fc925",
"risk_score": ... | silvaroger | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by silvaroger No additional info | null | null | null | null | null | null | null | null | null | AWS | res-032f60fe | null | null | null | null | null | null | null | null | null | null |
6492dd06-c64f-427d-8149-1901ee8b8914 | 2025-01-22T18:48:26 | firewall | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|high| desc=Firewall allow RDP traffic from 223.152.200.10:542 to 7.134.199.230:187 Associated Threat Actor: APT34 | Unconventional IOC: UEFI variable tampering noise=TGV0Lg== | {
"geo_location": "Uruguay",
"device_hash": "6f92908044bc1c1d795a03d9dad82563b0d03da1443fe097228f1c02657b1d56",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_1 rv:4.0; mni-IN) AppleWebKit/533.28.2 (KHTML, like Gecko) Version/4.1 Safari/533.28.2",
"session_id": "854e30c1-1668-491f-86fe-5abdec3b54a... | null | allow | null | null | null | Associated Threat Actor: APT34 | Unconventional IOC: UEFI variable tampering | Firewall allow RDP traffic from 223.152.200.10:542 to 7.134.199.230:187 Associated Threat Actor: APT34 | Unconventional IOC: UEFI variable tampering | null | null | null | null | 223.152.200.10 | 7.134.199.230 | null | null | null | null | null | null | null | null | 542 | 187 | RDP | 705,352 | 645 | null | null |
0099d91a-b174-4c1e-9373-c8be2235bdb6 | 2025-04-16T22:16:03 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load /full/among.json by johnsonholly MITRE Technique: T1574.002 noise=0634E417 | {
"geo_location": "Moldova",
"device_hash": "a89c0b9631a36a488b63643ea08cad6d587f046d",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/47.0.803.0 Safari/536.2",
"session_id": "857573d4-817a-46a4-96d7-80fca1985bcb",
"risk_score": 43.34,
"confidence": 0.11
} | johnsonholly | driver_load | /full/among.json | 7,722 | explorer.exe | MITRE Technique: T1574.002 | Endpoint driver_load /full/among.json by johnsonholly MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2ee99302-f5ca-4455-a46f-644071995a3c | 2025-04-18T11:51:31 | ai | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by coffeypaula No additional info | {
"geo_location": "Japan",
"device_hash": "457de129a06c47b4d6c43feb84d30560",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_5_7 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/59.0.824.0 Mobile/89Y318 Safari/535.0",
"session_id": "4f6992d0-ff9c-45c7-9361-e766395498ca",
"risk_score": 55.37,
... | coffeypaula | membership_inference | null | null | null | No additional info | AI system membership_inference by coffeypaula No additional info | {
"baseline_deviation": 2.76,
"entropy": 6.29,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-b7a34143 | ff45ea3ce9bc4839d079f2d342aec4649dabd16e55e992ccfe4e208613f86544 | 73a1840fc7ef1813e5ff1538d93b42bc73d1d242a0f5ab9e935388c4d4dee57b | null | null | null | null | null | null | null |
b9d9cc76-aa1d-4726-8fe8-1217a40d185d | 2023-08-26T00:01:40 | cloud | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in AWS by keithbond No additional info | {
"geo_location": "Bermuda",
"device_hash": "3edd9575df143bf7ec230d22fcb3d08880c3710b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/5.0)",
"session_id": "45d852d9-7285-47bd-8ba4-8cfa75d1e4e9",
"risk_score": 50.29,
"confidence": 0.24
} | keithbond | api_abuse | null | null | null | No additional info | Cloud api_abuse in AWS by keithbond No additional info | null | null | null | null | null | null | null | null | null | AWS | res-c3fa3fc6 | null | null | null | null | null | null | null | null | null | null |
ad79b7b8-cb9e-4c58-8452-e37f8e1c4a12 | 2025-06-16T11:01:19 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by samanthaflores No additional info | {
"geo_location": "Qatar",
"device_hash": "a2f9051ac9523ca59f3de832f5199517",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.19.4 (KHTML, like Gecko) Version/4.1 Safari/534.19.4",
"session_id": "b2e0a031-e51c-4704-814d-53624f2a0e82",
"risk_score": 50.08,
"confidence": 0.61
} | samanthaflores | fine_tuning | null | null | null | No additional info | AI system fine_tuning by samanthaflores No additional info | null | null | null | null | null | null | null | null | null | null | null | model-c6025b66 | 0885d627507ea574ae2f8a8f8c55358aee1699e6 | a786acec8434c2bcccb2971776549617 | null | null | null | null | null | null | null |
ca862b48-3606-45c2-93c8-33acad3aab96 | 2025-07-01T21:24:15 | iot | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device Camera unusual_activity Associated Threat Actor: Kimsuky | {
"geo_location": "Guatemala",
"device_hash": "ec5b222ea1d8eeffff5431e7252c90c6af0c09395642661bebfea7003e67e44f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "7512975b-46a2-463c-a893-21b8fd9324f6",
"risk_score": 86.64,
"confidence": 0.98
} | null | unusual_activity | null | null | null | Associated Threat Actor: Kimsuky | IoT device Camera unusual_activity Associated Threat Actor: Kimsuky | null | Camera | iot-9efefd3d | 5.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ab635432-12f4-4d04-a43c-4be44c67dfa5 | 2025-05-04T08:11:25 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by nvalenzuela No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "e15816e9050bfb2d4f165884759496c75e6fe9b8",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_6 rv:2.0; ks-IN) AppleWebKit/534.38.2 (KHTML, like Gecko) Version/4.0.1 Safari/534.38.2",
"session_id": "f41f8428-df20-44db-960... | nvalenzuela | adversarial_input | null | null | null | No additional info | AI system adversarial_input by nvalenzuela No additional info | {
"baseline_deviation": 2.71,
"entropy": 2.24,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-f1419ee0 | 7c533b754547e27cc18e3f12290c66ce6517b3e13e4b9f0f1504d8ac91762460 | f906b2c97dfdf321364e7dba4589f204c535f69ef96a568c74498076bc9521a0 | null | null | null | null | null | null | null |
41f5308e-504d-4007-9c3f-71e973c8dbb7 | 2025-05-28T08:45:23 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change /all/very.tiff by travis45 MITRE Technique: T1543.003 | {
"geo_location": "Antigua and Barbuda",
"device_hash": "f82462325eae90a16b1f2fdfdd3f92581f5e8f34497640a4dbd3153d9a71b53b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/4.0)",
"session_id": "ed3f0d4c-4c9d-49fe-ab26-c153e8bf9e8b",
"risk_score": 29.03,
"confidence": 0.97
} | travis45 | registry_change | /all/very.tiff | 3,551 | cmd.exe | MITRE Technique: T1543.003 | Endpoint registry_change /all/very.tiff by travis45 MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9c47d435-2c8b-465d-95ec-099adca1d1fd | 2025-05-02T07:53:52 | firewall | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall drop HTTP traffic from 10.177.8.0:479 to 37.46.198.242:40081 No additional info | {
"geo_location": "Madagascar",
"device_hash": "1fb37dc9aa9f3d6e34f88532c181947b9c48f757a351ab335221b42bc8e82fe9",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_6 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/60.0.897.0 Mobile/73L723 Safari/534.2",
"session_id": "06633073-d676-400c-a5b1-14dd624... | null | drop | null | null | null | No additional info | Firewall drop HTTP traffic from 10.177.8.0:479 to 37.46.198.242:40081 No additional info | null | null | null | null | 10.177.8.0 | 37.46.198.242 | null | null | null | null | null | null | null | null | 479 | 40,081 | HTTP | 903,342 | 3,281 | null | null |
14bdded1-a88c-495f-a961-3f69b7e08bab | 2022-07-10T11:15:47 | cloud | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in OCI by estradagary No additional info | {
"geo_location": "Grenada",
"device_hash": "63c263a9a4c8f8abf55f71d74eec9337924ec98ffaae87e66c14a9e0e3555d34",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/16.0.811.0 Safari/535.0",
"session_id": "52f254be-4995-4591-8613-3ed3851bea22",
"risk_score": 38.88,
"conf... | estradagary | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in OCI by estradagary No additional info | null | null | null | null | null | null | null | null | null | OCI | res-a8992248 | null | null | null | null | null | null | null | null | null | null |
02104914-06fe-43e7-90e9-2caa4f06ad3f | 2025-02-02T18:30:15 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in GCP by lisafuentes MITRE Technique: T1059.005 | Cross-tenant access detected | {
"geo_location": "Togo",
"device_hash": "83701dc129b3ec625e73b2d9443982da1f4e3afa",
"user_agent": "Opera/8.16.(Windows NT 6.0; bg-BG) Presto/2.9.181 Version/11.00",
"session_id": "e4e2addf-e7df-4524-b642-bef219437b74",
"risk_score": 58.71,
"confidence": 0.57
} | lisafuentes | container_escape | null | null | null | MITRE Technique: T1059.005 | Cross-tenant access detected | Cloud container_escape in GCP by lisafuentes MITRE Technique: T1059.005 | Cross-tenant access detected | {
"baseline_deviation": 0.75,
"entropy": 7.06,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | GCP | res-b2c438cc | null | null | null | null | null | null | null | null | null | null |
7ba66a38-72ab-42aa-bc45-03df66bad4aa | 2025-02-01T16:33:39 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth locked for jasonjones via passwordless from 156.28.82.110 No additional info | {
"geo_location": "Nepal",
"device_hash": "27fb7ece1c822131391ff3801df24cc4",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_6; rv:1.9.3.20) Gecko/9524-12-01 00:34:55 Firefox/3.8",
"session_id": "b78f0327-1537-4f36-80b7-9f794d3f978c",
"risk_score": 33.85,
"confidence": 0.69
} | jasonjones | locked | null | null | null | No additional info | Auth locked for jasonjones via passwordless from 156.28.82.110 No additional info | null | null | null | null | 156.28.82.110 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 21:f0:ef:03:a6:83 |
6cb60f30-fd42-42ac-a981-0768e94a2c74 | 2025-07-08T05:18:01 | auth | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|high| desc=Auth locked for sturner via passwordless from 211.156.126.149 No additional info | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "2489bc45babab2a2dd4cc4f7a01b0db4",
"user_agent": "Opera/8.11.(Windows NT 5.01; ko-KR) Presto/2.9.169 Version/10.00",
"session_id": "0981d393-188f-480e-af41-1255b5ee1360",
"risk_score": 30.9,
"confidence": 0.76
} | sturner | locked | null | null | null | No additional info | Auth locked for sturner via passwordless from 211.156.126.149 No additional info | null | null | null | null | 211.156.126.149 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | f3:e4:ba:03:d8:f7 |
ad5ec3a3-e2b7-48ea-a624-ca605bc33efb | 2025-05-05T00:57:28 | iot | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical sensor_spoofing MITRE Technique: T1059.001 | Sensor spoofing detected | {
"geo_location": "Korea",
"device_hash": "9090264ebd45922a8037ce48daf93ed984d2d04d9c41fe56be1eb2c0bc8bfdc9",
"user_agent": "Mozilla/5.0 (Android 2.3.4; Mobile; rv:50.0) Gecko/50.0 Firefox/50.0",
"session_id": "cb8b9f5f-127c-42db-ae58-5729ee0d8515",
"risk_score": 24.7,
"confidence": 0.19
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1059.001 | Sensor spoofing detected | IoT device Medical sensor_spoofing MITRE Technique: T1059.001 | Sensor spoofing detected | null | Medical | iot-cb46f3a3 | 3.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
85f98adc-6712-4f7f-8739-9c8fc23cc23e | 2025-05-19T17:33:20 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by timothy37 No additional info | {
"geo_location": "Andorra",
"device_hash": "860ea5cde7e70e483120799e6cbe41ee",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/533.10.4 (KHTML, like Gecko) Version/5.0.4 Safari/533.10.4",
"session_id": "3a74229c-6dc1-47f5-ac04-d4a949605c7a",
"risk_score": 10.21,
"confidence": 0.99
} | timothy37 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by timothy37 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-fe7e1ec2 | 8d3ffb687097f5d131084854f492693c2ba5feb0dff2f7cb1da8a8172e32ae00 | 4726aec00fa5811841ff364a6743a4ba43d4b31a | null | null | null | null | null | null | null |
235a4340-446e-4e40-8953-19c1818353df | 2025-06-21T00:20:06 | network | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 140.250.135.51 to 44.255.159.101 Unconventional IOC: GPU memory artifacts | {
"geo_location": "Philippines",
"device_hash": "5dbfdcd6d5dd1cdec3944115e8eef60cb1ba53fd",
"user_agent": "Opera/8.57.(Windows NT 11.0; szl-PL) Presto/2.9.182 Version/12.00",
"session_id": "ab588a6c-fb87-4a0a-af6d-40bc0d806618",
"risk_score": 36.61,
"confidence": 0.56
} | null | covert_channel | null | null | null | Unconventional IOC: GPU memory artifacts | Network covert_channel from 140.250.135.51 to 44.255.159.101 Unconventional IOC: GPU memory artifacts | null | null | null | null | 140.250.135.51 | 44.255.159.101 | null | null | null | null | null | null | null | null | null | null | ICMP | 888,372 | null | null | null |
fada5911-ff20-4250-a20c-7b372e534d99 | 2025-04-29T09:18:43 | firewall | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall allow SSH traffic from 10.66.188.6:54244 to 30.169.41.28:801 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Costa Rica",
"device_hash": "e7ed17881feaedf00ef766599ab9d8c7dd85d1e37bce834d3f69500ec27ffeed",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/534.1.3 (KHTML, like Gecko) Version/5.0.3 Safari/534.1.3",
"session_id": "bd5252a8-35f2-4937-8cda-6aa1c346b31e",
"risk_score":... | null | allow | null | null | null | Unconventional IOC: Bios timestamp anomalies | Firewall allow SSH traffic from 10.66.188.6:54244 to 30.169.41.28:801 Unconventional IOC: Bios timestamp anomalies | {
"baseline_deviation": 1.72,
"entropy": 7.21,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 10.66.188.6 | 30.169.41.28 | null | null | null | null | null | null | null | null | 54,244 | 801 | SSH | 836,823 | 3,590 | null | null |
54b4ff45-e9b6-42bc-9ef8-067d3e7fabfe | 2025-05-30T21:06:27 | ai | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by sarah46 MITRE Technique: T1053.005 | {
"geo_location": "Azerbaijan",
"device_hash": "4d0a1f8c44d05930677db91efb357e93ffb07c8a",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_6) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/19.0.884.0 Safari/536.2",
"session_id": "4450979b-7eec-4150-8190-de7b3c95c779",
"risk_score": 82.27,
"confi... | sarah46 | adversarial_input | null | null | null | MITRE Technique: T1053.005 | AI system adversarial_input by sarah46 MITRE Technique: T1053.005 | {
"baseline_deviation": 0.67,
"entropy": 7.05,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-2e99d6f0 | ae514bad1949bd4a9909f231dbdc441234a014a3ac639ea979548756475f277c | 5e66e91e113be134914e65cff51822ff | null | null | null | null | null | null | null |
be9a8a38-fdd7-4224-b029-fa5022987939 | 2025-06-01T02:23:23 | endpoint | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install /site/election.tiff by gsmith No additional info | {
"geo_location": "Christmas Island",
"device_hash": "5687cf60cf003a4a6be5a97310d99f46",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_8 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/15.9i9939.0 Mobile/80G171 Safari/535.1",
"session_id": "33a85003-79de-4fff-8f6b-f99dcd7dce3e",
"risk_scor... | gsmith | service_install | /site/election.tiff | 2,131 | svchost.exe | No additional info | Endpoint service_install /site/election.tiff by gsmith No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a2f358a2-7fd5-489c-ba6a-a4199e430050 | 2025-07-09T23:47:39 | iot | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical unusual_activity No additional info | {
"geo_location": "Mexico",
"device_hash": "93620650207f7236f2f1712b82de544ad38e4679ac592599a66a960ee82cb8f7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/532.21.6 (KHTML, like Gecko) Version/5.0.1 Safari/532.21.6",
"session_id": "da3d53d4-36c6-4375-ab33-ec0bb3375e85",
"risk_score": 4... | null | unusual_activity | null | null | null | No additional info | IoT device Medical unusual_activity No additional info | null | Medical | iot-8ba48221 | 8.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
58ae2034-df85-4b23-8c8f-5defd2fdddfe | 2025-05-21T18:47:23 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth bypass for joancarr via biometric from 85.59.2.214 No additional info | {
"geo_location": "Denmark",
"device_hash": "528e3aa5737bede8795a46bc99bd717f08549712",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/3.0)",
"session_id": "94c631de-f6db-45e9-abd5-04fe2fe8cdef",
"risk_score": 34.03,
"confidence": 0.31
} | joancarr | bypass | null | null | null | No additional info | Auth bypass for joancarr via biometric from 85.59.2.214 No additional info | null | null | null | null | 85.59.2.214 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 39:a0:ac:2c:2a:10 |
cc7839ed-3c0c-4425-b134-e0b81b56a658 | 2025-02-20T03:51:25 | endpoint | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection local by nmontes Associated Threat Actor: Mustang Panda | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "a0747e009807bcb9429dc424c8efc3636eec874f",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; lb-LU; rv:1.9.2.20) Gecko/5028-07-13 07:49:18 Firefox/3.8",
"session_id": "227d811a-1d40-44ef-9aae-1b45ab80662b",
"risk_score": 61.94,
"confidence": 0.45
} | nmontes | memory_injection | local | 4,233 | cmd.exe | Associated Threat Actor: Mustang Panda | Endpoint memory_injection local by nmontes Associated Threat Actor: Mustang Panda | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4196a6c5-3667-4d7e-813d-7bbcdab621e3 | 2025-01-23T18:05:44 | cloud | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in Azure by charlessullivan MITRE Technique: T1204.002 | Cross-tenant access detected | {
"geo_location": "Grenada",
"device_hash": "bfcb18768b01f68d47bb7e1f6134f6aa",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_4 rv:3.0; csb-PL) AppleWebKit/532.50.5 (KHTML, like Gecko) Version/4.0.4 Safari/532.50.5",
"session_id": "030f5812-f93c-4074-885e-cf4c17db4155",
"risk_score": 21.73,
"conf... | charlessullivan | storage_access | null | null | null | MITRE Technique: T1204.002 | Cross-tenant access detected | Cloud storage_access in Azure by charlessullivan MITRE Technique: T1204.002 | Cross-tenant access detected | null | null | null | null | null | null | null | null | null | Azure | res-b37be096 | null | null | null | null | null | null | null | null | null | null |
80b77580-89a8-4e84-9830-66c419b47007 | 2025-03-15T10:47:26 | network | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 211.151.110.110 to 190.255.131.8 No additional info | {
"geo_location": "Norway",
"device_hash": "aa1c8981f5826d79e0181593fbf09c094bca2b39f8f6260ee4ebe8d581db90d6",
"user_agent": "Opera/8.69.(X11; Linux x86_64; ug-CN) Presto/2.9.171 Version/11.00",
"session_id": "c24df8de-fdc2-4e8c-96a0-ae8dad4c7407",
"risk_score": 30.76,
"confidence": 0.28
} | null | disconnection | null | null | null | No additional info | Network disconnection from 211.151.110.110 to 190.255.131.8 No additional info | null | null | null | null | 211.151.110.110 | 190.255.131.8 | null | null | null | null | null | null | null | null | null | null | HTTPS | 744,072 | null | null | null |
d21c4fd9-4b74-4c6b-9b60-973343dbc75b | 2027-06-11T22:00:55 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth failed for pattersonandrew via biometric from 10.35.130.152 MITRE Technique: T1053.005 noise=guess|hope|American | {
"geo_location": "United States of America",
"device_hash": "47e3a8952cf7ec1a9574f8dc6b7307ff4f2089be30252dc3c2691585ba3ebfdc",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/32.0.830.0 Mobile/98N077 Safari/532.0",
"session_id": "dc770bdf-a6ae-423c... | pattersonandrew | failed | null | null | null | MITRE Technique: T1053.005 | Auth failed for pattersonandrew via biometric from 10.35.130.152 MITRE Technique: T1053.005 | null | null | null | null | 10.35.130.152 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 47:cd:f6:29:94:db |
ebc37423-d30a-4504-9386-6adebb219a6f | 2025-03-29T05:37:37 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth failed for sfoster via OAuth from 121.111.22.51 No additional info | {
"geo_location": "Russian Federation",
"device_hash": "bc41facffd175b5e25318474096a1df1c71795f535fda4e0fdf034b023c3800a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/4.1)",
"session_id": "c84a680c-b56f-4516-b59d-2d237926585e",
"risk_score": 48.5,
"confidence": 0.39
} | sfoster | failed | null | null | null | No additional info | Auth failed for sfoster via OAuth from 121.111.22.51 No additional info | null | null | null | null | 121.111.22.51 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | d4:8b:df:42:b7:80 |
3c97ba4d-b294-406a-aef5-fe4300a0a5f6 | 2025-06-29T13:02:03 | iot | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Cyprus",
"device_hash": "534cc2b4ec2e851c126f3a5faf559281",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_9 rv:3.0; kl-GL) AppleWebKit/532.33.7 (KHTML, like Gecko) Version/5.0 Safari/532.33.7",
"session_id": "b1883c3f-91b3-4a03-b21c-3d8fe6d42514",
"risk_score": 55.93,
"con... | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | {
"baseline_deviation": 2.9,
"entropy": 2.01,
"frequency_anomaly": false,
"sequence_anomaly": true
} | HVAC | iot-6624898a | 2.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
16d9f816-e097-4201-8098-df93a6aaaf5b | 2025-06-07T01:48:44 | firewall | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny HTTPS traffic from 178.227.20.100:368 to 4.158.100.49:24 Associated Threat Actor: Kimsuky | {
"geo_location": "Albania",
"device_hash": "026972e3037aa230b42cc25e23b6af36657a0ab71c380925bb436ebbbd0a79f3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/3.0)",
"session_id": "14efcbc3-d77c-4ebb-8c1b-6a10bdef1ff3",
"risk_score": 49.76,
"confidence": 0.45
} | null | deny | null | null | null | Associated Threat Actor: Kimsuky | Firewall deny HTTPS traffic from 178.227.20.100:368 to 4.158.100.49:24 Associated Threat Actor: Kimsuky | null | null | null | null | 178.227.20.100 | 4.158.100.49 | null | null | null | null | null | null | null | null | 368 | 24 | HTTPS | 721,276 | 2,876 | null | null |
f6612e58-e27b-4cc9-baf2-2c1dca7b3dc4 | 2025-02-09T14:39:54 | ai | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by ubrooks No additional info noise=success|theory|local | {
"geo_location": "Russia",
"device_hash": "373a583248eec41a6b3880fbbdb33b478a1f5c990f96b5a83c8e2742bdad2404",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/4.1)",
"session_id": "688f9eb7-e73a-4f45-b6d4-aaa36dabbea5",
"risk_score": 39.52,
"confidence": 0.65
} | ubrooks | fine_tuning | null | null | null | No additional info | AI system fine_tuning by ubrooks No additional info | {
"baseline_deviation": 0.92,
"entropy": 7.54,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-94d1b4c9 | c9001dde5474e9ffcd5558165ec469548a5d7779ef392d389d8288933ae01c24 | ad1684f65c7898dc151de77913a2c803 | null | null | null | null | null | null | null |
e60f94d1-c776-4af5-ae56-922512bf460d | 2025-03-24T21:38:03 | cloud | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in GCP by isaiahfields Associated Threat Actor: APT34 | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "081e80938cb6101d202a25e04d8d57e2",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_5 rv:3.0; ko-KR) AppleWebKit/531.11.7 (KHTML, like Gecko) Version/5.0 Safari/531.11.7",
"session_id": "adbe201e-1182-45c2-a13a-b9a17726fa57",
"risk_sco... | isaiahfields | shadow_it | null | null | null | Associated Threat Actor: APT34 | Cloud shadow_it in GCP by isaiahfields Associated Threat Actor: APT34 | null | null | null | null | null | null | null | null | null | GCP | res-15664679 | null | null | null | null | null | null | null | null | null | null |
a9ad5a5f-4c6e-46f9-9674-54e0c32f0c06 | 2029-09-04T23:47:57 | iot | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|low| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Romania",
"device_hash": "af226c5f48fdc7df8d3bf4e88a997f87",
"user_agent": "Opera/9.58.(X11; Linux x86_64; ca-AD) Presto/2.9.190 Version/11.00",
"session_id": "02d297cd-1f7b-4a37-985f-4bebca743feb",
"risk_score": 76.21,
"confidence": 0.46
} | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-e177196f | 4.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fc3d4d90-d0d4-40ce-9abf-bb4610971149 | 2025-05-22T21:40:26 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by raven66 MITRE Technique: T1204.002 | {
"geo_location": "Russia",
"device_hash": "bb4b1c50d55f9d558a64f7d92bd6a24b1e707cd0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/535.5.6 (KHTML, like Gecko) Version/5.0.5 Safari/535.5.6",
"session_id": "a0ac0c9c-526d-4657-8731-aa34e25e9134",
"risk_score": 10.31,
"confidence": 0.86... | raven66 | api_abuse | null | null | null | MITRE Technique: T1204.002 | AI system api_abuse by raven66 MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-f38db5fb | 8fd37226ce207caf339cff4e7f153edc9c3d8283e6f347b8486126e6001a50de | 4a696176da97028ce1c3db762680ced1 | null | null | null | null | null | null | null |
afd1408c-b2ae-4a7d-876b-b0f21de3291a | 2025-07-03T00:48:14 | ai | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by jordanlindsey No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "b9185a385962020a861dacab5ae2131e",
"user_agent": "Opera/8.77.(X11; Linux i686; it-CH) Presto/2.9.180 Version/11.00",
"session_id": "933567c2-7807-43c7-a890-e2a02823b25f",
"risk_score": 68.84,
"confidence": 0.53
} | jordanlindsey | model_inversion | null | null | null | No additional info | AI system model_inversion by jordanlindsey No additional info | null | null | null | null | null | null | null | null | null | null | null | model-43adb095 | c310a4ef875c3c5d0a457e5e37b18138 | d0956bb1e1173e4cccdcb88ceb98fd62 | null | null | null | null | null | null | null |
50c3f036-9dfd-47e6-b7a3-1d8ea46c13ef | 2025-04-21T07:39:16 | cloud | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in GCP by areyes No additional info | {
"geo_location": "Spain",
"device_hash": "eef8b66f9bad94c402d3446cbc15e7ac7cf78c823b870672dc199d27a4236c54",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/3.1)",
"session_id": "b10130a4-80fb-439c-846d-6d55632cb59f",
"risk_score": 63.21,
"confidence": 0.03
} | areyes | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by areyes No additional info | null | null | null | null | null | null | null | null | null | GCP | res-de894ce4 | null | null | null | null | null | null | null | null | null | null |
cfd5d60d-e25b-45fd-a2e5-c66a46dde8d8 | 2025-02-20T09:58:45 | cloud | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in OCI by munozbrandon Unconventional IOC: ACPI table modifications | Cross-tenant access detected noise=908213D3 | {
"geo_location": "Taiwan",
"device_hash": "d1f14d19869ed39cbfe25c2d7e3d5c6c785be6f3c101f02b4a570e6b03471d46",
"user_agent": "Opera/9.62.(Windows NT 11.0; sq-AL) Presto/2.9.176 Version/11.00",
"session_id": "4207bb53-a9df-4ae4-9bad-2171f133d9a4",
"risk_score": 58.76,
"confidence": 0.55
} | munozbrandon | container_escape | null | null | null | Unconventional IOC: ACPI table modifications | Cross-tenant access detected | Cloud container_escape in OCI by munozbrandon Unconventional IOC: ACPI table modifications | Cross-tenant access detected | null | null | null | null | null | null | null | null | null | OCI | res-bdabf0b4 | null | null | null | null | null | null | null | null | null | null |
2333e06c-4fff-4539-93c9-e882e51000f0 | 2025-03-29T21:26:56 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for nbranch via biometric from 207.255.31.11 MITRE Technique: T1071.001 | {
"geo_location": "Burundi",
"device_hash": "6a5be24f6a5df3e857381061e30949b9ddfdbd87",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.6) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/56.0.893.0 Safari/536.1",
"session_id": "1c6c4fa2-7e29-4565-82f1-27d98a06cb33",
"risk_score": 20.49,
"confidence": 0.04
} | nbranch | timeout | null | null | null | MITRE Technique: T1071.001 | Auth timeout for nbranch via biometric from 207.255.31.11 MITRE Technique: T1071.001 | null | null | null | null | 207.255.31.11 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | f1:d8:46:67:d2:87 |
13790ee5-b4d5-4662-8486-dd409406b320 | 2025-01-25T00:03:34 | ai | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|low| desc=AI system model_access by jcross Associated Threat Actor: Cobalt Group noise=unit|Mrs|reflect | {
"geo_location": "Palau",
"device_hash": "2232fbd9acd51ac808b0e84c25e10fe35337bf535f6540c2e7869a75c60adf6e",
"user_agent": "Opera/8.69.(Windows NT 6.0; wal-ET) Presto/2.9.172 Version/12.00",
"session_id": "a59c4c67-1596-412c-831a-ada657c6bb62",
"risk_score": 57.81,
"confidence": 0.11
} | jcross | model_access | null | null | null | Associated Threat Actor: Cobalt Group | AI system model_access by jcross Associated Threat Actor: Cobalt Group | null | null | null | null | null | null | null | null | null | null | null | model-3d4b3118 | 99fa2ddc6f7c72151664907e7f5cf69a | de5a980a686e23c7ba641973a1f3c9d7656145e8 | null | null | null | null | null | null | null |
a8a221ed-0387-4977-83af-b09df3089982 | 2025-06-24T06:42:16 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network disconnection from 24.52.57.118 to 68.242.117.174 No additional info | {
"geo_location": "Netherlands",
"device_hash": "200f3adc29918936284cb79e235be792",
"user_agent": "Opera/9.59.(Windows NT 4.0; doi-IN) Presto/2.9.174 Version/10.00",
"session_id": "92d61763-cb16-4646-b50b-2af6b8bb4335",
"risk_score": 19.32,
"confidence": 0.75
} | null | disconnection | null | null | null | No additional info | Network disconnection from 24.52.57.118 to 68.242.117.174 No additional info | null | null | null | null | 24.52.57.118 | 68.242.117.174 | null | null | null | null | null | null | null | null | null | null | TCP | 591,619 | null | null | null |
552c345c-6158-4c1b-b787-16776cc7ef0f | 2025-02-13T10:23:02 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: Container Escape detected from 10.206.112.206 targeting N/A No additional info | {
"geo_location": "Netherlands",
"device_hash": "0c597d66fbdd371335a8d6900ccfc436",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/532.39.3 (KHTML, like Gecko) Version/5.0 Safari/532.39.3",
"session_id": "84a0a917-d992-4a28-a6d3-72eaad42df9f",
"risk_score": 56.16,
"confidence": 0.71
} | null | null | null | null | null | No additional info | AlienVault Alert: Container Escape detected from 10.206.112.206 targeting N/A No additional info | {
"baseline_deviation": 0.55,
"entropy": 2.96,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 10.206.112.206 | N/A | Container Escape | SIG-9941 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
00e2004f-416e-4e35-96f2-8a2dd593a0b9 | 2025-03-05T18:55:18 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change artist by rojasbrian MITRE Technique: T1110.003 | {
"geo_location": "Thailand",
"device_hash": "0a0c02dd074052247ee266c5d0d04e208485320a09086dc38dbc1e4a65778479",
"user_agent": "Opera/8.35.(X11; Linux x86_64; csb-PL) Presto/2.9.166 Version/12.00",
"session_id": "5b9e779b-caa2-41e2-8131-743104e57f00",
"risk_score": 56.09,
"confidence": 0.72
} | rojasbrian | registry_change | artist | 7,248 | svchost.exe | MITRE Technique: T1110.003 | Endpoint registry_change artist by rojasbrian 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 |
0e91f751-b2bf-4036-8dd6-c185daab3644 | 2025-05-12T13:50:40 | ids_alert | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|high| desc=Darktrace Alert: Port Scan detected from 156.44.16.201 targeting 10.94.69.249 No additional info | {
"geo_location": "Australia",
"device_hash": "4c26959f36c81147ed9d5bfd443161e0705b5c36",
"user_agent": "Opera/8.58.(Windows NT 6.0; fi-FI) Presto/2.9.162 Version/11.00",
"session_id": "bad960c4-be1b-48f4-8598-b2b08a858f54",
"risk_score": 52.04,
"confidence": 0.23
} | null | null | null | null | null | No additional info | Darktrace Alert: Port Scan detected from 156.44.16.201 targeting 10.94.69.249 No additional info | null | null | null | null | 156.44.16.201 | 10.94.69.249 | Port Scan | SIG-9062 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
ceaae6e5-552e-4664-93a7-800d5ad25171 | 2025-04-28T13:40:40 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in Azure by kryan Associated Threat Actor: APT37 | {
"geo_location": "Serbia",
"device_hash": "18ef038243551d281f3125679bfbe05f0c29e583",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/4.1)",
"session_id": "2d3810ee-e859-44d8-b40e-ad7bf8758e83",
"risk_score": 58.39,
"confidence": 0.35
} | kryan | container_escape | null | null | null | Associated Threat Actor: APT37 | Cloud container_escape in Azure by kryan Associated Threat Actor: APT37 | null | null | null | null | null | null | null | null | null | Azure | res-1018b3f8 | null | null | null | null | null | null | null | null | null | null |
844179b3-14eb-4c45-a84c-96640aba4f01 | 2025-02-12T00:05:29 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth success for davidmartinez via password from 72.40.118.220 No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "f6b9bbb8d64a8e47d1588c9338df02ad",
"user_agent": "Opera/8.76.(Windows NT 5.01; es-EC) Presto/2.9.183 Version/12.00",
"session_id": "a92aa9ab-20a5-4c9b-a085-e15281d0deec",
"risk_score": 47.27,
"confidence": 0.79
} | davidmartinez | success | null | null | null | No additional info | Auth success for davidmartinez via password from 72.40.118.220 No additional info | null | null | null | null | 72.40.118.220 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 20:72:85:ce:85:4c |
34d7eb14-4740-4fd4-9105-2a54189d9f0a | 2025-03-13T19:13:25 | endpoint | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load /point/century.mp3 by tracypatterson MITRE Technique: T1190 | {
"geo_location": "Iran",
"device_hash": "90217d7a75158cbd9f1055cc46387716",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/5.0)",
"session_id": "77ad1486-4ec0-4d63-b09d-9e960791fd44",
"risk_score": 52.63,
"confidence": 0.36
} | tracypatterson | driver_load | /point/century.mp3 | 9,223 | cmd.exe | MITRE Technique: T1190 | Endpoint driver_load /point/century.mp3 by tracypatterson MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0f8a8f37-e6a6-4329-a5e7-a53226411a40 | 2025-04-09T00:57:58 | ai | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by gmiller No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "746f6e96e4a5d99f6a00ab3282271aea",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/5.0)",
"session_id": "b1dee6ee-6fed-48cd-b5f4-2327f1124858",
"risk_score": 31.72,
"confidence": 0.34
} | gmiller | prompt_injection | null | null | null | No additional info | AI system prompt_injection by gmiller No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e3a00f14 | 3af53e8da5084118ab83338c0de70386735ab70b | b999e8a4f1ebfff6c3357cc30c0ed811a3baf2791daf5da24b24c6316d5f6317 | null | null | null | null | null | null | null |
7177d715-ec48-46bf-ae30-1424db35180d | 2025-05-10T10:11:55 | firewall | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|info| desc=Firewall allow RDP traffic from 185.64.98.38:1019 to 185.144.11.226:750 Unconventional IOC: Power consumption spikes | {
"geo_location": "Iceland",
"device_hash": "699e01b91b96d9ae0cce905009703966971988e3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/3.1)",
"session_id": "ca99a405-d4a3-4e77-aa86-562f61c16144",
"risk_score": 13.82,
"confidence": 0.93
} | null | allow | null | null | null | Unconventional IOC: Power consumption spikes | Firewall allow RDP traffic from 185.64.98.38:1019 to 185.144.11.226:750 Unconventional IOC: Power consumption spikes | null | null | null | null | 185.64.98.38 | 185.144.11.226 | null | null | null | null | null | null | null | null | 1,019 | 750 | RDP | 585,715 | 2,766 | null | null |
29037d9c-1386-45df-9050-b6ad2dfe1b8e | 2025-02-06T07:29:00 | network | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|high| desc=Network disconnection from 10.131.167.239 to 69.242.201.42 No additional info | {
"geo_location": "Bahrain",
"device_hash": "b0152e70f53a445ec78679506714e14fcc2f822f",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/9.5l9770.0 Mobile/34N906 Safari/533.0",
"session_id": "f370db84-bcc3-4bc4-9968-62abd0e102ff",
"risk_score": 86... | null | disconnection | null | null | null | No additional info | Network disconnection from 10.131.167.239 to 69.242.201.42 No additional info | null | null | null | null | 10.131.167.239 | 69.242.201.42 | null | null | null | null | null | null | null | null | null | null | UDP | 896,091 | null | null | null |
d2c6b9a1-b9c8-4660-9df0-03c8a3a1337b | 2025-01-18T19:37:42 | endpoint | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism /blue/speak.jpeg by stephanie89 No additional info | {
"geo_location": "Indonesia",
"device_hash": "e8c8f29fd0c49269ddb7e5c77f6997f5efd588bc",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/31.0.820.0 Safari/536.0",
"session_id": "2394b598-17dc-41aa-9c1e-df71c6df4f8a",
"risk_score": 43.82,
"confidence": 0.8
} | stephanie89 | persistence_mechanism | /blue/speak.jpeg | 1,476 | explorer.exe | No additional info | Endpoint persistence_mechanism /blue/speak.jpeg by stephanie89 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9ddbdcfc-5805-4207-841e-794b578c937a | 2025-07-05T16:10:54 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat unusual_activity Associated Threat Actor: Kimsuky | {
"geo_location": "Serbia",
"device_hash": "5212e8dda4f7f1cb264a83660647253a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/4.0)",
"session_id": "ba7c1c23-c1c1-4cdf-8d90-543a326d28ea",
"risk_score": 33.13,
"confidence": 0.41
} | null | unusual_activity | null | null | null | Associated Threat Actor: Kimsuky | IoT device Thermostat unusual_activity Associated Threat Actor: Kimsuky | null | Thermostat | iot-53a52235 | 10.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0e1e4a05-8fbf-400c-bfc6-551a242ae583 | 2025-03-02T10:46:10 | ids_alert | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|medium| desc=Splunk Alert: DNS Tunneling detected from 137.39.254.72 targeting N/A MITRE Technique: T1204.002 | {
"geo_location": "Congo",
"device_hash": "cf8890c66bc6a2ed883d4bdde698a3c1",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_3 rv:3.0; ht-HT) AppleWebKit/534.44.2 (KHTML, like Gecko) Version/5.0.2 Safari/534.44.2",
"session_id": "315b56d8-039d-4127-b1e2-9432db309158",
"risk_score": 60.06,
"co... | null | null | null | null | null | MITRE Technique: T1204.002 | Splunk Alert: DNS Tunneling detected from 137.39.254.72 targeting N/A MITRE Technique: T1204.002 | null | null | null | null | 137.39.254.72 | N/A | DNS Tunneling | SIG-1718 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
a06e6350-4dd6-41dd-a8f1-6d08a09d42ec | 2025-04-05T02:14:26 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: Living-off-the-Land detected from 222.144.163.91 targeting N/A MITRE Technique: T1486 | {
"geo_location": "Niger",
"device_hash": "f99b7c204226ab089af570c9b9b4342d7340b97874472160d83011fca067e4e9",
"user_agent": "Mozilla/5.0 (Windows 95; mt-MT; rv:1.9.2.20) Gecko/9606-07-25 22:19:10 Firefox/10.0",
"session_id": "5c781436-2e55-45ad-be22-efd3ebd52c9b",
"risk_score": 39,
"confidence": 0.97
} | null | null | null | null | null | MITRE Technique: T1486 | Snort Alert: Living-off-the-Land detected from 222.144.163.91 targeting N/A MITRE Technique: T1486 | null | null | null | null | 222.144.163.91 | N/A | Living-off-the-Land | SIG-3302 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
5341f03c-e176-4a9e-b2c4-c01996b42b02 | 2025-02-14T11:11:45 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth bypass for greenejoshua via MFA from 10.30.240.189 No additional info | {
"geo_location": "Portugal",
"device_hash": "c83304fee3dd5296265bfbd19f385ae6944bf3f7",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_6 rv:6.0; an-ES) AppleWebKit/533.40.4 (KHTML, like Gecko) Version/5.1 Safari/533.40.4",
"session_id": "2e46612a-a17f-4126-ae89-8164f1699e5b",
"risk_score": 65.16,
... | greenejoshua | bypass | null | null | null | No additional info | Auth bypass for greenejoshua via MFA from 10.30.240.189 No additional info | null | null | null | null | 10.30.240.189 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | dd:d4:31:bf:7c:26 |
bb00aba2-103d-44ee-ba38-5e5ab1018c04 | 2025-06-25T14:29:05 | cloud | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|low| desc=Cloud config_change in AWS by bhudson MITRE Technique: T1059.005 | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "3252fa6b7fa947e0f97196634a02e2d6c3d9f727",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/5.1)",
"session_id": "461118b9-da1f-437d-8067-65a170f244b1",
"risk_score": 50.89,
"confidence": 0.75
} | bhudson | config_change | null | null | null | MITRE Technique: T1059.005 | Cloud config_change in AWS by bhudson MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | AWS | res-bfcd4797 | null | null | null | null | null | null | null | null | null | null |
aa3fd4cd-b5da-4ce3-aac3-ff24eee0e3f1 | 2025-07-09T12:51:20 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /bad/charge.js by shermanbrenda No additional info | {
"geo_location": "Nicaragua",
"device_hash": "fd9de7ef1b95116524882cc631bdfb0f052368dc",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_7 rv:3.0; or-IN) AppleWebKit/533.23.7 (KHTML, like Gecko) Version/4.0 Safari/533.23.7",
"session_id": "90ecfa8e-7885-4432-8856-125348974a6b",
"risk_score": 45... | shermanbrenda | file_access | /bad/charge.js | 7,692 | cmd.exe | No additional info | Endpoint file_access /bad/charge.js by shermanbrenda No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bb6f98b4-c263-4ce5-a71f-006436d5bc0d | 2025-01-14T23:09:18 | cloud | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in Azure by robinramos No additional info | {
"geo_location": "Estonia",
"device_hash": "4f8aae840da7569d1ff72859f7389347",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/8794-11-07 15:50:51 Firefox/10.0",
"session_id": "d55492ec-57b3-4623-8886-04fdde39a982",
"risk_score": 20.53,
"confidence": 0.68
} | robinramos | api_abuse | null | null | null | No additional info | Cloud api_abuse in Azure by robinramos No additional info | {
"baseline_deviation": 0.9,
"entropy": 5.89,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | Azure | res-ad9a48ec | null | null | null | null | null | null | null | null | null | null |
8f544d57-c9be-4c71-b63c-d5a3d93a0f31 | 2025-01-13T06:57:41 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth locked for nicholaswilliams via passwordless from 184.214.151.94 MITRE Technique: T1110.003 | {
"geo_location": "Sudan",
"device_hash": "88c133a113f56d44a142eeed9337c23ddaf49fd2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/3.1)",
"session_id": "f1321295-8dba-4b6a-ab89-abff10de6809",
"risk_score": 46.22,
"confidence": 0.43
} | nicholaswilliams | locked | null | null | null | MITRE Technique: T1110.003 | Auth locked for nicholaswilliams via passwordless from 184.214.151.94 MITRE Technique: T1110.003 | null | null | null | null | 184.214.151.94 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 3d:ba:fd:57:0a:ca |
6eb63052-0dc2-43e8-b6fb-b9236ff2b6b5 | 2025-06-01T06:37:05 | ids_alert | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=QRadar Alert: XSS detected from 171.155.8.70 targeting 132.65.100.17 MITRE Technique: T1566.001 | {
"geo_location": "Iran",
"device_hash": "e7f4f22c5b1f38c82e7a79f82be13fe1b6102889",
"user_agent": "Opera/8.18.(X11; Linux x86_64; raj-IN) Presto/2.9.185 Version/11.00",
"session_id": "4bbec7b6-f3bf-43ef-9202-a7b08e1ba96d",
"risk_score": 28.74,
"confidence": 0.34
} | null | null | null | null | null | MITRE Technique: T1566.001 | QRadar Alert: XSS detected from 171.155.8.70 targeting 132.65.100.17 MITRE Technique: T1566.001 | null | null | null | null | 171.155.8.70 | 132.65.100.17 | XSS | SIG-3860 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
1ab65de0-3bfe-4cbd-86e2-e81455ad2972 | 2025-05-05T14:32:09 | firewall | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine ICMP traffic from 78.20.179.211:631 to 10.96.240.104:777 Associated Threat Actor: Lazarus Group | {
"geo_location": "Belarus",
"device_hash": "7b40b2daac1657d0fec9d77ac6ea7584",
"user_agent": "Opera/8.10.(X11; Linux i686; de-LU) Presto/2.9.184 Version/10.00",
"session_id": "a2c7fe4d-4978-4783-83f5-23f224e48915",
"risk_score": 33.24,
"confidence": 0.26
} | null | quarantine | null | null | null | Associated Threat Actor: Lazarus Group | Firewall quarantine ICMP traffic from 78.20.179.211:631 to 10.96.240.104:777 Associated Threat Actor: Lazarus Group | null | null | null | null | 78.20.179.211 | 10.96.240.104 | null | null | null | null | null | null | null | null | 631 | 777 | ICMP | 347,398 | 964 | null | null |
dc00102d-f6c7-4871-9a57-fd16a4d487bb | 2025-05-08T01:28:57 | cloud | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Azure by erika70 No additional info noise=work|however|deep | {
"geo_location": "Puerto Rico",
"device_hash": "58c94e28638830bb4929ec675f8669a77cfcbeeffd02db2366b751fc0be04597",
"user_agent": "Mozilla/5.0 (Linux; Android 8.1.0) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/32.0.820.0 Safari/536.1",
"session_id": "6ab18546-046e-4d25-81f2-f5630aab297e",
"risk_score": 36.72... | erika70 | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Azure by erika70 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-1c31a3a5 | null | null | null | null | null | null | null | null | null | null |
66266249-9f66-4ff4-bfc7-069ebf42c986 | 2025-04-16T21:50:11 | ids_alert | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|medium| desc=Darktrace Alert: Fileless Attack detected from 28.137.164.118 targeting N/A MITRE Technique: T1543.003 | {
"geo_location": "Thailand",
"device_hash": "19353d047ebe74804ab4dad18cc8dd1e0f120277",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_0; rv:1.9.6.20) Gecko/2415-05-01 09:56:30 Firefox/3.6.5",
"session_id": "b69d3aa9-7749-4ed2-b8b3-4b0ad3979b40",
"risk_score": 29.56,
"confidence": 0.25
} | null | null | null | null | null | MITRE Technique: T1543.003 | Darktrace Alert: Fileless Attack detected from 28.137.164.118 targeting N/A MITRE Technique: T1543.003 | null | null | null | null | 28.137.164.118 | N/A | Fileless Attack | SIG-5265 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
c31b8910-44d1-4cd7-85bd-f259225608f1 | 2025-05-10T13:19:32 | firewall | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect RDP traffic from 65.50.2.208:389 to 66.221.53.220:969 MITRE Technique: T1053.005 | {
"geo_location": "Comoros",
"device_hash": "6be7584264da49fd93eb0017dfa10bc7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/3.0)",
"session_id": "85aa997a-ab3a-4fc8-a2c4-17509b3b242e",
"risk_score": 58.3,
"confidence": 0.63
} | null | inspect | null | null | null | MITRE Technique: T1053.005 | Firewall inspect RDP traffic from 65.50.2.208:389 to 66.221.53.220:969 MITRE Technique: T1053.005 | null | null | null | null | 65.50.2.208 | 66.221.53.220 | null | null | null | null | null | null | null | null | 389 | 969 | RDP | 693,192 | 3,477 | null | null |
fd8e01a9-e7c1-430f-a3e0-854dafc8aed3 | 2025-04-20T00:25:26 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall allow TCP traffic from 169.150.79.33:819 to 10.98.209.35:33318 Geo anomaly: Impossible travel detected | {
"geo_location": "Lesotho",
"device_hash": "9ac5337e374e7c427cf9737adb5486074b9596a6730b03d55bd4c625554a41e7",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/63.0.866.0 Safari/536.1",
"session_id": "7ff979e9-763a-4080-91a1-35b3c931f1e7",
"risk_score": 59.9,
"con... | null | allow | null | null | null | Geo anomaly: Impossible travel detected | Firewall allow TCP traffic from 169.150.79.33:819 to 10.98.209.35:33318 Geo anomaly: Impossible travel detected | null | null | null | null | 169.150.79.33 | 10.98.209.35 | null | null | null | null | null | null | null | null | 819 | 33,318 | TCP | 723,599 | 2,001 | null | null |
d12ecc6c-4911-48ed-b2ae-9dd42a3b662f | 2025-06-23T11:02:27 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start /test/rule.html by sarahwheeler MITRE Technique: T1566.001 | Associated Threat Actor: Wizard Spider | {
"geo_location": "Myanmar",
"device_hash": "5999ffc1ec0299ed3e06f1e6aa285cafc78d533d",
"user_agent": "Opera/8.48.(X11; Linux x86_64; dz-BT) Presto/2.9.190 Version/12.00",
"session_id": "efc3a679-69a1-43bc-aff7-30b9f318ad99",
"risk_score": 61.42,
"confidence": 0.66
} | sarahwheeler | process_start | /test/rule.html | 1,651 | svchost.exe | MITRE Technique: T1566.001 | Associated Threat Actor: Wizard Spider | Endpoint process_start /test/rule.html by sarahwheeler MITRE Technique: T1566.001 | Associated Threat Actor: Wizard Spider | {
"baseline_deviation": 1.89,
"entropy": 2.71,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cc23bc9a-ab62-4ecb-a4a3-15fe1354f8fa | 2025-03-11T18:10:28 | firewall | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|info| desc=Firewall drop ICMP traffic from 93.96.228.81:176 to 6.63.51.136:376 No additional info | {
"geo_location": "Israel",
"device_hash": "f940db480135888f59a3ce1f7f6b6d8e00faeecf",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_1) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/35.0.871.0 Safari/533.2",
"session_id": "28001eba-f0d1-4824-b29c-84d86dad89b7",
"risk_score": 54.1,
"confidence": 0... | null | drop | null | null | null | No additional info | Firewall drop ICMP traffic from 93.96.228.81:176 to 6.63.51.136:376 No additional info | null | null | null | null | 93.96.228.81 | 6.63.51.136 | null | null | null | null | null | null | null | null | 176 | 376 | ICMP | 652,974 | 2,335 | null | null |
537d5ce2-644d-4573-a18f-ee9dd6b3bdba | 2025-03-25T16:08:44 | cloud | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in GCP by ablackburn MITRE Technique: T1053.005 | {
"geo_location": "Malta",
"device_hash": "829401da6b66d6e73d59f1c78faf7ff1dc7d9738307d3ae44ce4315e83f58c22",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; hne-IN) AppleWebKit/535.26.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6535.26.3",
"session_id": "1d9e695e-8af7-45f5-828... | ablackburn | permission_escalation | null | null | null | MITRE Technique: T1053.005 | Cloud permission_escalation in GCP by ablackburn MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | GCP | res-af466a65 | null | null | null | null | null | null | null | null | null | null |
6adc22f9-3ba1-4023-9af8-6fe5567096e9 | 2025-05-10T11:35:14 | endpoint | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec /modern/apply.mov by freywilliam No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "c453e58b0fce806d9f7184582d75e2ce42137ac5",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_9) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/62.0.811.0 Safari/531.2",
"session_id": "668abf48-1c85-4e02-a36b-23def5a3bfaf",
"risk_score": 44.68,
"con... | freywilliam | powershell_exec | /modern/apply.mov | 5,386 | powershell.exe | No additional info | Endpoint powershell_exec /modern/apply.mov by freywilliam No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0ced6264-34b7-4c13-9afa-70d90910291d | 2025-04-07T03:57:28 | cloud | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in OCI by robbinsjeffrey MITRE Technique: T1486 | {
"geo_location": "Slovenia",
"device_hash": "b16c8222aa59dd93e85cda9ea3e533ca29e5b9cf",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_4; rv:1.9.3.20) Gecko/2831-11-02 22:13:38 Firefox/3.8",
"session_id": "0552293c-e048-4a77-a0d9-c24c6cad8a51",
"risk_score": 21.63,
"confidence": 0.55
} | robbinsjeffrey | shadow_it | null | null | null | MITRE Technique: T1486 | Cloud shadow_it in OCI by robbinsjeffrey MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | OCI | res-f286b07c | null | null | null | null | null | null | null | null | null | null |
3f270701-9969-4936-9005-1d06d4cde26b | 2025-01-14T01:00:46 | firewall | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine HTTP traffic from 61.34.36.45:52441 to 81.201.48.154:856 No additional info noise=history|good|agreement | {
"geo_location": "Paraguay",
"device_hash": "e9abbd53662d7ae24dee9f6bf9f18fb176402234",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/55.0.848.0 Mobile/85Q532 Safari/533.1",
"session_id": "339ecd94-5d10-41be-ac59-0bf94b867307",
"risk_score": 5... | null | quarantine | null | null | null | No additional info | Firewall quarantine HTTP traffic from 61.34.36.45:52441 to 81.201.48.154:856 No additional info | null | null | null | null | 61.34.36.45 | 81.201.48.154 | null | null | null | null | null | null | null | null | 52,441 | 856 | HTTP | 316,819 | 274 | null | null |
a448c205-41b7-4225-94be-0829953f6469 | 2025-04-23T17:47:23 | endpoint | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task /positive/fill.flac by wendywebb MITRE Technique: T1059.001 | {
"geo_location": "Estonia",
"device_hash": "2f36485bfde8a416be73ca6e8d822ddc78a3e564be7c695d3140badbd6f1be62",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/45.0.822.0 Mobile/42E648 Safari/533.1",
"session_id": "8f1f1599-c8ea-4a01-8264-0cd13946e... | wendywebb | scheduled_task | /positive/fill.flac | 5,701 | svchost.exe | MITRE Technique: T1059.001 | Endpoint scheduled_task /positive/fill.flac by wendywebb 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 |
a82ecf59-4143-4e48-961f-c326646eaf1c | 2025-03-06T14:45:28 | endpoint | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install dog by brian69 MITRE Technique: T1053.005 noise=environmental|per|career | {
"geo_location": "Palestinian Territory",
"device_hash": "4795e7fc8744421015a1d9b7a170c3e193f5ce09",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_8) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/63.0.889.0 Safari/536.0",
"session_id": "47f34525-9b12-4185-8386-09c70b65cdfc",
"risk_score": 26.41,
... | brian69 | service_install | dog | 6,340 | explorer.exe | MITRE Technique: T1053.005 | Endpoint service_install dog by brian69 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 |
c9f7a2fb-36bf-423e-b83a-5a7fbdd1304b | 2028-07-27T23:21:13 | endpoint | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection money by mahoneyanthony No additional info | {
"geo_location": "Mali",
"device_hash": "9bcc391c489af1e5ee24033ed7b60271eadde090",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/534.25.6 (KHTML, like Gecko) Version/4.0.4 Safari/534.25.6",
"session_id": "ab3680a4-a3a7-4c58-b110-753dbee58fb4",
"risk_score": 27.72,
"confidence": 0.9
} | mahoneyanthony | memory_injection | money | 5,816 | cmd.exe | No additional info | Endpoint memory_injection money by mahoneyanthony No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2cf42557-e57e-4d43-a149-90db569a82a0 | 2025-02-06T11:50:07 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Alibaba by hintonwilliam No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "440c69c5206dc039105058f0817d99786e79b1ef0d537f373d1f497371aba189",
"user_agent": "Opera/9.87.(Windows NT 10.0; yue-HK) Presto/2.9.163 Version/11.00",
"session_id": "2b41d0b5-c17b-42ba-a28b-2ad353addf1e",
"risk_score": 48.1,
"confidence": 0.31
... | hintonwilliam | config_change | null | null | null | No additional info | Cloud config_change in Alibaba by hintonwilliam No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-3468a31b | null | null | null | null | null | null | null | null | null | null |
5f87af43-56c4-4b31-98b0-103d76b9cbfe | 2025-06-10T12:06:15 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by luisthomas No additional info | {
"geo_location": "Saint Martin",
"device_hash": "f061b6d8a83b1e469ff8770cd460ab5ef3e101e4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/5.0)",
"session_id": "c184d7bc-d74a-4d83-9a12-e1414972376e",
"risk_score": 68.79,
"confidence": 0.79
} | luisthomas | api_abuse | null | null | null | No additional info | AI system api_abuse by luisthomas No additional info | null | null | null | null | null | null | null | null | null | null | null | model-45ef2be1 | 3ab58c9a6a2609b9f7e617da253eb990ddde0943aba1ab20929fb1a0eebd40fc | c38df4b84c7e35e16c937ac5385f96994983dab3a1bd0dcd7d5dfab604455b6b | null | null | null | null | null | null | null |
0901dfb4-f15c-47fd-9607-3db4a73a6396 | 2025-03-22T14:12:35 | cloud | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in AWS by dweaver No additional info noise=call|weight|form | {
"geo_location": "Micronesia",
"device_hash": "24da2941e9337de8dac362d99d14f66f",
"user_agent": "Mozilla/5.0 (Linux; Android 12) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/48.0.818.0 Safari/532.2",
"session_id": "c5fa8b22-8578-4563-8c58-ba6efa3c8e26",
"risk_score": 72.55,
"confidence": 0.97
} | dweaver | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in AWS by dweaver No additional info | null | null | null | null | null | null | null | null | null | AWS | res-29c0f95e | null | null | null | null | null | null | null | null | null | null |
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