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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
57b8b4f1-86b1-4aef-a126-b1067a7640a8 | 2025-06-16T02:24:50 | cloud | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in Alibaba by roger42 No additional info | {
"geo_location": "Zambia",
"device_hash": "dcaa6c43f1341537305e092aa9c21761fa381bae117ed07d40732220119404e4",
"user_agent": "Opera/9.42.(Windows 98; Win 9x 4.90; cmn-TW) Presto/2.9.183 Version/12.00",
"session_id": "4838a237-ecb4-4838-8758-2c744b3245a5",
"risk_score": 61.78,
"confidence": 0.75
} | null | null | null | null | null | No additional info | Cloud container_escape in Alibaba by roger42 No additional info | container_escape | null | null | roger42 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-ae933c17 |
9e36f426-acc9-4c86-9823-34a835bc8cb2 | 2025-07-07T16:31:29 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec /between/plant.mp4 by rnguyen Associated Threat Actor: APT34 | {
"geo_location": "Kuwait",
"device_hash": "1b3d39cbb5f5cc979f70b1866674e9ac",
"user_agent": "Mozilla/5.0 (Linux; Android 5.1.1) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/62.0.826.0 Safari/533.2",
"session_id": "2573eb55-7624-4b28-831b-fa28ea1cc93c",
"risk_score": 5.64,
"confidence": 0.68
} | null | null | null | null | null | Associated Threat Actor: APT34 | Endpoint powershell_exec /between/plant.mp4 by rnguyen Associated Threat Actor: APT34 | powershell_exec | null | null | rnguyen | /between/plant.mp4 | 7,525 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4a9f5cd5-1b89-416e-ab88-c111d4d4e12c | 2025-06-05T15:02:17 | iot | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Korea",
"device_hash": "fb911f53e7041cb228c0d2e45d4797e8",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/535.3.7 (KHTML, like Gecko) Version/5.0.4 Safari/535.3.7",
"session_id": "430d5527-04e4-4e0e-b76a-25521759b579",
"risk_score": 55.61,
"confidence": 0.96
} | null | null | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | HVAC | iot-c8bf16e5 | 5.3 | null | null | null | null | null | null | null | null | null | null |
4bc7e752-c820-45fc-a6d1-cc3bdb392250 | 2025-05-16T15:24:16 | firewall | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|info| desc=Firewall allow NTP traffic from 26.69.235.207:806 to 7.183.56.233:110 MITRE Technique: T1566.001 noise=7325E72B | {
"geo_location": "Algeria",
"device_hash": "401a4028045a6c8e3b35b8e73e931cdc",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_7 rv:4.0; nb-NO) AppleWebKit/531.40.3 (KHTML, like Gecko) Version/4.0.1 Safari/531.40.3",
"session_id": "1dd005b6-b260-4df8-a067-b70215853f6a",
"risk_score": 64.9,
"confidence": 0.16
} | 26.69.235.207 | 7.183.56.233 | null | null | null | MITRE Technique: T1566.001 | Firewall allow NTP traffic from 26.69.235.207:806 to 7.183.56.233:110 MITRE Technique: T1566.001 | allow | 279,910 | NTP | null | null | null | null | null | null | null | null | 806 | 110 | 2,257 | null | null | null | null | null | null | null |
00130718-eb6e-4b72-844b-d8cbbd986fb9 | 2025-05-07T15:09:56 | iot | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera physical_tamper No additional info noise=63792A7B | {
"geo_location": "Israel",
"device_hash": "2aa601a6cf367ca34ee34d4ab700315bb840c39f",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_9) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/50.0.889.0 Safari/536.1",
"session_id": "63bcc2f5-0912-42fc-bb06-0436a6e3c8b3",
"risk_score": 25.3,
"confidence": 0.25
} | null | null | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Camera | iot-1c13f674 | 8.8 | null | null | null | null | null | null | null | null | null | null |
fb46ddf3-b0a3-4aa2-9aef-a193fba3b1e9 | 2025-05-04T23:43:11 | cloud | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in Azure by pamela75 No additional info | {
"geo_location": "New Caledonia",
"device_hash": "e56652a4d2e5188eb3e6d998fa26e81fe90044e3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; da-DK) AppleWebKit/535.4.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6535.4.6",
"session_id": "801dfd1a-5b26-4220-a7b3-6600a13ca681",
"risk_score": 31.81,
"confidence": 0.8
} | null | null | null | null | null | No additional info | Cloud config_change in Azure by pamela75 No additional info | config_change | null | null | pamela75 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-fc2bc737 |
191906b3-1858-4be2-8214-9e447748e9f7 | 2025-06-02T16:39:15 | ids_alert | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|high| desc=Suricata Alert: Supply Chain Compromise detected from 157.145.171.92 targeting 175.154.209.11 No additional info | {
"geo_location": "Panama",
"device_hash": "0ff397c68a6a81493ce1531eb8336ed99c0faeaf95c21a02cb07fbb802740354",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/23.0.882.0 Mobile/04S839 Safari/536.2",
"session_id": "ce79a364-0e7a-4aa3-9720-ef1dec0a0f61",
"risk_score": 60.28,
"confidence": 0.25
} | 157.145.171.92 | 175.154.209.11 | Supply Chain Compromise | SIG-4719 | Evasion | No additional info | Suricata Alert: Supply Chain Compromise detected from 157.145.171.92 targeting 175.154.209.11 No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 2.06,
"entropy": 4.01,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
1eb56943-af9d-4416-abe1-94051145760a | 2025-05-20T22:54:16 | network | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 10.104.149.202 to 58.44.190.211 No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "399e2a3438746e8cc81cbe920f61fc88a7a26c76",
"user_agent": "Opera/8.53.(Windows NT 10.0; om-ET) Presto/2.9.172 Version/10.00",
"session_id": "901b7c47-924a-45d9-adbf-dd94ad79e48f",
"risk_score": 31.66,
"confidence": 0.41
} | 10.104.149.202 | 58.44.190.211 | null | null | null | No additional info | Network covert_channel from 10.104.149.202 to 58.44.190.211 No additional info | covert_channel | 249,256 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
21bc332c-5a66-4363-bad2-ed15062cc41d | 2025-03-24T21:44:49 | endpoint | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install mention by tiffanychandler No additional info | {
"geo_location": "Jersey",
"device_hash": "94a72ec70de6ff73900cb82ab2bae564a19059b8abf7a58fc4df506947c90279",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.1) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/55.0.810.0 Safari/536.1",
"session_id": "c5f32fef-2d4e-4e28-ad0f-93c6b52557dc",
"risk_score": 38.63,
"confidence": 0.83
} | null | null | null | null | null | No additional info | Endpoint service_install mention by tiffanychandler No additional info | service_install | null | null | tiffanychandler | mention | 7,748 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4f534d85-72c0-4a00-aafe-8900d4eb6d37 | 2025-04-09T10:30:58 | ai | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by joshua18 MITRE Technique: T1566.001 | Training data poisoning attempt noise=main/tag/wp-content | {
"geo_location": "Guyana",
"device_hash": "ffaad988b36a4bdf76f31b9c24b748b24e4a43f6de30f88d5652484918baa78a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/4.1)",
"session_id": "024bfb97-9eab-44b3-9d31-079853a6c248",
"risk_score": 42.64,
"confidence": 0.18
} | null | null | null | null | null | MITRE Technique: T1566.001 | Training data poisoning attempt | AI system prompt_injection by joshua18 MITRE Technique: T1566.001 | Training data poisoning attempt | prompt_injection | null | null | joshua18 | null | null | null | null | null | null | null | null | null | null | null | null | model-fcf7c50d | 3990012bd8a0455ee4d5ba7c09ea5cb71433de12 | 42ea8bed80af3a168c0f0b1900f37588e79c5c11 | null | null |
15a20eb4-3ec7-40c1-9c36-01b30c4d24d4 | 2025-03-11T06:34:06 | ai | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by moorewilliam No additional info | {
"geo_location": "Tunisia",
"device_hash": "7e042e0866fbaf4b0faf7bda368391c33a79c693",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; tcy-IN) AppleWebKit/533.12.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6533.12.6",
"session_id": "bb961871-00b5-49ad-acba-31f2e43d9cad",
"risk_score": 34.37,
"confidence": 0.49
} | null | null | null | null | null | No additional info | AI system fine_tuning by moorewilliam No additional info | fine_tuning | null | null | moorewilliam | null | null | null | null | null | null | null | null | null | null | null | null | model-bcd5f240 | a99fc44ebd5500ab17b81bb8dca630725547e22b | cdf9d561b3a02c0bd8950d71f16ea618fc62648440eb1ac81dc85617d0d2187a | null | null |
ad180fff-2ffb-47fa-a0c1-421eb90cb976 | 2025-03-20T09:36:10 | iot | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|info| desc=IoT device Medical side_channel No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "00e1af948f923b7574ecfc52d63d38914c358cd7efbe5a7d9f309f7e62665756",
"user_agent": "Opera/8.73.(X11; Linux x86_64; sw-KE) Presto/2.9.180 Version/12.00",
"session_id": "cfca4593-9572-489b-910f-fc4ea9586e2d",
"risk_score": 0,
"confidence": 0.34
} | null | null | null | null | null | No additional info | IoT device Medical side_channel No additional info | side_channel | null | null | null | null | null | null | null | Medical | iot-b2e61ab9 | 2.4 | null | null | null | null | null | null | null | null | null | null |
5d7f6ec2-cc93-4bf7-a3a7-5bcaf97e94cf | 2025-06-15T03:46:37 | ai | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by stokesscott MITRE Technique: T1110.003 | Associated Threat Actor: Equation Group | {
"geo_location": "Liechtenstein",
"device_hash": "5eb780665a3439e48476bfecb4c0e8ed3477aa2705c1e3172ae31405af542695",
"user_agent": "Mozilla/5.0 (Android 2.2.3; Mobile; rv:65.0) Gecko/65.0 Firefox/65.0",
"session_id": "8244df9d-54b0-446e-ac9c-ab3446684209",
"risk_score": 66.5,
"confidence": 0.15
} | null | null | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: Equation Group | AI system prompt_injection by stokesscott MITRE Technique: T1110.003 | Associated Threat Actor: Equation Group | prompt_injection | null | null | stokesscott | null | null | null | null | null | null | null | null | null | null | null | null | model-8c15a93c | f202c38891db5de67e86943b6c49affb7b1edddd11088d97543a88403251ea4d | ba6cc52eb4ed49a815ce0b6be85848e10eef771dd4642185e3d443115a3816cb | null | null |
1cad6859-9905-439a-8b91-884ab06e3e81 | 2025-03-05T12:37:38 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start /every/different.mp3 by melissa77 No additional info | {
"geo_location": "Philippines",
"device_hash": "06e52aad8e39b3e541c41a8e762f65b53e2db31a",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_2 rv:2.0; zu-ZA) AppleWebKit/534.28.1 (KHTML, like Gecko) Version/5.0.5 Safari/534.28.1",
"session_id": "14493dba-be97-40b3-a763-4583f31bae24",
"risk_score": 71.18,
"confidence": 0.16
} | null | null | null | null | null | No additional info | Endpoint process_start /every/different.mp3 by melissa77 No additional info | process_start | null | null | melissa77 | /every/different.mp3 | 5,947 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ebd1893f-1bb2-448b-9665-6456814c873d | 2025-03-06T15:54:37 | ai | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by fpeterson No additional info | {
"geo_location": "Ireland",
"device_hash": "fd0231bebecce1910c5da84c445b2ffc53ff4ca1a1cf52788c5e4438273187eb",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; nn-NO; rv:1.9.0.20) Gecko/7699-07-28 05:20:42 Firefox/3.8",
"session_id": "b9fb1f19-e9cf-4f41-b04a-061a224d386f",
"risk_score": 53.9,
"confidence": 0.6
} | null | null | null | null | null | No additional info | AI system model_inversion by fpeterson No additional info | model_inversion | null | null | fpeterson | null | null | null | null | null | null | null | null | null | null | null | null | model-aa1724ee | cee263edadf38da98764e5e8fb6030cf | 71bc4487e2e9cc19a5b2fb6788a70bf2 | null | null |
2fa1083c-c1e9-4520-b928-901962fd119d | 2025-06-17T20:08:08 | ai | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by brianroberts No additional info | {
"geo_location": "Niue",
"device_hash": "1fce43328b34dd06902df81ba797dbd8",
"user_agent": "Opera/9.17.(X11; Linux x86_64; mni-IN) Presto/2.9.187 Version/10.00",
"session_id": "e88c62eb-836c-4a91-b62a-8b376d0dce05",
"risk_score": 50.54,
"confidence": 0.71
} | null | null | null | null | null | No additional info | AI system membership_inference by brianroberts No additional info | membership_inference | null | null | brianroberts | null | null | null | null | null | null | null | null | null | null | null | null | model-5603270b | f80899bfab7e3edf63fa19bda82d3102c6379dc94739200e50f924629688c2f6 | 9dd865ae6a82d1334b76488212a67fcfc491836ff19635db91efa23fff6a55e5 | null | null |
6af7e8d3-04a2-45c2-b2d2-26e6bee5ee9e | 2025-03-04T20:42:41 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in OCI by awright No additional info noise=blog/main/categories | {
"geo_location": "Slovenia",
"device_hash": "1b27d2c70c6865b7eccde5a717f631780a81f0a1",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2_1 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/15.0x5550.0 Mobile/24W258 Safari/531.0",
"session_id": "54652fa4-bf0a-4918-87b0-1efe2a250cb1",
"risk_score": 15.36,
"confidence": 0.08
} | null | null | null | null | null | No additional info | Cloud instance_creation in OCI by awright No additional info | instance_creation | null | null | awright | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-ad349fea |
b9164171-ff89-45f4-a319-5f71c01f7791 | 2027-11-17T13:39:27 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism far by pmccormick MITRE Technique: T1566.001 noise=blog/explore/list | {
"geo_location": "Mauritania",
"device_hash": "37966431a13554e19d45d44d8a5db86046343b9f3333dfc71a65a28a41f0c91e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/3.0)",
"session_id": "4033be88-abea-4daf-a00a-d8b10eab4b68",
"risk_score": 29.72,
"confidence": 0.16
} | null | null | null | null | null | MITRE Technique: T1566.001 | Endpoint persistence_mechanism far by pmccormick MITRE Technique: T1566.001 | persistence_mechanism | null | null | pmccormick | far | 3,147 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1c1d598e-f096-4670-9ff3-05b4a459dd36 | 2025-04-15T21:07:22 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect SMB traffic from 154.90.161.49:9367 to 10.228.254.79:990 No additional info | {
"geo_location": "Mexico",
"device_hash": "5cad391337fe83609a4d292cbd88f6a3553795f68490ce0f042c38a0ba0dcb14",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/533.28.5 (KHTML, like Gecko) Version/5.0 Safari/533.28.5",
"session_id": "9fd13a57-327c-42f7-ae9a-9b0c5d3be64d",
"risk_score": 44.87,
"confidence": 0.67
} | 154.90.161.49 | 10.228.254.79 | null | null | null | No additional info | Firewall inspect SMB traffic from 154.90.161.49:9367 to 10.228.254.79:990 No additional info | inspect | 201,636 | SMB | null | null | null | null | null | null | null | null | 9,367 | 990 | 3,391 | null | null | null | null | null | null | null |
0e8ccb5d-3f21-4546-a5cc-cf0469c5a316 | 2025-02-01T09:49:07 | ids_alert | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|high| desc=OSSEC Alert: DNS Tunneling detected from 118.37.152.173 targeting 91.96.85.90 MITRE Technique: T1566.001 | {
"geo_location": "Monaco",
"device_hash": "492adfbd2ed52ad250ffc8184956e3d8",
"user_agent": "Opera/9.98.(Windows NT 5.0; vi-VN) Presto/2.9.188 Version/11.00",
"session_id": "fdf5db0f-575e-4897-990e-ffdc32e90086",
"risk_score": 65.44,
"confidence": 0.99
} | 118.37.152.173 | 91.96.85.90 | DNS Tunneling | SIG-7239 | Policy | MITRE Technique: T1566.001 | OSSEC Alert: DNS Tunneling detected from 118.37.152.173 targeting 91.96.85.90 MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
875f6649-5797-4a17-9521-c2cf002bec96 | 2025-02-20T04:01:31 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in Alibaba by russellrebecca Associated Threat Actor: APT41 | {
"geo_location": "Timor-Leste",
"device_hash": "36d0b8c4afa999ad6796b8f9da896127f6f13963",
"user_agent": "Opera/9.16.(Windows NT 5.01; wo-SN) Presto/2.9.174 Version/11.00",
"session_id": "12490d61-ff24-420b-ac92-8917fc22391e",
"risk_score": 0,
"confidence": 0.55
} | null | null | null | null | null | Associated Threat Actor: APT41 | Cloud permission_escalation in Alibaba by russellrebecca Associated Threat Actor: APT41 | permission_escalation | null | null | russellrebecca | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-1d89f9f3 |
9c9a95f3-29f3-40af-b44b-4ac157dc64bd | 2025-06-17T02:18:51 | ai | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by justinperez MITRE Technique: T1078.004 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Estonia",
"device_hash": "8673774b4dc617cb25251d8a33accc0ee12926d1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/4.0)",
"session_id": "03b7b011-3a7e-4ce2-ae45-b21355035234",
"risk_score": 41.51,
"confidence": 0.77
} | null | null | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: BlueNoroff | AI system adversarial_input by justinperez MITRE Technique: T1078.004 | Associated Threat Actor: BlueNoroff | adversarial_input | null | null | justinperez | null | null | null | null | null | null | null | null | null | null | null | null | model-5133ec14 | 7ed4324e1954a512aa986e6c77f0382d9695b955049a82bd503c455ce74e7f7a | 7a2ced4cb55f0198cde5860f725d6bda82489cc37318ac7f6e830c50bc7e259c | null | null |
01f5e655-0312-4178-96ee-7f3705a89695 | 2025-07-06T17:53:27 | cloud | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in GCP by gutierrezraymond MITRE Technique: T1059.001 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Barbados",
"device_hash": "5de7c9c4a1a9662afe2d366aeed09a8f789d0e071086b263cd52ac3b78942ace",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/26.0.823.0 Safari/533.0",
"session_id": "799f2e18-98a8-4c7c-a2a3-644831ddef42",
"risk_score": 36.13,
"confidence": 0.43
} | null | null | null | null | null | MITRE Technique: T1059.001 | Unconventional IOC: Unusual DNS TXT records | Cloud instance_creation in GCP by gutierrezraymond MITRE Technique: T1059.001 | Unconventional IOC: Unusual DNS TXT records | instance_creation | null | null | gutierrezraymond | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-8a0a475a |
82778afd-4715-4dfd-947e-7bf43ab54cd2 | 2025-03-15T19:36:51 | firewall | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only SSH traffic from 52.79.94.18:713 to 198.131.200.190:437 Associated Threat Actor: Equation Group | {
"geo_location": "Christmas Island",
"device_hash": "e38e6545db6dab718ffc4ec3097c6726",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/15.0.846.0 Safari/536.0",
"session_id": "a56e914b-4654-4b31-93f4-45814ab25b1c",
"risk_score": 100,
"confidence": 0.75
} | 52.79.94.18 | 198.131.200.190 | null | null | null | Associated Threat Actor: Equation Group | Firewall log-only SSH traffic from 52.79.94.18:713 to 198.131.200.190:437 Associated Threat Actor: Equation Group | log-only | 592,971 | SSH | null | null | null | null | null | null | null | null | 713 | 437 | 39 | null | null | null | null | null | null | null |
b144b78f-41eb-4713-bed7-80f0bbab12d4 | 2025-03-23T20:39:05 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in Azure by urichardson No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "ff88a2fed5646479476ee41c1bf658b7",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/5611-12-24 12:26:20 Firefox/3.8",
"session_id": "1a78516e-1bf1-4750-a144-9b4a8cc573b8",
"risk_score": 34.44,
"confidence": 0.83
} | null | null | null | null | null | No additional info | Cloud api_abuse in Azure by urichardson No additional info | api_abuse | null | null | urichardson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-74b3957b |
a72b7776-0c3f-4c48-9a76-c63b50ba1586 | 2025-04-12T20:52:58 | firewall | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|info| desc=Firewall inspect TCP traffic from 10.40.56.251:418 to 210.141.110.46:789 No additional info noise=UGFzdC4= | {
"geo_location": "Sri Lanka",
"device_hash": "7e04e749676990d5fc2609ba5bf0c7077d946f2f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/3.1)",
"session_id": "78c0a19b-3985-46d0-b457-af7761d49a24",
"risk_score": 36.79,
"confidence": 0.77
} | 10.40.56.251 | 210.141.110.46 | null | null | null | No additional info | Firewall inspect TCP traffic from 10.40.56.251:418 to 210.141.110.46:789 No additional info | inspect | 460,808 | TCP | null | null | null | null | {
"baseline_deviation": 1.37,
"entropy": 4.32,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 418 | 789 | 859 | null | null | null | null | null | null | null |
3455e848-7d93-4e7d-b4ec-f6721f2e6e65 | 2025-02-01T18:35:35 | cloud | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in Azure by xfarrell No additional info | {
"geo_location": "Niger",
"device_hash": "1910303cf8883fba82e71fdf40ffbbe32774bf5f",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/54.0.810.0 Safari/531.1",
"session_id": "2d5eaf5d-9b35-459c-98a1-5542450636ef",
"risk_score": 55.46,
"confidence": 0.24
} | null | null | null | null | null | No additional info | Cloud storage_access in Azure by xfarrell No additional info | storage_access | null | null | xfarrell | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-935f985d |
23f0699b-898e-46f2-93e3-2bd19cc872be | 2025-05-20T03:57:59 | firewall | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect UDP traffic from 205.60.100.124:855 to 70.150.131.218:39529 MITRE Technique: T1078.004 | {
"geo_location": "Papua New Guinea",
"device_hash": "3f40b4235c717442175267b704953d8d67b0afbc",
"user_agent": "Opera/9.90.(X11; Linux i686; ik-CA) Presto/2.9.181 Version/10.00",
"session_id": "cda17619-b385-49ff-a0de-176e07cf8cb0",
"risk_score": 61.16,
"confidence": 0.94
} | 205.60.100.124 | 70.150.131.218 | null | null | null | MITRE Technique: T1078.004 | Firewall inspect UDP traffic from 205.60.100.124:855 to 70.150.131.218:39529 MITRE Technique: T1078.004 | inspect | 586,635 | UDP | null | null | null | null | null | null | null | null | 855 | 39,529 | 1,481 | null | null | null | null | null | null | null |
7b4ecfd9-d46d-412b-9091-5c55025532c1 | 2025-01-28T15:04:53 | ids_alert | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|medium| desc=Elastic SIEM Alert: XSS detected from 6.242.120.202 targeting 10.88.78.235 No additional info | {
"geo_location": "Anguilla",
"device_hash": "956947c2f0bad92e140716c26123492bb34a3971",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_3) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/55.0.813.0 Safari/534.1",
"session_id": "cc34210b-60cd-4e51-be50-fc83d63af41a",
"risk_score": 76.64,
"confidence": 0.7
} | 6.242.120.202 | 10.88.78.235 | XSS | SIG-4677 | Policy | No additional info | Elastic SIEM Alert: XSS detected from 6.242.120.202 targeting 10.88.78.235 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c36cef34-da2d-439c-bafd-d8e43f9a2248 | 2025-01-15T15:37:20 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by larry04 MITRE Technique: T1566.001 | {
"geo_location": "Saint Lucia",
"device_hash": "4be0d0b46e1fb8c650b0e752e4e2348604b323bb9f68b223f5dfbea9e397228b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/534.3.6 (KHTML, like Gecko) Version/5.0.1 Safari/534.3.6",
"session_id": "84bd978b-f8d1-4e7a-b304-8708d1916e30",
"risk_score": 52.8,
"confidence": 0.87
} | null | null | null | null | null | MITRE Technique: T1566.001 | AI system training_data_poisoning by larry04 MITRE Technique: T1566.001 | training_data_poisoning | null | null | larry04 | null | null | null | null | null | null | null | null | null | null | null | null | model-50da9330 | 0447e6d082b5890b051b9885b1606e32 | 96aa8fc42116cdacfb997925dce3c0568cd8ba21fe53deaaab14e5113e29a460 | null | null |
394b7dbe-7235-4c68-b8a0-963d09959024 | 2025-03-25T02:36:35 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by frostdonna No additional info | {
"geo_location": "Mexico",
"device_hash": "639e3e96b5f005c043bbbb9ffd786158",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/532.14.1 (KHTML, like Gecko) Version/4.0.5 Safari/532.14.1",
"session_id": "162fcb52-f5c7-4f57-a6b1-f173727261c7",
"risk_score": 23.7,
"confidence": 0.32
} | null | null | null | null | null | No additional info | AI system fine_tuning by frostdonna No additional info | fine_tuning | null | null | frostdonna | null | null | null | null | null | null | null | null | null | null | null | null | model-09dc4c6a | 2e64ab2192d58b66d9d23e48c70c3604 | fe76e0100e3e398314fbf3d3fe891eaae9c17036f5b88dd8797b656ef3b81f19 | null | null |
edb7ef74-e963-4f5d-8986-e40555776548 | 2025-03-15T19:11:00 | ai | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by allison74 MITRE Technique: T1547.001 | {
"geo_location": "Zimbabwe",
"device_hash": "43c06f826e03035a7b442e7ca466564c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 11_4_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/9.2n0625.0 Mobile/88I972 Safari/532.1",
"session_id": "669038a9-1ab5-45db-b9aa-11eb1b12443b",
"risk_score": 67.24,
"confidence": 0.65
} | null | null | null | null | null | MITRE Technique: T1547.001 | AI system prompt_injection by allison74 MITRE Technique: T1547.001 | prompt_injection | null | null | allison74 | null | null | null | null | null | null | null | null | null | null | null | null | model-e5dc2785 | b614d7ca6affd778500876c39f0ddf118302ff8e17a4d488a1d17bffe77d3563 | 3e3d3b31f53e7190eebbbba0c8d668ac8e554fbd98d2d08709c32939f223ed91 | null | null |
310967e4-c249-43aa-bbf0-586fc6c27222 | 2025-01-15T05:53:46 | ai | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by laurawright No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "7f0bb34eda22372140db5ecbd41d1b48",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/5.1)",
"session_id": "d26f84fc-2e14-49d2-9a89-ba9f790d6de2",
"risk_score": 66.13,
"confidence": 0.39
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by laurawright No additional info | training_data_poisoning | null | null | laurawright | null | null | null | {
"baseline_deviation": 2.3,
"entropy": 2.63,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-91f5f570 | f6146c6bedfcfa99ecaea7e299f80a40 | 45436704432c60de299d05438361b0370b975fa8ce7ee312cc3e132d94010d90 | null | null |
d54d73d9-c8d6-4e5d-8848-22576408f3ff | 2025-06-29T11:13:41 | iot | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC command_injection No additional info noise=blog/tags/wp-content | {
"geo_location": "Afghanistan",
"device_hash": "6a92df57f1f5ffb39f2bb94a9a3a61da",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/13.0.881.0 Mobile/03X744 Safari/533.1",
"session_id": "35bbf2ff-d37d-433e-8199-8b5a741924a6",
"risk_score": 86.11,
"confidence": 0.84
} | null | null | null | null | null | No additional info | IoT device HVAC command_injection No additional info | command_injection | null | null | null | null | null | null | null | HVAC | iot-d85f2834 | 4.1 | null | null | null | null | null | null | null | null | null | null |
5e43f025-f6d9-4de9-bf81-736880ee2e29 | 2025-02-22T12:01:26 | firewall | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|low| desc=Firewall deny HTTP traffic from 223.131.184.150:315 to 168.171.30.168:32811 No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "eb49b4320c7279ca26ab2555a9d64538a9ca0af0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/5.0)",
"session_id": "a3391e05-dfdb-42a4-8f37-c9f5c38c0832",
"risk_score": 56.6,
"confidence": 0.27
} | 223.131.184.150 | 168.171.30.168 | null | null | null | No additional info | Firewall deny HTTP traffic from 223.131.184.150:315 to 168.171.30.168:32811 No additional info | deny | 892,811 | HTTP | null | null | null | null | null | null | null | null | 315 | 32,811 | 2,212 | null | null | null | null | null | null | null |
16d1e932-7d84-4531-98cb-c8b28c2da132 | 2025-06-19T15:05:22 | ids_alert | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=Tanium Alert: Brute Force detected from 181.112.36.39 targeting N/A No additional info noise=app | {
"geo_location": "Gambia",
"device_hash": "cbf6ce859d84ff064ae0374784c1eb7ad505c2db43557c1c69e927338390f977",
"user_agent": "Opera/8.39.(X11; Linux i686; ro-RO) Presto/2.9.166 Version/12.00",
"session_id": "71823170-8ff9-4234-a387-21156f9c057e",
"risk_score": 74.33,
"confidence": 0.34
} | 181.112.36.39 | N/A | Brute Force | SIG-9265 | Evasion | No additional info | Tanium Alert: Brute Force detected from 181.112.36.39 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 |
446db9cc-4146-4120-900e-c1e9ee4aaec4 | 2025-05-15T00:55:31 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in AWS by patrick94 MITRE Technique: T1566.001 noise=list/category | {
"geo_location": "Puerto Rico",
"device_hash": "986ab5f3d04df1f9ffb3c5b9013b3776",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_9 rv:6.0; sr-ME) AppleWebKit/532.28.6 (KHTML, like Gecko) Version/4.0.5 Safari/532.28.6",
"session_id": "30770730-514b-4ca2-b3e9-2af47291ed83",
"risk_score": 36.71,
"confidence": 0.5
} | null | null | null | null | null | MITRE Technique: T1566.001 | Cloud api_abuse in AWS by patrick94 MITRE Technique: T1566.001 | api_abuse | null | null | patrick94 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-66dcafd9 |
9d3ec81a-98fd-40ee-a0a5-cf935e8536de | 2025-04-08T17:31:50 | endpoint | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install marriage by catherinemoore Associated Threat Actor: APT37 | {
"geo_location": "Barbados",
"device_hash": "dd78a6a89ab7d2a1efd174d0d97d616585995b97ee299d12cbd7a40b1ac2dfea",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/18.8b3245.0 Mobile/02A010 Safari/534.2",
"session_id": "21e30774-906e-4a1f-80bf-853da558d247",
"risk_score": 50.23,
"confidence": 0.79
} | null | null | null | null | null | Associated Threat Actor: APT37 | Endpoint service_install marriage by catherinemoore Associated Threat Actor: APT37 | service_install | null | null | catherinemoore | marriage | 8,776 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1744ad85-7655-4f9d-a67b-ed314770ff2b | 2025-03-16T05:14:59 | cloud | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in AWS by lvincent No additional info | {
"geo_location": "Argentina",
"device_hash": "b1f1fafba497b7896de7547dda5823e59b093040",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ig-NG) AppleWebKit/531.42.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6531.42.4",
"session_id": "d872874e-5536-4be4-9d17-578bb8d9998f",
"risk_score": 36.05,
"confidence": 0.79
} | null | null | null | null | null | No additional info | Cloud storage_access in AWS by lvincent No additional info | storage_access | null | null | lvincent | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-85625451 |
a90cd094-2d69-49db-97de-a3da9856833f | 2025-02-24T18:52:56 | endpoint | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism including by crystal57 No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "b03dd445b7ae2b59a6070ea3d67c8d335f4156115db1b1032efb4edef8001b63",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/531.18.7 (KHTML, like Gecko) Version/4.0.1 Safari/531.18.7",
"session_id": "596885d3-5d70-49fc-95a1-05450eb2963f",
"risk_score": 25.21,
"confidence": 0.67
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism including by crystal57 No additional info | persistence_mechanism | null | null | crystal57 | including | 123 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
49a2a0b2-5949-4f26-b1e5-2dbac44a7ee4 | 2025-05-19T15:38:36 | ai | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by orobinson No additional info noise=wp-content/explore/blog | {
"geo_location": "Serbia",
"device_hash": "a6de38190eca08c1a414ca3719cd6c1c0a2795ec3cc6f5f250ca4a718bbe14ad",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) CriOS/52.0.822.0 Mobile/68V615 Safari/531.0",
"session_id": "e6e370bd-46ca-4c54-b9bb-7624f1122a95",
"risk_score": 8.31,
"confidence": 0.24
} | null | null | null | null | null | No additional info | AI system membership_inference by orobinson No additional info | membership_inference | null | null | orobinson | null | null | null | null | null | null | null | null | null | null | null | null | model-2c826a32 | f3a86bd7c64180f88cec46276e402917 | e25723d3c0b473ea9f482d273acce04dae86f3590944fafcebda52854deccdc5 | null | null |
e62c1c2a-2418-4b40-9b77-9e8ce4f0b942 | 2025-05-30T15:06:56 | iot | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera physical_tamper No additional info noise=search/tags/blog | {
"geo_location": "Gibraltar",
"device_hash": "9eb5e308c7404e6807e75a2271e8f0fd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/3.1)",
"session_id": "891c7ede-45e1-43df-90a3-0505a081867a",
"risk_score": 0,
"confidence": 0.28
} | null | null | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Camera | iot-c55c69b8 | 5.6 | null | null | null | null | null | null | null | null | null | null |
8f9941bb-daa4-44d1-8a30-7774dc23150e | 2025-05-10T16:39:01 | iot | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat protocol_violation MITRE Technique: T1078.004 | {
"geo_location": "Central African Republic",
"device_hash": "590925bccb35580233df83810a922c7e",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; pap-AW; rv:1.9.1.20) Gecko/4633-01-19 06:56:38 Firefox/3.8",
"session_id": "19747848-c11d-46e8-966f-829f9fe126e8",
"risk_score": 44.17,
"confidence": 0.71
} | null | null | null | null | null | MITRE Technique: T1078.004 | IoT device Thermostat protocol_violation MITRE Technique: T1078.004 | protocol_violation | null | null | null | null | null | null | null | Thermostat | iot-498c90e7 | 10.5 | null | null | null | null | null | null | null | null | null | null |
b287364a-b624-41af-ab27-5bcd8029c6a2 | 2025-02-10T10:50:54 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: Credential Stuffing detected from 130.4.209.232 targeting 206.85.22.97 MITRE Technique: T1053.005 | {
"geo_location": "Central African Republic",
"device_hash": "230284648f2f32191b0b3f700932058fa618e66e738a9e6cc2371e1a4cf55be5",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_8) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/28.0.885.0 Safari/533.0",
"session_id": "71a41576-9b04-402e-aafa-5b4292aff0aa",
"risk_score": 67.95,
"confidence": 0.29
} | 130.4.209.232 | 206.85.22.97 | Credential Stuffing | SIG-2226 | Recon | MITRE Technique: T1053.005 | Snort Alert: Credential Stuffing detected from 130.4.209.232 targeting 206.85.22.97 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 |
c1bcb0f5-9079-45c5-9311-c2a3bb417e21 | 2025-02-27T00:33:47 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network beaconing from 10.137.233.170 to 2.183.35.251 MITRE Technique: T1218.011 | {
"geo_location": "Cape Verde",
"device_hash": "8aeee41cfebc82c7d671963067b87789",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_2 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/20.0.852.0 Mobile/02Y201 Safari/534.0",
"session_id": "fd5016c5-62be-4d69-9347-4cd22777bb19",
"risk_score": 49.54,
"confidence": 0.85
} | 10.137.233.170 | 2.183.35.251 | null | null | null | MITRE Technique: T1218.011 | Network beaconing from 10.137.233.170 to 2.183.35.251 MITRE Technique: T1218.011 | beaconing | 105,578 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ed70fdd2-460b-401a-b0f0-568c8a83d897 | 2025-05-06T07:14:07 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection five by lovecheryl No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "853f5f0282da5d24c57a1b5bed66e46235a4f7044344a5963b0e4f4e431c6f47",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.31.7 (KHTML, like Gecko) Version/5.0.1 Safari/534.31.7",
"session_id": "059ede5c-0f71-4a6b-88ec-03c0c664ab16",
"risk_score": 69.9,
"confidence": 0.75
} | null | null | null | null | null | No additional info | Endpoint memory_injection five by lovecheryl No additional info | memory_injection | null | null | lovecheryl | five | 7,638 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
14f805e1-3f60-4877-864b-d3e8d3aff2b8 | 2025-03-24T08:27:19 | auth | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|info| desc=Auth success for gina43 via SAML from 10.113.73.213 MITRE Technique: T1059.005 noise=category | {
"geo_location": "Northern Mariana Islands",
"device_hash": "cff630fd24c6644f35e22b7b0241aaa91b9befb39fac7090a16ef066f7f058be",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/3.1)",
"session_id": "571205d1-99e4-414c-bd88-5e6c3f1ce082",
"risk_score": 33.28,
"confidence": 0.4
} | 10.113.73.213 | null | null | null | null | MITRE Technique: T1059.005 | Auth success for gina43 via SAML from 10.113.73.213 MITRE Technique: T1059.005 | success | null | null | gina43 | null | null | null | null | null | null | null | null | null | null | SAML | 41:e1:6d:cd:35:79 | null | null | null | null | null |
8acffcf2-e214-46e3-96d3-94c8bf105919 | 2025-04-08T00:15:06 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth success for brian07 via SAML from 10.167.81.75 MITRE Technique: T1190 | {
"geo_location": "Turkey",
"device_hash": "81f57e0d82a49bcb67d1100fcc7a10da",
"user_agent": "Opera/9.57.(X11; Linux x86_64; dz-BT) Presto/2.9.175 Version/11.00",
"session_id": "ed30987a-855c-4afd-bbf7-6071589a3bfc",
"risk_score": 28.73,
"confidence": 0.97
} | 10.167.81.75 | null | null | null | null | MITRE Technique: T1190 | Auth success for brian07 via SAML from 10.167.81.75 MITRE Technique: T1190 | success | null | null | brian07 | null | null | null | {
"baseline_deviation": 1.33,
"entropy": 2.29,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | SAML | 0e:d6:c9:dd:7f:be | null | null | null | null | null |
6b60db8f-ca8e-4ccd-98b0-778f227d1fe5 | 2025-03-02T06:25:11 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Camera unusual_activity MITRE Technique: T1574.002 | Associated Threat Actor: Cobalt Group | {
"geo_location": "Bahrain",
"device_hash": "546e4d25aab64501e61e76f7482fbd4bb1fe12516b6340c40473fd8b65f0d70e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.0)",
"session_id": "446aaf0c-90dc-4adf-895c-ee672e2e0178",
"risk_score": 7.82,
"confidence": 0.28
} | null | null | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: Cobalt Group | IoT device Camera unusual_activity MITRE Technique: T1574.002 | Associated Threat Actor: Cobalt Group | unusual_activity | null | null | null | null | null | null | null | Camera | iot-07b5529a | 9.3 | null | null | null | null | null | null | null | null | null | null |
1248727b-3a7c-4819-a026-2f0424f3403e | 2025-02-13T02:20:13 | firewall | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall deny TCP traffic from 10.128.236.225:12502 to 5.6.62.202:846 MITRE Technique: T1110.003 | {
"geo_location": "Croatia",
"device_hash": "b30206095aca4da150b1f54d6ec3d1ac419ea7bbf11e949c248ee0157a6c725f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/532.11.4 (KHTML, like Gecko) Version/4.0.3 Safari/532.11.4",
"session_id": "259ede28-c189-4405-bb55-ab7361c21f7a",
"risk_score": 36.12,
"confidence": 0.91
} | 10.128.236.225 | 5.6.62.202 | null | null | null | MITRE Technique: T1110.003 | Firewall deny TCP traffic from 10.128.236.225:12502 to 5.6.62.202:846 MITRE Technique: T1110.003 | deny | 469,296 | TCP | null | null | null | null | null | null | null | null | 12,502 | 846 | 388 | null | null | null | null | null | null | null |
8c1c9a93-5062-47a3-8464-09b9d6d17f53 | 2025-06-13T19:37:04 | cloud | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in AWS by elizabeth44 MITRE Technique: T1053.005 | {
"geo_location": "Uganda",
"device_hash": "c50e373a09294b36936adda6fd94200c064c8a41",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/5.1)",
"session_id": "d1922222-d354-43d4-9252-1eb56308f6ae",
"risk_score": 27.96,
"confidence": 0.45
} | null | null | null | null | null | MITRE Technique: T1053.005 | Cloud lambda_execution in AWS by elizabeth44 MITRE Technique: T1053.005 | lambda_execution | null | null | elizabeth44 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-c1dc45f4 |
1bdff958-401f-4442-b83f-0122b5630405 | 2025-02-10T23:21:00 | ids_alert | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|high| desc=Splunk Alert: XSS detected from 38.98.74.137 targeting N/A No additional info noise=where|soon|low | {
"geo_location": "Saint Helena",
"device_hash": "acd88a503c401556e3d159a446293fc6755e111d",
"user_agent": "Opera/8.19.(X11; Linux x86_64; crh-UA) Presto/2.9.182 Version/11.00",
"session_id": "6e1e9a6e-cb44-4008-98b2-39dd785a9042",
"risk_score": 60.09,
"confidence": 0.32
} | 38.98.74.137 | N/A | XSS | SIG-5151 | Malware | No additional info | Splunk Alert: XSS detected from 38.98.74.137 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 |
6d11f71c-d18b-4f16-8fcb-d5a323b3cc2a | 2025-03-04T04:53:27 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: Living-off-the-Land detected from 164.189.135.132 targeting 10.160.128.189 No additional info | {
"geo_location": "Turkmenistan",
"device_hash": "21e1a4887bb671cc715af0ff279f0eea9a182e377deb8e616fd2a470f6cc0bb1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/532.18.7 (KHTML, like Gecko) Version/4.1 Safari/532.18.7",
"session_id": "cdf6e373-0fed-4e29-b917-3d57739fdb1b",
"risk_score": 44.95,
"confidence": 0.55
} | 164.189.135.132 | 10.160.128.189 | Living-off-the-Land | SIG-7227 | Malware | No additional info | Snort Alert: Living-off-the-Land detected from 164.189.135.132 targeting 10.160.128.189 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
baba8275-7ddc-4ee6-8853-975bf7e88953 | 2025-03-21T04:42:29 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth bypass for pamela18 via password from 10.198.233.117 No additional info | {
"geo_location": "Burundi",
"device_hash": "84f01100c4d708da455ad286da34f0af4f9bc0a9",
"user_agent": "Opera/8.31.(Windows NT 5.1; ig-NG) Presto/2.9.190 Version/10.00",
"session_id": "646c35b6-6e2a-42e9-af27-3a1b57a718a5",
"risk_score": 19.43,
"confidence": 0.03
} | 10.198.233.117 | null | null | null | null | No additional info | Auth bypass for pamela18 via password from 10.198.233.117 No additional info | bypass | null | null | pamela18 | null | null | null | null | null | null | null | null | null | null | password | 5b:51:21:a6:f8:7e | null | null | null | null | null |
41b1aa7f-6132-4bb5-ab9f-2bad45af8d86 | 2025-05-16T20:21:26 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny RDP traffic from 132.199.1.49:25063 to 140.20.234.76:772 MITRE Technique: T1543.003 noise=D9666F0E | {
"geo_location": "Swaziland",
"device_hash": "53c3d696f8ded159920b4088d420fec2c55925b6dc0106f2ee7129a97d17234f",
"user_agent": "Opera/9.43.(X11; Linux i686; ber-MA) Presto/2.9.186 Version/12.00",
"session_id": "2a06f314-a9d8-4b57-8b30-186706b68af7",
"risk_score": 62.12,
"confidence": 0.96
} | 132.199.1.49 | 140.20.234.76 | null | null | null | MITRE Technique: T1543.003 | Firewall deny RDP traffic from 132.199.1.49:25063 to 140.20.234.76:772 MITRE Technique: T1543.003 | deny | 648,509 | RDP | null | null | null | null | null | null | null | null | 25,063 | 772 | 510 | null | null | null | null | null | null | null |
7c272681-191f-4a2d-a7b7-1974d5b83b84 | 2025-04-10T12:28:00 | firewall | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|critical| desc=Firewall allow HTTPS traffic from 24.67.200.57:114 to 10.188.233.222:241 MITRE Technique: T1071.001 | {
"geo_location": "French Southern Territories",
"device_hash": "2eb78949ea3fc95932ab781784c69ce6b4670324",
"user_agent": "Opera/8.97.(X11; Linux x86_64; ti-ET) Presto/2.9.183 Version/11.00",
"session_id": "0939086b-8dd8-4b3b-8bbf-e583f775ffa1",
"risk_score": 96.18,
"confidence": 0.41
} | 24.67.200.57 | 10.188.233.222 | null | null | null | MITRE Technique: T1071.001 | Firewall allow HTTPS traffic from 24.67.200.57:114 to 10.188.233.222:241 MITRE Technique: T1071.001 | allow | 975,323 | HTTPS | null | null | null | null | null | null | null | null | 114 | 241 | 34 | null | null | null | null | null | null | null |
9bc76760-f95d-4b52-bda0-309b2bd76167 | 2025-04-05T17:45:08 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for katherine25 via passwordless from 78.238.173.31 MITRE Technique: T1547.001 | {
"geo_location": "Kuwait",
"device_hash": "4a27a274dd482adec6476f61a37fba8106174b78",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; hne-IN) AppleWebKit/531.17.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6531.17.6",
"session_id": "f7133924-5dcc-42d9-a5e1-be82db440edd",
"risk_score": 65.6,
"confidence": 0.64
} | 78.238.173.31 | null | null | null | null | MITRE Technique: T1547.001 | Auth locked for katherine25 via passwordless from 78.238.173.31 MITRE Technique: T1547.001 | locked | null | null | katherine25 | null | null | null | {
"baseline_deviation": 2.93,
"entropy": 3.32,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | passwordless | c1:60:19:5c:55:62 | null | null | null | null | null |
227e331d-8b25-4302-b60b-2ef017bce48d | 2025-04-14T05:40:33 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Medical side_channel Unconventional IOC: TPM attestation failures noise=B0ED6D91 | {
"geo_location": "Palau",
"device_hash": "1a5dd985ae2e023403ad8ffbff7ad15f5d35afdd0c0b29046cec2c5820de6f7a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/3.0)",
"session_id": "a9831ecc-ee52-4e0b-bac5-1292cc8d4d6f",
"risk_score": 74.05,
"confidence": 0.18
} | null | null | null | null | null | Unconventional IOC: TPM attestation failures | IoT device Medical side_channel Unconventional IOC: TPM attestation failures | side_channel | null | null | null | null | null | null | null | Medical | iot-b72b73b0 | 1.5 | null | null | null | null | null | null | null | null | null | null |
627f7e67-f97d-47b9-a3b2-091e82dcc48e | 2025-04-25T13:52:59 | iot | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor command_injection No additional info | {
"geo_location": "Iraq",
"device_hash": "1f93df538f2e23061ead131441d63be8",
"user_agent": "Mozilla/5.0 (Android 10; Mobile; rv:28.0) Gecko/28.0 Firefox/28.0",
"session_id": "31fc43ef-d81e-4daa-b9ad-82feb69f6e3b",
"risk_score": 62.39,
"confidence": 0.12
} | null | null | null | null | null | No additional info | IoT device Sensor command_injection No additional info | command_injection | null | null | null | null | null | null | null | Sensor | iot-1b8e6f8a | 7.7 | null | null | null | null | null | null | null | null | null | null |
149c4d62-ad32-4778-bde0-85008cbacaa9 | 2025-01-19T10:45:52 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in OCI by tiffanyjones MITRE Technique: T1134.001 | {
"geo_location": "Sierra Leone",
"device_hash": "a43064995161b41c4b504c9282900b9f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ve-ZA) AppleWebKit/532.21.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6532.21.3",
"session_id": "08122626-f478-454b-9d57-cfc6ed2ec223",
"risk_score": 29.7,
"confidence": 0.15
} | null | null | null | null | null | MITRE Technique: T1134.001 | Cloud crypto_mining in OCI by tiffanyjones MITRE Technique: T1134.001 | crypto_mining | null | null | tiffanyjones | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-eccc6a90 |
7038cb12-da9f-4287-8ae6-0163fd424ddf | 2025-04-24T00:36:05 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth success for brian60 via OAuth from 182.13.231.218 Associated Threat Actor: Kimsuky | Unconventional IOC: GPU memory artifacts | {
"geo_location": "Hungary",
"device_hash": "e25b021eddad9b3841d777aa10b179ff",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_7 rv:3.0; ckb-IQ) AppleWebKit/531.25.1 (KHTML, like Gecko) Version/5.0.2 Safari/531.25.1",
"session_id": "1bd7e849-3c9b-4a71-990d-042ce9cd4526",
"risk_score": 46.05,
"confidence": 0.66
} | 182.13.231.218 | null | null | null | null | Associated Threat Actor: Kimsuky | Unconventional IOC: GPU memory artifacts | Auth success for brian60 via OAuth from 182.13.231.218 Associated Threat Actor: Kimsuky | Unconventional IOC: GPU memory artifacts | success | null | null | brian60 | null | null | null | null | null | null | null | null | null | null | OAuth | 38:ab:30:a2:14:98 | null | null | null | null | null |
f62f75f9-f8fa-471d-9e92-237c8aec3a25 | 2025-05-06T22:17:08 | iot | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor side_channel No additional info noise=yes|able|somebody | {
"geo_location": "Mongolia",
"device_hash": "f7c820503f3b18c26537a04c73604c13c9e5555ae1e1c39b3579c764f1bda1f0",
"user_agent": "Opera/8.13.(X11; Linux x86_64; hu-HU) Presto/2.9.175 Version/11.00",
"session_id": "f18bef0d-3895-4e14-a7d6-dab7a85910d0",
"risk_score": 37.86,
"confidence": 0.31
} | null | null | null | null | null | No additional info | IoT device Sensor side_channel No additional info | side_channel | null | null | null | null | null | null | null | Sensor | iot-5aef553c | 2.9 | null | null | null | null | null | null | null | null | null | null |
e287709d-b764-4a0f-b635-fefd8de2a56f | 2025-04-17T14:31:07 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth locked for angelafranco via biometric from 216.96.2.245 MITRE Technique: T1053.005 | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "90227150fe872f66d2495fcae15583fccfe90d780eb3d4f6e94c56acd0497bef",
"user_agent": "Opera/8.95.(X11; Linux i686; lij-IT) Presto/2.9.185 Version/12.00",
"session_id": "bb439fbd-8e66-4024-b99d-5abf18be9f53",
"risk_score": 43.18,
"confidence": 0.36
} | 216.96.2.245 | null | null | null | null | MITRE Technique: T1053.005 | Auth locked for angelafranco via biometric from 216.96.2.245 MITRE Technique: T1053.005 | locked | null | null | angelafranco | null | null | null | null | null | null | null | null | null | null | biometric | db:84:22:ee:f6:a6 | null | null | null | null | null |
788c2c9d-bc38-4bef-8b71-1e46d0e5a72c | 2025-06-04T18:45:33 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device Medical command_injection No additional info | {
"geo_location": "Bangladesh",
"device_hash": "1f7cc92ce1c16ee543bd18947172be1329e866ac63e48a09381c75333f8aae40",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_9) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/35.0.865.0 Safari/533.1",
"session_id": "cbcc380c-cc50-43f4-aa1d-d7f1eadb7247",
"risk_score": 64,
"confidence": 0.68
} | null | null | null | null | null | No additional info | IoT device Medical command_injection No additional info | command_injection | null | null | null | null | null | null | null | Medical | iot-fed05d37 | 3.1 | null | null | null | null | null | null | null | null | null | null |
072a5859-9f71-44d2-bb05-5ede5b9c56ef | 2025-04-15T17:05:27 | iot | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat protocol_violation MITRE Technique: T1218.011 | {
"geo_location": "Barbados",
"device_hash": "788332894a7e57b7bda2fcd06e4b1ee9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/4.0)",
"session_id": "eb312368-ee61-4ac6-8746-1646fee8189d",
"risk_score": 38.96,
"confidence": 0.77
} | null | null | null | null | null | MITRE Technique: T1218.011 | IoT device Thermostat protocol_violation MITRE Technique: T1218.011 | protocol_violation | null | null | null | null | null | null | null | Thermostat | iot-322741b9 | 9.3 | null | null | null | null | null | null | null | null | null | null |
d662548e-a7ab-4bcd-83e8-8950bb8ab296 | 2025-04-11T03:44:47 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism admit by joann68 Living-off-the-land technique detected noise=QmFjay4= | {
"geo_location": "United Kingdom",
"device_hash": "496a82dab08b666ebaaa774c8619320817e476b1c558cb5d2d9a3e62d0d656e4",
"user_agent": "Mozilla/5.0 (Android 5.0.1; Mobile; rv:36.0) Gecko/36.0 Firefox/36.0",
"session_id": "d7ba2f22-a189-484e-9ef6-5d82b53d5a8c",
"risk_score": 54.65,
"confidence": 0.12
} | null | null | null | null | null | Living-off-the-land technique detected | Endpoint persistence_mechanism admit by joann68 Living-off-the-land technique detected | persistence_mechanism | null | null | joann68 | admit | 6,843 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8dbaf6b4-b211-4c0f-950d-b0385f73eb51 | 2025-03-22T08:56:00 | network | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 38.221.142.230 to 122.218.228.70 No additional info | {
"geo_location": "Montserrat",
"device_hash": "f9c5c24dc2bfd2eb0c2357d493f11a89b49829c38e1c8c8f43ae012f4a289fee",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_2 rv:5.0; aa-DJ) AppleWebKit/532.2.5 (KHTML, like Gecko) Version/5.0 Safari/532.2.5",
"session_id": "6d07119a-e4b9-423d-ad59-58c62ebbfaef",
"risk_score": 24.57,
"confidence": 0.43
} | 38.221.142.230 | 122.218.228.70 | null | null | null | No additional info | Network covert_channel from 38.221.142.230 to 122.218.228.70 No additional info | covert_channel | 594,699 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6d5cbf39-34ec-47b5-bdf3-45f911dc9bf9 | 2025-04-13T15:24:07 | endpoint | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec evening by nathan23 MITRE Technique: T1071.001 noise=1D67724A | {
"geo_location": "Singapore",
"device_hash": "859d5ab4ab14afc48dd62b0349b338a4",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/57.0.853.0 Safari/532.2",
"session_id": "d0f7b2a6-f2bb-41ad-a9c1-2077d88c6b94",
"risk_score": 8.9,
"confidence": 0.24
} | null | null | null | null | null | MITRE Technique: T1071.001 | Endpoint powershell_exec evening by nathan23 MITRE Technique: T1071.001 | powershell_exec | null | null | nathan23 | evening | 9,278 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e949240e-3214-4839-8885-2eff80424ad7 | 2025-07-06T00:28:16 | iot | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Senegal",
"device_hash": "fd254cff6779b8a90ec3164cfd725e13f43219c1",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.3) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/18.0.873.0 Safari/531.1",
"session_id": "3a68b4a9-a517-453e-96be-289f9de5104e",
"risk_score": 21.24,
"confidence": 0.73
} | null | null | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Camera | iot-b525ca32 | 1.9 | null | null | null | null | null | null | null | null | null | null |
73264d63-5999-4a97-a494-9eacdcdd1fea | 2025-03-14T03:00:21 | iot | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "298e24f1f2c0b6f45737192f408a423a4c9ca0b0",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_4; rv:1.9.5.20) Gecko/8804-03-14 22:42:02 Firefox/3.8",
"session_id": "85141ac3-4187-45a8-ba63-50bc3c2865c4",
"risk_score": 55.61,
"confidence": 0.79
} | null | null | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | firmware_update | null | null | null | null | null | null | {
"baseline_deviation": 2.42,
"entropy": 5.04,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Thermostat | iot-3f127df8 | 7.5 | null | null | null | null | null | null | null | null | null | null |
f4e9c5c0-3893-4ad9-9faa-4c815a43e461 | 2025-05-26T19:28:25 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 66.99.189.246 to 161.76.16.229 No additional info noise=7A4A1258 | {
"geo_location": "Brazil",
"device_hash": "c8299504c4c26440760e94015e678131",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_0 rv:5.0; sa-IN) AppleWebKit/531.31.4 (KHTML, like Gecko) Version/4.0 Safari/531.31.4",
"session_id": "7b91d3c4-0725-4650-ad58-2b050e293081",
"risk_score": 50.91,
"confidence": 0.87
} | 66.99.189.246 | 161.76.16.229 | null | null | null | No additional info | Network covert_channel from 66.99.189.246 to 161.76.16.229 No additional info | covert_channel | 100,909 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
58400ceb-2c74-4964-b36f-5de06d944b9e | 2025-04-09T09:32:13 | network | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 104.245.21.83 to 215.2.32.118 No additional info | {
"geo_location": "New Zealand",
"device_hash": "d90b979015a1af9541a73d6d2f95e5fdb0d3e8ec47ea5bdd6d9e61af811bf7ec",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_2_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/46.0.843.0 Mobile/84E495 Safari/535.2",
"session_id": "9397a56a-b463-4c10-bb3f-5fc1777018a0",
"risk_score": 46.84,
"confidence": 0.98
} | 104.245.21.83 | 215.2.32.118 | null | null | null | No additional info | Network beaconing from 104.245.21.83 to 215.2.32.118 No additional info | beaconing | 482,381 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
744ead55-0a6a-4295-bd38-a53015758bcd | 2025-02-15T14:58:28 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth success for victoria49 via password from 10.144.36.178 MITRE Technique: T1574.002 | {
"geo_location": "Barbados",
"device_hash": "bda2436c65d0ed7c675e6d699844a9c3f101fcd6358def6df6f833a4790bf46a",
"user_agent": "Opera/8.96.(X11; Linux i686; cy-GB) Presto/2.9.185 Version/10.00",
"session_id": "736c8c4d-49e5-4c57-a62e-944e8cf7218d",
"risk_score": 36.92,
"confidence": 0.79
} | 10.144.36.178 | null | null | null | null | MITRE Technique: T1574.002 | Auth success for victoria49 via password from 10.144.36.178 MITRE Technique: T1574.002 | success | null | null | victoria49 | null | null | null | null | null | null | null | null | null | null | password | 82:11:3a:bc:96:5d | null | null | null | null | null |
87d04214-b1b2-41fe-b091-86919aaaf5cb | 2025-07-07T21:13:18 | ai | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by aguilarjames No additional info | {
"geo_location": "Vanuatu",
"device_hash": "2988e932b7968c8ef90f753d82b02f85fa78f93cb5695bfd1470646a58005976",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/531.23.6 (KHTML, like Gecko) Version/4.0.2 Safari/531.23.6",
"session_id": "4051a693-0c94-44c6-b1b5-f5f9a08736ce",
"risk_score": 50.4,
"confidence": 0.88
} | null | null | null | null | null | No additional info | AI system adversarial_input by aguilarjames No additional info | adversarial_input | null | null | aguilarjames | null | null | null | null | null | null | null | null | null | null | null | null | model-bc22c264 | 71019ac3ab4158d7e39700e8fd30c0e0d89f4bad57ffa3368594546b1ba8049d | bfcdcbed5838da7895a347c5ea8c56d22efd262904116997863e5f40f0fb1075 | null | null |
31f9a125-4f19-446b-ad19-42689d0a0e31 | 2025-04-06T03:09:41 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for stonejennifer via biometric from 23.128.250.245 MITRE Technique: T1078.004 | {
"geo_location": "Cayman Islands",
"device_hash": "15069707dfa218af3a1257f55e92bffba46dc2ae1929cc07ca3c457587b36772",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; lij-IT) AppleWebKit/534.14.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6534.14.5",
"session_id": "47c56a1d-f030-4b77-8d0e-dab25ec5b5fa",
"risk_score": 34.36,
"confidence": 0.51
} | 23.128.250.245 | null | null | null | null | MITRE Technique: T1078.004 | Auth bypass for stonejennifer via biometric from 23.128.250.245 MITRE Technique: T1078.004 | bypass | null | null | stonejennifer | null | null | null | null | null | null | null | null | null | null | biometric | 4b:f7:e8:70:33:35 | null | null | null | null | null |
b71198fa-71b9-412f-b575-84d0c9f3d1a2 | 2025-02-25T23:22:11 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load sell by schaefernicole Associated Threat Actor: APT38 noise=case|collection|price | {
"geo_location": "Northern Mariana Islands",
"device_hash": "95c38c0e721b79b5242e4a0383e15e33",
"user_agent": "Mozilla/5.0 (Windows CE; ckb-IQ; rv:1.9.1.20) Gecko/9984-11-02 06:23:26 Firefox/4.0",
"session_id": "aa7f33d3-6282-41ec-8123-df4b08c5c294",
"risk_score": 34.98,
"confidence": 0.07
} | null | null | null | null | null | Associated Threat Actor: APT38 | Endpoint driver_load sell by schaefernicole Associated Threat Actor: APT38 | driver_load | null | null | schaefernicole | sell | 496 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f9f75d6e-0d84-49e1-a809-48ea61d6b327 | 2025-02-23T00:27:02 | firewall | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|high| desc=Firewall drop NTP traffic from 145.128.182.4:237 to 63.133.235.213:30055 Unconventional IOC: UEFI variable tampering | Geo anomaly: Impossible travel detected | {
"geo_location": "Guernsey",
"device_hash": "61ea658ef787410c45fa8f18f23c47974e46f72eea0dcdd7a48272dacc59d8fc",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/532.31.7 (KHTML, like Gecko) Version/4.0.4 Safari/532.31.7",
"session_id": "4fc1c76c-d5d7-4750-bc7d-a53a16004bc8",
"risk_score": 54.27,
"confidence": 0.18
} | 145.128.182.4 | 63.133.235.213 | null | null | null | Unconventional IOC: UEFI variable tampering | Geo anomaly: Impossible travel detected | Firewall drop NTP traffic from 145.128.182.4:237 to 63.133.235.213:30055 Unconventional IOC: UEFI variable tampering | Geo anomaly: Impossible travel detected | drop | 89,018 | NTP | null | null | null | null | null | null | null | null | 237 | 30,055 | 2,566 | null | null | null | null | null | null | null |
031efcbb-06e6-432c-8671-fd2baff155d0 | 2025-05-27T17:29:46 | iot | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|high| desc=IoT device Camera sensor_spoofing MITRE Technique: T1574.002 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "United States Virgin Islands",
"device_hash": "b2b858ab798157715d964aaf09481fd611383cfd91d31a99fb7a2971b15b5792",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/3.1)",
"session_id": "c5e42764-5e22-49b2-86f3-8502eb17b33c",
"risk_score": 68.95,
"confidence": 0.62
} | null | null | null | null | null | MITRE Technique: T1574.002 | Unconventional IOC: Unusual DNS TXT records | IoT device Camera sensor_spoofing MITRE Technique: T1574.002 | Unconventional IOC: Unusual DNS TXT records | sensor_spoofing | null | null | null | null | null | null | null | Camera | iot-9b96d081 | 8.2 | null | null | null | null | null | null | null | null | null | null |
8185edd2-ea70-4cfd-b3bb-d521eb394999 | 2025-05-22T19:31:46 | cloud | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Azure by reynoldssean Associated Threat Actor: Conti | {
"geo_location": "Colombia",
"device_hash": "354968212e641262d3a1dede76667248be199e2f",
"user_agent": "Opera/8.84.(Windows NT 6.0; bo-IN) Presto/2.9.172 Version/12.00",
"session_id": "d9cdec78-638f-47c6-8ed8-769ea0f3bc6d",
"risk_score": 43.11,
"confidence": 0.03
} | null | null | null | null | null | Associated Threat Actor: Conti | Cloud storage_access in Azure by reynoldssean Associated Threat Actor: Conti | storage_access | null | null | reynoldssean | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-8d4c4fee |
ee45ee5d-5023-4852-a379-1895289e1128 | 2025-05-10T07:23:07 | ai | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by basscorey No additional info | {
"geo_location": "Ukraine",
"device_hash": "b2ee047cec0ddc70c1c0b2e8d61f83b57f7be28c4181e22cfb4b55b766c1f6d1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; yi-US) AppleWebKit/531.41.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6531.41.5",
"session_id": "56411919-eb8b-43a8-8970-24c60770bdde",
"risk_score": 64.8,
"confidence": 0.98
} | null | null | null | null | null | No additional info | AI system prompt_injection by basscorey No additional info | prompt_injection | null | null | basscorey | null | null | null | null | null | null | null | null | null | null | null | null | model-889c8b47 | a43e3f1623721a596fc424347ee31372 | bbb9f09c1243fef08b2e796c000d76ad6813ba0a | null | null |
e9dec481-83b8-46c8-a4a2-6207190e1db3 | 2022-04-28T02:49:23 | 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 technology by joshuarios Unconventional IOC: CPU microcode changes | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "628ac9782406b754dcee0f2d367a06273741e8d3869c81aa31585fec797f9cba",
"user_agent": "Opera/9.32.(X11; Linux i686; gv-GB) Presto/2.9.163 Version/11.00",
"session_id": "76dcf161-d5f8-446d-9289-3b0f21d1a346",
"risk_score": 27.96,
"confidence": 0.49
} | null | null | null | null | null | Unconventional IOC: CPU microcode changes | Endpoint persistence_mechanism technology by joshuarios Unconventional IOC: CPU microcode changes | persistence_mechanism | null | null | joshuarios | technology | 8,230 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0f8df494-f074-4cc2-89db-927f036bbdb0 | 2025-01-14T04:52:59 | network | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 142.67.231.54 to 10.151.24.190 MITRE Technique: T1078.004 | {
"geo_location": "North Korea",
"device_hash": "02d02fb99189e36cb5c4d5967958cbbd",
"user_agent": "Opera/8.89.(X11; Linux i686; tg-TJ) Presto/2.9.166 Version/12.00",
"session_id": "4243e839-2600-4b75-8fda-eb37763d75d9",
"risk_score": 50.51,
"confidence": 0.88
} | 142.67.231.54 | 10.151.24.190 | null | null | null | MITRE Technique: T1078.004 | Network disconnection from 142.67.231.54 to 10.151.24.190 MITRE Technique: T1078.004 | disconnection | 723,547 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
de3cb23b-3e10-4ac6-b240-0a0ab8449564 | 2025-04-23T16:06:26 | network | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|critical| desc=Network connection from 222.114.175.163 to 170.226.136.113 MITRE Technique: T1218.011 | Unconventional IOC: UEFI variable tampering | {
"geo_location": "Madagascar",
"device_hash": "e1cd278b569a9752135b8a29472a4067",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "602e1fe2-fa67-493d-9393-b568dd7d3563",
"risk_score": 74.73,
"confidence": 0.5
} | 222.114.175.163 | 170.226.136.113 | null | null | null | MITRE Technique: T1218.011 | Unconventional IOC: UEFI variable tampering | Network connection from 222.114.175.163 to 170.226.136.113 MITRE Technique: T1218.011 | Unconventional IOC: UEFI variable tampering | connection | 227,526 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3facf7fa-28ba-476f-bd26-9cddf94d0ac0 | 2025-04-16T12:03:23 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access /situation/support.numbers by ggriffin Associated Threat Actor: Lazarus Group | {
"geo_location": "Barbados",
"device_hash": "b84eb2adadb621833cc22b8dea6c5e2d27eb5506eadf9e3b3b2587827563636c",
"user_agent": "Mozilla/5.0 (Android 3.2.1; Mobile; rv:46.0) Gecko/46.0 Firefox/46.0",
"session_id": "acf55a66-0a92-4a66-ad42-c2b9e421c650",
"risk_score": 21.31,
"confidence": 0.18
} | null | null | null | null | null | Associated Threat Actor: Lazarus Group | Endpoint file_access /situation/support.numbers by ggriffin Associated Threat Actor: Lazarus Group | file_access | null | null | ggriffin | /situation/support.numbers | 9,414 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7c0e7c7c-e7dd-4536-8f68-19b83947c566 | 2025-05-18T05:21:17 | cloud | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in AWS by whitekathleen No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "f12ee3c993685b8f349ec4e5d62c5249e69554c8ec65e80bc7a2933f4e9272a0",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/18.0.841.0 Safari/531.2",
"session_id": "56dc87f1-15e0-44fa-b70d-0f99e7669837",
"risk_score": 60.58,
"confidence": 0.66
} | null | null | null | null | null | No additional info | Cloud config_change in AWS by whitekathleen No additional info | config_change | null | null | whitekathleen | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-305a7d56 |
9b68fd17-0874-4a25-a416-b7f8386ffd19 | 2025-06-28T20:03:38 | ai | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by thomaschurch MITRE Technique: T1059.001 | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "3f38f36ba0e1e61c70b7f5d2ba8da3a085686bcc",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ca-IT) AppleWebKit/531.15.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6531.15.7",
"session_id": "d4414def-a530-44d7-ad43-7cfd44149aa8",
"risk_score": 44.64,
"confidence": 0.52
} | null | null | null | null | null | MITRE Technique: T1059.001 | AI system training_data_poisoning by thomaschurch MITRE Technique: T1059.001 | training_data_poisoning | null | null | thomaschurch | null | null | null | {
"baseline_deviation": 0.87,
"entropy": 4.42,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-25f2ab32 | 5e9c76e0b37ec61fb493474a1d5f2c6bede64d69 | ff87bb0137de916ea7d021abaf5fca3ecfdefe3042147a118ac00e3e5de1e3d2 | null | null |
7be449ea-1152-4169-967f-5899b04eb839 | 2025-02-13T19:57:53 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only RDP traffic from 32.1.158.178:568 to 202.125.251.65:779 Unconventional IOC: Power consumption spikes | {
"geo_location": "Sweden",
"device_hash": "869b5fb8486ccc81a271764940653770f0c90125",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/58.0.850.0 Safari/536.1",
"session_id": "b5745f9b-d020-4fe5-be78-79ea07f5d9b2",
"risk_score": 56.73,
"confidence": 0
} | 32.1.158.178 | 202.125.251.65 | null | null | null | Unconventional IOC: Power consumption spikes | Firewall log-only RDP traffic from 32.1.158.178:568 to 202.125.251.65:779 Unconventional IOC: Power consumption spikes | log-only | 371,691 | RDP | null | null | null | null | null | null | null | null | 568 | 779 | 1,816 | null | null | null | null | null | null | null |
c4e11481-2649-4681-9e40-964d98b24792 | 2025-01-19T15:02:11 | auth | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for thompsonjames via biometric from 134.137.138.178 No additional info | {
"geo_location": "Belgium",
"device_hash": "767b16b979b51d175e06c2459752e9500ca7272b07c748fc7224deb63b04f03e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.0)",
"session_id": "64557524-dd48-4c0f-ab5a-2f1ada911ef1",
"risk_score": 41.36,
"confidence": 0.55
} | 134.137.138.178 | null | null | null | null | No additional info | Auth challenge for thompsonjames via biometric from 134.137.138.178 No additional info | challenge | null | null | thompsonjames | null | null | null | null | null | null | null | null | null | null | biometric | 32:98:64:3e:52:65 | null | null | null | null | null |
b2aaccf3-51be-4006-924e-1a6b5f9cbcf2 | 2025-06-02T08:01:35 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny UDP traffic from 213.211.17.191:839 to 149.68.48.164:913 No additional info | {
"geo_location": "Senegal",
"device_hash": "798243c82ad50da12f5b6c910d38552b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/5.1)",
"session_id": "61a0b9c4-c199-487f-bbc8-1f2de1761cab",
"risk_score": 44.19,
"confidence": 0.8
} | 213.211.17.191 | 149.68.48.164 | null | null | null | No additional info | Firewall deny UDP traffic from 213.211.17.191:839 to 149.68.48.164:913 No additional info | deny | 558,165 | UDP | null | null | null | null | null | null | null | null | 839 | 913 | 242 | null | null | null | null | null | null | null |
9675477f-96bb-4901-9a84-a33a4e916fd0 | 2025-04-28T23:29:08 | network | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|high| desc=Network beaconing from 126.238.220.133 to 64.64.101.149 No additional info | {
"geo_location": "Korea",
"device_hash": "29f5b8e599417aa5791e68beffd6c1fa",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/5638-08-02 05:08:21 Firefox/3.8",
"session_id": "6deca438-fb83-447b-b0e5-734abc69c3f9",
"risk_score": 43.67,
"confidence": 0.56
} | 126.238.220.133 | 64.64.101.149 | null | null | null | No additional info | Network beaconing from 126.238.220.133 to 64.64.101.149 No additional info | beaconing | 158,221 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
57eb72c2-8503-4879-87ab-bfcc7b68c8e4 | 2025-04-19T04:43:40 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 155.160.58.190 to 56.189.34.41 No additional info | {
"geo_location": "Nauru",
"device_hash": "db5342bc3e9f84518e97f14c9782ac6442764707581c0d679d0209586aec646f",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/33.0.801.0 Safari/531.2",
"session_id": "a6ff62cd-b684-4ba2-ae54-4da0c4ac9bc4",
"risk_score": 59.19,
"confidence": 0.25
} | 155.160.58.190 | 56.189.34.41 | null | null | null | No additional info | Network bandwidth_usage from 155.160.58.190 to 56.189.34.41 No additional info | bandwidth_usage | 297,715 | ICMP | null | null | null | null | {
"baseline_deviation": 2.97,
"entropy": 7.41,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
0bedd202-1ef0-43d9-b7a6-b01443bd7ef0 | 2025-01-31T21:42:37 | endpoint | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec natural by lmanning No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "ac41713511aef5c53e8d79861c24c8f9",
"user_agent": "Mozilla/5.0 (Windows 98; bhb-IN; rv:1.9.2.20) Gecko/8876-10-08 12:01:41 Firefox/3.8",
"session_id": "7b113030-8a6e-4bfa-9021-18c2618c1947",
"risk_score": 73.6,
"confidence": 0.11
} | null | null | null | null | null | No additional info | Endpoint wmi_exec natural by lmanning No additional info | wmi_exec | null | null | lmanning | natural | 2,931 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
101b16fa-1445-4bf3-870e-63f8b1e3d38f | 2025-03-01T05:41:59 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load event by bautistagrace MITRE Technique: T1134.001 | {
"geo_location": "Kuwait",
"device_hash": "dd47c3eacfd9ea5ab56a4f856e134a2e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_7) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/13.0.894.0 Safari/533.2",
"session_id": "9da2877e-ff84-4e51-ae6e-138a496aa931",
"risk_score": 93.69,
"confidence": 0.32
} | null | null | null | null | null | MITRE Technique: T1134.001 | Endpoint driver_load event by bautistagrace MITRE Technique: T1134.001 | driver_load | null | null | bautistagrace | event | 1,360 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1f6e8f34-d834-4ec6-bde7-db8e6750f8d9 | 2025-05-10T15:49:37 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by jenniferrobinson No additional info | {
"geo_location": "Peru",
"device_hash": "1d10f4b0c3f37c80cb0d0d1f91ddf1542810dd8f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/534.47.7 (KHTML, like Gecko) Version/4.0 Safari/534.47.7",
"session_id": "a22d0333-5cf7-49c4-84bd-12cebb01dfe7",
"risk_score": 38.56,
"confidence": 0.16
} | null | null | null | null | null | No additional info | AI system adversarial_input by jenniferrobinson No additional info | adversarial_input | null | null | jenniferrobinson | null | null | null | null | null | null | null | null | null | null | null | null | model-ed2b0570 | 0e60b00db9b113e61b7984d83434ce9ee4ca1812 | 65ede8cf4476651529a38502abc9ca18b58f3f13 | null | null |
a137a2c3-ebff-456f-90ea-8c09f17314bc | 2025-04-01T05:56:32 | iot | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat side_channel No additional info | {
"geo_location": "Peru",
"device_hash": "c43b3e47ec7b8b7f5692294a7dc433bf",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_4 rv:2.0; sw-KE) AppleWebKit/535.22.6 (KHTML, like Gecko) Version/4.0.2 Safari/535.22.6",
"session_id": "542e3bf9-0371-499a-9be8-c48d6b799048",
"risk_score": 70.77,
"confidence": 0.55
} | null | null | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | side_channel | null | null | null | null | null | null | null | Thermostat | iot-c9c66594 | 9.9 | null | null | null | null | null | null | null | null | null | null |
b1c81b3f-ab4e-4890-b203-0ab1d8c48879 | 2025-03-03T04:37:04 | iot | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC sensor_spoofing MITRE Technique: T1078.004 | {
"geo_location": "Korea",
"device_hash": "b88d74d41b0ace6ffab2c2eee34e8471f884e00d",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/6273-03-28 06:40:33 Firefox/3.6.12",
"session_id": "002405c7-f601-4083-946a-b03ea2b4f4d4",
"risk_score": 61.16,
"confidence": 0.62
} | null | null | null | null | null | MITRE Technique: T1078.004 | IoT device HVAC sensor_spoofing MITRE Technique: T1078.004 | sensor_spoofing | null | null | null | null | null | null | null | HVAC | iot-eab1c3a2 | 10.6 | null | null | null | null | null | null | null | null | null | null |
6fc2281f-fa98-42f1-aaad-ab74c78b8507 | 2025-04-17T02:08:20 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect SMB traffic from 119.246.250.176:720 to 10.224.177.254:527 MITRE Technique: T1543.003 | Geo anomaly: Impossible travel detected | {
"geo_location": "Iran",
"device_hash": "56cd1fe30cef997973acc75c5e28ab52b8d4c643",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_9) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/40.0.883.0 Safari/534.1",
"session_id": "d2998a17-ca6d-4afb-9ce3-c6c1550c0bb7",
"risk_score": 57.75,
"confidence": 0.33
} | 119.246.250.176 | 10.224.177.254 | null | null | null | MITRE Technique: T1543.003 | Geo anomaly: Impossible travel detected | Firewall inspect SMB traffic from 119.246.250.176:720 to 10.224.177.254:527 MITRE Technique: T1543.003 | Geo anomaly: Impossible travel detected | inspect | 76,882 | SMB | null | null | null | null | null | null | null | null | 720 | 527 | 328 | null | null | null | null | null | null | null |
11cde766-68d3-4dd9-bf7c-35a9d9bd648d | 2025-04-07T23:08:33 | endpoint | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop situation by taylorburnett No additional info | {
"geo_location": "Afghanistan",
"device_hash": "d3ac5aab56333af0c67f923a75579ad2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/4.1)",
"session_id": "9aafc8d1-15ad-43e4-9335-7c1e92752a3b",
"risk_score": 63.87,
"confidence": 0.54
} | null | null | null | null | null | No additional info | Endpoint process_stop situation by taylorburnett No additional info | process_stop | null | null | taylorburnett | situation | 3,206 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f7f1bf51-e4fe-4207-90af-3eb7545d1c6e | 2025-04-11T02:42:41 | ids_alert | Zeek v5.0.0 | emergency | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Zeek Alert: Zero-Day Exploit detected from 86.30.44.233 targeting 173.45.251.146 Associated Threat Actor: APT38 noise=tags/tag/category | {
"geo_location": "Mauritania",
"device_hash": "f4a2e3330f197d5b57286d49a0cff58f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/5.1)",
"session_id": "294db452-bd39-4a95-9c38-352ab0baeeab",
"risk_score": 81.72,
"confidence": 0.6
} | 86.30.44.233 | 173.45.251.146 | Zero-Day Exploit | SIG-2339 | Policy | Associated Threat Actor: APT38 | Zeek Alert: Zero-Day Exploit detected from 86.30.44.233 targeting 173.45.251.146 Associated Threat Actor: APT38 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f86aa55c-494e-4698-94f3-b9acb1e48979 | 2025-06-11T21:16:11 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth failed for roymiles via SAML from 21.103.28.252 No additional info noise=990F3DC7 | {
"geo_location": "Uruguay",
"device_hash": "1104dea0123c001980554218109ad7d9",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/533.30.3 (KHTML, like Gecko) Version/5.0.4 Safari/533.30.3",
"session_id": "6385bed1-2a95-441a-b6ce-303d52622b97",
"risk_score": 34.59,
"confidence": 0.1
} | 21.103.28.252 | null | null | null | null | No additional info | Auth failed for roymiles via SAML from 21.103.28.252 No additional info | failed | null | null | roymiles | null | null | null | null | null | null | null | null | null | null | SAML | 78:8b:7a:6d:37:dc | null | null | null | null | null |
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