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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
69bf5bff-3c18-4755-bec7-e05ff1b462e7 | 2025-02-09T18:43:30 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: Domain Fronting detected from 130.63.40.79 targeting 210.235.231.220 MITRE Technique: T1204.002 | Unconventional IOC: TPM attestation failures | {
"geo_location": "Estonia",
"device_hash": "70d29120062edb3e44db96cd384fad89",
"user_agent": "Mozilla/5.0 (Android 8.1.0; Mobile; rv:51.0) Gecko/51.0 Firefox/51.0",
"session_id": "93b574b6-d2d3-4e2b-ad78-4fa738620dd5",
"risk_score": 85.01,
"confidence": 0.01
} | null | null | null | null | null | MITRE Technique: T1204.002 | Unconventional IOC: TPM attestation failures | Snort Alert: Domain Fronting detected from 130.63.40.79 targeting 210.235.231.220 MITRE Technique: T1204.002 | Unconventional IOC: TPM attestation failures | null | null | null | null | 130.63.40.79 | 210.235.231.220 | Domain Fronting | SIG-4805 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
c6c6a393-68af-436e-9ea6-729d14eb84aa | 2025-03-05T02:22:32 | ai | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by camposerik MITRE Technique: T1059.005 | {
"geo_location": "Central African Republic",
"device_hash": "9c14b57aebb514389db256da6424106a87e6b98d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/3.0)",
"session_id": "cdf1b5fc-9fad-4a9c-9c73-00fc5578bdcb",
"risk_score": 100,
"confidence": 0.37
} | camposerik | training_data_poisoning | null | null | null | MITRE Technique: T1059.005 | AI system training_data_poisoning by camposerik MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | model-896633bd | a778980efc16be6e00084c04cded0d7ab6fc170b | 520426fcc8da02bdb5539102a62c41a3a1ff0b8a | null | null | null | null | null | null | null |
a5fb83c4-644d-4eb9-81f5-ef220aaf7ec1 | 2025-05-23T05:02:18 | iot | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "Armenia",
"device_hash": "bd8002dbe83b8e3ce05660fa6b0c69e73838fa4e",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_6; rv:1.9.5.20) Gecko/9701-08-13 22:55:33 Firefox/3.8",
"session_id": "050f7a57-d164-44da-a913-7e63f0867bb6",
"risk_score": 34.63,
"confidence": 0.27
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | null | Sensor | iot-fd6cc95a | 9.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f96851b7-cb68-47e8-8d47-925ebdf0d833 | 2025-02-01T16:02:16 | endpoint | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection would by danflores No additional info | {
"geo_location": "Malawi",
"device_hash": "fc44e25f2d81c46014b8191a22a02cb50309949b76cc29e0d55e3a240765b385",
"user_agent": "Opera/9.67.(X11; Linux x86_64; ts-ZA) Presto/2.9.186 Version/11.00",
"session_id": "b3b33b68-ff86-4501-9188-0ac209595ffc",
"risk_score": 58.07,
"confidence": 0.44
} | danflores | memory_injection | would | 8,945 | svchost.exe | No additional info | Endpoint memory_injection would by danflores No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
35672f2a-4fb1-4d62-9fef-536abac30552 | 2025-03-11T01:32:47 | iot | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical battery_drain No additional info noise=QXBwbHku | {
"geo_location": "Singapore",
"device_hash": "2ba67a1d4a8490b036276764696fc2403f334dfe",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/3.1)",
"session_id": "2e67aeb9-73ca-429d-9d75-1888f6e68c6e",
"risk_score": 46.98,
"confidence": 0.18
} | null | battery_drain | null | null | null | No additional info | IoT device Medical battery_drain No additional info | null | Medical | iot-74c7f475 | 5.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2c8da704-d5cc-4d88-9b6f-1025333baf8d | 2025-05-01T11:10:54 | iot | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC sensor_spoofing MITRE Technique: T1547.001 | {
"geo_location": "Uganda",
"device_hash": "072e30e2a94b033ae9ec6e2e4246349934b18a7eac88b0bd2834a059a2362133",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/7806-07-17 02:46:21 Firefox/5.0",
"session_id": "37e6503b-8ee8-4586-8d6a-545c95936601",
"risk_score": 77.64,
"confidence": 0.99
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1547.001 | IoT device HVAC sensor_spoofing MITRE Technique: T1547.001 | null | HVAC | iot-29609616 | 7.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1ae7775f-7451-4368-8960-9119d29eb67b | 2025-06-05T23:35:11 | auth | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|high| desc=Auth failed for denise59 via MFA from 160.105.117.191 No additional info noise=explore | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "b4931e30d6dd9642189bc524a71eae1081b4241442ed42cb9c3f1e680a63bfb5",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/18.0.823.0 Safari/532.1",
"session_id": "f38ee45a-9978-4a67-8f7c-f131fc197675",
"risk_... | denise59 | failed | null | null | null | No additional info | Auth failed for denise59 via MFA from 160.105.117.191 No additional info | null | null | null | null | 160.105.117.191 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | fa:1e:de:89:39:3c |
a322f786-d67e-448a-9961-d2496a428d9e | 2025-02-09T10:19:41 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 105.40.42.171 to 196.88.15.187 No additional info | {
"geo_location": "Micronesia",
"device_hash": "8cd7fd804c0a7a09f6aa3aba09d43488",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_2 rv:3.0; af-ZA) AppleWebKit/534.9.5 (KHTML, like Gecko) Version/4.0.2 Safari/534.9.5",
"session_id": "64ccde51-5dd5-490d-820f-14346fbf7208",
"risk_score": 75.05,
"co... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 105.40.42.171 to 196.88.15.187 No additional info | null | null | null | null | 105.40.42.171 | 196.88.15.187 | null | null | null | null | null | null | null | null | null | null | HTTPS | 940,498 | null | null | null |
2d122aa9-ba32-4faa-a6b5-31b1b0456d44 | 2025-04-30T14:26:17 | firewall | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop SSH traffic from 31.231.105.63:89 to 146.46.206.96:404 No additional info | {
"geo_location": "New Caledonia",
"device_hash": "f0f0906d903eccfa9fc6c68de6eece46",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ln-CD) AppleWebKit/535.28.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6535.28.4",
"session_id": "bb3a5e8c-efe1-4951-8eed-50d42afd0f7f",
"risk_... | null | drop | null | null | null | No additional info | Firewall drop SSH traffic from 31.231.105.63:89 to 146.46.206.96:404 No additional info | null | null | null | null | 31.231.105.63 | 146.46.206.96 | null | null | null | null | null | null | null | null | 89 | 404 | SSH | 379,211 | 2,420 | null | null |
345d15b8-7a3f-4910-aec1-ef753d497ef3 | 2025-02-20T11:58:29 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: Port Scan detected from 31.17.148.173 targeting N/A No additional info | {
"geo_location": "Israel",
"device_hash": "8fbca9e3a102ce9f023ae291b05d18564a00af36",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:7.0) Gecko/7.0 Firefox/7.0",
"session_id": "007ec40b-7746-4ac8-96b4-080dc1981a08",
"risk_score": 48.73,
"confidence": 0.59
} | null | null | null | null | null | No additional info | Tanium Alert: Port Scan detected from 31.17.148.173 targeting N/A No additional info | null | null | null | null | 31.17.148.173 | N/A | Port Scan | SIG-7502 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
49839eae-56a1-4ea8-b97b-a08afcf902ff | 2025-07-05T20:07:28 | 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 emily26 MITRE Technique: T1059.001 noise=cut|begin|meeting | {
"geo_location": "United Arab Emirates",
"device_hash": "d6dc79d1b7a85c529612c984e299524316e2c7fc",
"user_agent": "Mozilla/5.0 (Android 2.3.5; Mobile; rv:44.0) Gecko/44.0 Firefox/44.0",
"session_id": "7c569389-c99e-44f8-868a-76636fe5508e",
"risk_score": 47.7,
"confidence": 0.33
} | emily26 | training_data_poisoning | null | null | null | MITRE Technique: T1059.001 | AI system training_data_poisoning by emily26 MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | model-b2186db7 | 18ed533bc079391058ed452e3a401c1b | 6b7f2ce205ae1957beae80e802c0173b | null | null | null | null | null | null | null |
006c37d3-9642-4986-a3a8-dc49f5a81615 | 2025-02-27T13:32:04 | cloud | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in AWS by jason52 No additional info | {
"geo_location": "Christmas Island",
"device_hash": "71c824b15ff0f4ee0ea2c6ea979d497c",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.5) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/51.0.825.0 Safari/531.1",
"session_id": "5acff989-b3b3-46f4-b8db-ddac16787e28",
"risk_score": 31.28,
"confidence": 0.07
} | jason52 | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in AWS by jason52 No additional info | {
"baseline_deviation": 1.91,
"entropy": 6.71,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | AWS | res-2041cfb9 | null | null | null | null | null | null | null | null | null | null |
b4ab4386-b20f-4599-97ba-fa0ebba81600 | 2025-02-03T01:28:16 | cloud | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in Alibaba by tevans No additional info | {
"geo_location": "Argentina",
"device_hash": "d38e1516315e37d8b4587b84b084dd3059cd6ddd",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/13.7a9886.0 Mobile/31U720 Safari/536.2",
"session_id": "7c86c867-8fd9-4b12-93a7-4736e4f96a8c",
"risk_sco... | tevans | container_escape | null | null | null | No additional info | Cloud container_escape in Alibaba by tevans No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-d1be6188 | null | null | null | null | null | null | null | null | null | null |
24c0c5a4-2e4c-4d2f-af78-eb5d7396ed9f | 2025-05-23T22:55:38 | cloud | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in GCP by barbaraperry No additional info | {
"geo_location": "Armenia",
"device_hash": "b7fd05b16e0cd24ce5629b52640a8ce06e0b92910548251ddf52de36285a5943",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_5) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/44.0.815.0 Safari/536.0",
"session_id": "4179d7ca-68cb-4b99-8c0f-c2c4e52e6652",
"risk_score... | barbaraperry | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in GCP by barbaraperry No additional info | null | null | null | null | null | null | null | null | null | GCP | res-c20d7e97 | null | null | null | null | null | null | null | null | null | null |
8c820a24-ea9c-40a9-b5c5-acda0653b1f8 | 2025-02-20T00:52:01 | network | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 10.2.229.3 to 22.103.206.193 MITRE Technique: T1110.003 noise=build|save|message | {
"geo_location": "Gibraltar",
"device_hash": "bd37692a78dc774c5d9738d6400c0109",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/535.41.3 (KHTML, like Gecko) Version/4.0.5 Safari/535.41.3",
"session_id": "887b258e-21d4-4d70-abe3-475f99bc03ee",
"risk_score": 15.25,
"confidence": 0.69
} | null | bandwidth_usage | null | null | null | MITRE Technique: T1110.003 | Network bandwidth_usage from 10.2.229.3 to 22.103.206.193 MITRE Technique: T1110.003 | null | null | null | null | 10.2.229.3 | 22.103.206.193 | null | null | null | null | null | null | null | null | null | null | HTTPS | 140,252 | null | null | null |
4d8eec75-c4ab-4a4f-b5b3-f2cca219d43a | 2025-06-04T19:06:29 | firewall | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall drop SSH traffic from 10.81.233.13:368 to 114.111.197.82:266 No additional info | {
"geo_location": "Guernsey",
"device_hash": "9b9876bb8e30b2aec0f86622db038984",
"user_agent": "Opera/9.41.(Windows CE; om-ET) Presto/2.9.187 Version/11.00",
"session_id": "63857795-14f9-44df-b544-fb457a716b32",
"risk_score": 27.49,
"confidence": 0.84
} | null | drop | null | null | null | No additional info | Firewall drop SSH traffic from 10.81.233.13:368 to 114.111.197.82:266 No additional info | null | null | null | null | 10.81.233.13 | 114.111.197.82 | null | null | null | null | null | null | null | null | 368 | 266 | SSH | 859,931 | 1,401 | null | null |
685c64c4-0f95-4c76-bdc7-8c739ac71ef0 | 2025-02-27T16:29:39 | cloud | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Azure by mikescott Associated Threat Actor: DarkSide | {
"geo_location": "United Arab Emirates",
"device_hash": "6b85ed14206f44ebf888d2673cfb45ce",
"user_agent": "Opera/8.17.(Windows NT 5.1; fur-IT) Presto/2.9.170 Version/11.00",
"session_id": "37ca6f0c-1699-4926-9b4e-566ca0ea733e",
"risk_score": 71.74,
"confidence": 0.68
} | mikescott | lambda_execution | null | null | null | Associated Threat Actor: DarkSide | Cloud lambda_execution in Azure by mikescott Associated Threat Actor: DarkSide | null | null | null | null | null | null | null | null | null | Azure | res-f76036ec | null | null | null | null | null | null | null | null | null | null |
a60be5ed-c436-432e-ba3a-1fa0a47865ef | 2025-05-12T18:49:31 | network | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 137.215.104.90 to 32.89.3.38 No additional info noise=century|short|nature | {
"geo_location": "Puerto Rico",
"device_hash": "d17d466d5755c659a969fd6ff4fe1ae8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/3.0)",
"session_id": "767475db-0ead-42dd-b3da-379b8632f1da",
"risk_score": 60.9,
"confidence": 0.6
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 137.215.104.90 to 32.89.3.38 No additional info | null | null | null | null | 137.215.104.90 | 32.89.3.38 | null | null | null | null | null | null | null | null | null | null | HTTPS | 440,971 | null | null | null |
06628478-0750-47c9-ad9a-65ef8207764d | 2025-06-29T23:23:53 | firewall | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow NTP traffic from 181.96.176.129:58296 to 52.217.39.57:371 Associated Threat Actor: Conti | Unconventional IOC: CPU microcode changes | {
"geo_location": "Gibraltar",
"device_hash": "6c3d1534e95fa535974d0fb218fe1151a52a0a410fdc07395e4c5be2251a6e0b",
"user_agent": "Opera/8.40.(Windows NT 5.1; os-RU) Presto/2.9.189 Version/11.00",
"session_id": "c237229a-1bce-4357-ace7-d6f1feb6b175",
"risk_score": 0,
"confidence": 0.94
} | null | allow | null | null | null | Associated Threat Actor: Conti | Unconventional IOC: CPU microcode changes | Firewall allow NTP traffic from 181.96.176.129:58296 to 52.217.39.57:371 Associated Threat Actor: Conti | Unconventional IOC: CPU microcode changes | null | null | null | null | 181.96.176.129 | 52.217.39.57 | null | null | null | null | null | null | null | null | 58,296 | 371 | NTP | 115,617 | 1,414 | null | null |
70a771c6-3bb8-40cb-9df4-c6b68e3b89b2 | 2025-05-14T20:01:11 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth challenge for strevino via passwordless from 22.102.23.22 MITRE Technique: T1574.002 noise=U2tpbGwu | {
"geo_location": "Latvia",
"device_hash": "9390c3522210754165392e69b6c66b05",
"user_agent": "Opera/8.29.(X11; Linux x86_64; fo-FO) Presto/2.9.171 Version/11.00",
"session_id": "89f0b6a1-dbd2-444b-9b79-253c0e9a942a",
"risk_score": 79.86,
"confidence": 0.54
} | strevino | challenge | null | null | null | MITRE Technique: T1574.002 | Auth challenge for strevino via passwordless from 22.102.23.22 MITRE Technique: T1574.002 | null | null | null | null | 22.102.23.22 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | dd:67:4e:dc:80:ea |
e0b1e0ee-732e-4440-961e-8d4347f7051f | 2025-04-23T04:32:36 | cloud | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in OCI by tstewart No additional info | {
"geo_location": "Kuwait",
"device_hash": "e25aac1583840ef01ac7560c28ce5f27",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_6) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/48.0.837.0 Safari/532.0",
"session_id": "48ab44f3-0718-4fbb-8934-9632fcd6aff3",
"risk_score": 80.05,
"confidence": 0.3... | tstewart | container_escape | null | null | null | No additional info | Cloud container_escape in OCI by tstewart No additional info | null | null | null | null | null | null | null | null | null | OCI | res-a7ed1443 | null | null | null | null | null | null | null | null | null | null |
2d89d262-c6af-4736-bbe3-2ea8f5589810 | 2025-07-07T02:13:24 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth challenge for umurray via key from 125.170.143.254 MITRE Technique: T1071.001 | {
"geo_location": "Portugal",
"device_hash": "758b8c04ba87f866ab8ce3a3c5af2f926ea81b2bf7cb8d6ec11f6313836cbd17",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/532.48.4 (KHTML, like Gecko) Version/4.0.1 Safari/532.48.4",
"session_id": "348be11b-ce3d-467f-97ae-67da3e2e91b8",
"risk_score": 32.0... | umurray | challenge | null | null | null | MITRE Technique: T1071.001 | Auth challenge for umurray via key from 125.170.143.254 MITRE Technique: T1071.001 | null | null | null | null | 125.170.143.254 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 04:03:a2:ca:c8:89 |
c821bf0f-1c78-4826-bdc7-7eea9ee17f23 | 2025-01-29T22:44:17 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint driver_load action by johnsonrichard No additional info noise=B2C7FC52 | {
"geo_location": "Portugal",
"device_hash": "0ba1cf3909fc9d3d808f1f483d83b205",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.4) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/44.0.872.0 Safari/532.0",
"session_id": "0fb87e6c-6659-45ec-a745-cc1e9bd8e253",
"risk_score": 89.92,
"confidence": 0.77
} | johnsonrichard | driver_load | action | 5,159 | powershell.exe | No additional info | Endpoint driver_load action by johnsonrichard No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6b7b0b85-f5da-4004-aa04-b309c16b1cce | 2025-05-26T00:22:45 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 163.238.16.78 to 191.102.32.204 No additional info | {
"geo_location": "Iceland",
"device_hash": "ce98f7d225fc03b0723988b5fb02f1755777f4124f73a7ed603eefd7b1db537a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/4.0)",
"session_id": "729caa82-a3ea-4c89-8ec4-9b4d3cae7eda",
"risk_score": 29.75,
"confidence": 0.17
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 163.238.16.78 to 191.102.32.204 No additional info | null | null | null | null | 163.238.16.78 | 191.102.32.204 | null | null | null | null | null | null | null | null | null | null | ICMP | 949,269 | null | null | null |
83ce4a46-88e6-454d-be67-7740c52fa7d1 | 2025-02-15T05:40:16 | iot | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|high| desc=IoT device Medical unusual_activity MITRE Technique: T1190 | {
"geo_location": "China",
"device_hash": "bdd7c83fb8b227e1ab8405590e3c4444",
"user_agent": "Opera/8.28.(Windows NT 6.0; dv-MV) Presto/2.9.183 Version/10.00",
"session_id": "e0714c7b-68c0-46b1-81b7-d11b34f6350a",
"risk_score": 66.1,
"confidence": 0.28
} | null | unusual_activity | null | null | null | MITRE Technique: T1190 | IoT device Medical unusual_activity MITRE Technique: T1190 | null | Medical | iot-8b52d038 | 2.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a91f82f3-4a4c-41ff-879e-dea22201f3c4 | 2025-03-22T00:42:00 | firewall | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall allow UDP traffic from 178.157.239.182:455 to 142.160.62.47:86 MITRE Technique: T1566.001 | Associated Threat Actor: APT29 | {
"geo_location": "Turkey",
"device_hash": "8fe729c5a888f2bed97198d8702d636e3066be52",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.1)",
"session_id": "d5126b4d-9df6-46c9-83ae-d26fa64334a3",
"risk_score": 89.23,
"confidence": 0.2
} | null | allow | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: APT29 | Firewall allow UDP traffic from 178.157.239.182:455 to 142.160.62.47:86 MITRE Technique: T1566.001 | Associated Threat Actor: APT29 | null | null | null | null | 178.157.239.182 | 142.160.62.47 | null | null | null | null | null | null | null | null | 455 | 86 | UDP | 837,720 | 307 | null | null |
ae409ed9-a715-4043-baeb-994fc57c0961 | 2025-01-24T10:24:49 | iot | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor command_injection No additional info | {
"geo_location": "Christmas Island",
"device_hash": "12fadfc6cf4153f5f66725a3a6a8b9ed",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/27.0.815.0 Safari/535.0",
"session_id": "9efad270-8474-420f-b36d-f7b3386b1dc9",
"risk_score": 53.39,
"confidence": 0.43
} | null | command_injection | null | null | null | No additional info | IoT device Sensor command_injection No additional info | null | Sensor | iot-49635851 | 9.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
144e0b32-c1f7-4bf3-a8bf-974cd6edcf92 | 2025-03-15T11:09:46 | cloud | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in AWS by timothy51 MITRE Technique: T1071.001 | {
"geo_location": "Albania",
"device_hash": "91c25e53a8e5a1be2465f630ba652082",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; mai-IN) AppleWebKit/535.17.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6535.17.4",
"session_id": "014dea4b-7e28-4c45-9602-ef8a6bff8e58",
"risk_score... | timothy51 | storage_access | null | null | null | MITRE Technique: T1071.001 | Cloud storage_access in AWS by timothy51 MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | AWS | res-d22afdce | null | null | null | null | null | null | null | null | null | null |
d751f778-f651-4901-a38c-b1bc2091709b | 2025-04-26T18:44:43 | endpoint | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop /article/believe.avi by baileydwayne No additional info | {
"geo_location": "Vietnam",
"device_hash": "aceeb4edfe8c97b14688723912901ebaf1cded94",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/18.9s7992.0 Mobile/93M658 Safari/536.2",
"session_id": "0d8787a3-59e9-48d4-910e-159675416d06",
"risk_score": 3... | baileydwayne | process_stop | /article/believe.avi | 7,422 | cmd.exe | No additional info | Endpoint process_stop /article/believe.avi by baileydwayne No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
34c864a0-af8a-4189-bdf8-91cd349469c3 | 2025-05-02T03:18:49 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in AWS by charlotte31 MITRE Technique: T1543.003 | {
"geo_location": "Peru",
"device_hash": "836c17cbab4aad1cd4a83cefcad4296e185bbd1c",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_7 rv:5.0; apn-IN) AppleWebKit/532.46.3 (KHTML, like Gecko) Version/4.0.5 Safari/532.46.3",
"session_id": "e7108837-8d3b-406c-a5f0-69d3ea821ea0",
"risk_score": 58.91,... | charlotte31 | storage_access | null | null | null | MITRE Technique: T1543.003 | Cloud storage_access in AWS by charlotte31 MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | AWS | res-fab6fd71 | null | null | null | null | null | null | null | null | null | null |
7d251c83-7675-4e62-83da-733406ea1d9c | 2025-02-17T08:17:26 | cloud | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in OCI by reginaldtran No additional info | {
"geo_location": "Cape Verde",
"device_hash": "5ea331e31b41ab1ace29e7d79c8e4ad5",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/531.42.1 (KHTML, like Gecko) Version/4.0.1 Safari/531.42.1",
"session_id": "8259c8d5-86fd-4e3c-b4bf-675117ea6800",
"risk_score": 45.39,
"confidence": 0.05
} | reginaldtran | instance_creation | null | null | null | No additional info | Cloud instance_creation in OCI by reginaldtran No additional info | null | null | null | null | null | null | null | null | null | OCI | res-1c00c8c1 | null | null | null | null | null | null | null | null | null | null |
d6b737ef-28d2-4a19-940c-758101446ed2 | 2025-06-18T01:01:25 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical unusual_activity No additional info noise=TGVhc3QgZmFyLg== | {
"geo_location": "Liechtenstein",
"device_hash": "81cf0a55433ff4236a30611c16dbd247717b3366",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/531.18.7 (KHTML, like Gecko) Version/4.0 Safari/531.18.7",
"session_id": "19f51838-d369-4b25-b2b8-6bcf0e5a353e",
"risk_score": 52.78,
"confidence"... | null | unusual_activity | null | null | null | No additional info | IoT device Medical unusual_activity No additional info | null | Medical | iot-821865a3 | 8.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c019f4f9-9078-48d9-ac79-eec428dffcb4 | 2025-04-01T07:50:57 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network covert_channel from 57.79.247.84 to 220.189.147.162 No additional info | {
"geo_location": "Madagascar",
"device_hash": "82dfacc59ef6b37428117b3e466b764c7fb52575",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_4 rv:4.0; ar-SY) AppleWebKit/535.23.6 (KHTML, like Gecko) Version/5.1 Safari/535.23.6",
"session_id": "33e770eb-56f6-4986-b554-c16f4645feab",
"risk_score": 6... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 57.79.247.84 to 220.189.147.162 No additional info | null | null | null | null | 57.79.247.84 | 220.189.147.162 | null | null | null | null | null | null | null | null | null | null | UDP | 220,949 | null | null | null |
d0386d98-df49-49d9-8eae-d2e2b8783e37 | 2025-03-16T00:22:22 | ai | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by bedwards No additional info | {
"geo_location": "United States of America",
"device_hash": "d22f7dbc479e6a447e62929ab26c7dca08d75ddc",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_3 rv:2.0; ts-ZA) AppleWebKit/534.2.7 (KHTML, like Gecko) Version/5.0.1 Safari/534.2.7",
"session_id": "96a6df5c-7661-441a-8e4f-f2b0a8b7a5ab",
"risk_... | bedwards | prompt_injection | null | null | null | No additional info | AI system prompt_injection by bedwards No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ff6a2241 | 8fd558674ecf773ef1ec6022bbae0e6c7c72c36b | 7fd17a8de8923f6508c7b5960e353b55 | null | null | null | null | null | null | null |
73385a54-9c99-4379-ad29-85aaaea4ea38 | 2025-04-30T23:42:07 | ai | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|high| desc=AI system model_access by gomezdale No additional info | {
"geo_location": "Peru",
"device_hash": "7e2a2d2c69a6c5a9215f1d1ce7721f34",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; kok-IN) AppleWebKit/534.13.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6534.13.5",
"session_id": "526ac58b-026f-48f0-a473-f478fd2d79ff",
"risk_score": ... | gomezdale | model_access | null | null | null | No additional info | AI system model_access by gomezdale No additional info | null | null | null | null | null | null | null | null | null | null | null | model-a1acef72 | 5bf69893e901c12e11bef5ce11cbe261 | 3722fce36b7f8c3a3511c85872b0c5de9357e26d | null | null | null | null | null | null | null |
3a69c21f-7edf-4a64-861d-0c8347424b3d | 2025-04-12T00:03:29 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow SSH traffic from 189.208.117.230:768 to 129.249.49.17:29729 MITRE Technique: T1204.002 | Associated Threat Actor: APT29 | {
"geo_location": "Czech Republic",
"device_hash": "834935be9cd05f5a8e3c1d31584001a6fea2eb22856e0e4a925a15dbd0bee350",
"user_agent": "Opera/8.36.(X11; Linux x86_64; hy-AM) Presto/2.9.184 Version/11.00",
"session_id": "175a4eb8-6fd1-4d51-be9c-e033056aba6a",
"risk_score": 35.48,
"confidence": 0.53
} | null | allow | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: APT29 | Firewall allow SSH traffic from 189.208.117.230:768 to 129.249.49.17:29729 MITRE Technique: T1204.002 | Associated Threat Actor: APT29 | null | null | null | null | 189.208.117.230 | 129.249.49.17 | null | null | null | null | null | null | null | null | 768 | 29,729 | SSH | 498,161 | 2,009 | null | null |
a2af00fc-f351-44ee-afb4-d5b96423a463 | 2025-06-01T12:13:07 | cloud | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in OCI by martinlarry No additional info | {
"geo_location": "Niue",
"device_hash": "5a1920d8764dc65e2cf19b9300dc3a3e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_6 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/24.0.833.0 Mobile/10G245 Safari/535.0",
"session_id": "6766ecca-585f-4f93-9f33-fe5169aca238",
"risk_score": 39.29,
"conf... | martinlarry | config_change | null | null | null | No additional info | Cloud config_change in OCI by martinlarry No additional info | null | null | null | null | null | null | null | null | null | OCI | res-0c396bca | null | null | null | null | null | null | null | null | null | null |
f8f14954-ae0c-4ab6-bcc9-db516e2f7651 | 2020-09-25T01:55:25 | network | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 35.208.183.71 to 126.143.40.216 No additional info noise=owner|yes|low | {
"geo_location": "Montserrat",
"device_hash": "5853552a3a340aaff29bb5f5803d2db8d6d766e7bb3a771ca800c285cba54bcd",
"user_agent": "Opera/8.32.(Windows 95; li-NL) Presto/2.9.166 Version/11.00",
"session_id": "0beac3b1-211d-49e5-be8f-5875b54cd0cc",
"risk_score": 50.27,
"confidence": 0.14
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 35.208.183.71 to 126.143.40.216 No additional info | null | null | null | null | 35.208.183.71 | 126.143.40.216 | null | null | null | null | null | null | null | null | null | null | HTTP | 407,657 | null | null | null |
3125ee3c-3412-408c-beae-732840e01161 | 2025-03-17T05:38:21 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: DNS Tunneling detected from 208.26.171.157 targeting 83.67.105.169 No additional info | {
"geo_location": "Cambodia",
"device_hash": "c1b3e9cb7c7a9eb1a61db30c44848b95f9e62a87",
"user_agent": "Opera/8.83.(X11; Linux x86_64; tr-CY) Presto/2.9.172 Version/10.00",
"session_id": "3b5ac19b-e315-4113-bc49-e187f1be798c",
"risk_score": 43.27,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Snort Alert: DNS Tunneling detected from 208.26.171.157 targeting 83.67.105.169 No additional info | null | null | null | null | 208.26.171.157 | 83.67.105.169 | DNS Tunneling | SIG-9731 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
d7504e7f-d857-4144-b20f-e1d4c0e73816 | 2025-06-25T04:56:52 | firewall | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine SSH traffic from 1.101.26.147:529 to 54.87.9.155:1013 MITRE Technique: T1204.002 | {
"geo_location": "Sri Lanka",
"device_hash": "4fa421974f099f649f2ee3810908483e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 11_4_1 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/12.4z1092.0 Mobile/45U477 Safari/532.0",
"session_id": "052b5c02-aac7-4841-9a40-6364cadacad5",
"risk_score": 76.... | null | quarantine | null | null | null | MITRE Technique: T1204.002 | Firewall quarantine SSH traffic from 1.101.26.147:529 to 54.87.9.155:1013 MITRE Technique: T1204.002 | null | null | null | null | 1.101.26.147 | 54.87.9.155 | null | null | null | null | null | null | null | null | 529 | 1,013 | SSH | 7,888 | 1,484 | null | null |
02c99603-cc18-4b8a-9e29-906d80704cc3 | 2025-03-19T15:04:23 | network | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|low| desc=Network disconnection from 126.177.145.86 to 131.148.96.78 No additional info | {
"geo_location": "Namibia",
"device_hash": "d10c8ea284fd97624d84f4be20da3d84",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/21.0.887.0 Safari/533.0",
"session_id": "e7aab1d2-dd67-479f-9ca4-2e4b0658f70e",
"risk_score": 42.42,
"confidence": 0.54
} | null | disconnection | null | null | null | No additional info | Network disconnection from 126.177.145.86 to 131.148.96.78 No additional info | null | null | null | null | 126.177.145.86 | 131.148.96.78 | null | null | null | null | null | null | null | null | null | null | HTTPS | 199,162 | null | null | null |
095821f9-ca3d-42db-9181-f2feac50ef39 | 2025-06-14T15:43:27 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in OCI by reginalddean Associated Threat Actor: Wizard Spider noise=difference|option|face | {
"geo_location": "China",
"device_hash": "8a2172500d9e6a38efe7972a0582ac87603960e4",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_2 rv:5.0; om-ET) AppleWebKit/534.17.1 (KHTML, like Gecko) Version/5.1 Safari/534.17.1",
"session_id": "8fa0f823-21f3-4916-8148-f4f292af6671",
"risk_score": 65.08,
"c... | reginalddean | container_escape | null | null | null | Associated Threat Actor: Wizard Spider | Cloud container_escape in OCI by reginalddean Associated Threat Actor: Wizard Spider | null | null | null | null | null | null | null | null | null | OCI | res-d607d251 | null | null | null | null | null | null | null | null | null | null |
6f60e549-2b47-441f-8e6b-b4dd3a65793a | 2025-04-27T05:57:18 | endpoint | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start /early/challenge.wav by richardchurch MITRE Technique: T1218.011 noise=blog | {
"geo_location": "Iceland",
"device_hash": "5afd089a7249acf2b86737df0c2fc3db",
"user_agent": "Opera/8.80.(Windows NT 11.0; gv-GB) Presto/2.9.177 Version/11.00",
"session_id": "0f747040-533b-4ce4-b615-2320032569bf",
"risk_score": 17.94,
"confidence": 0.58
} | richardchurch | process_start | /early/challenge.wav | 9,005 | explorer.exe | MITRE Technique: T1218.011 | Endpoint process_start /early/challenge.wav by richardchurch MITRE Technique: T1218.011 | {
"baseline_deviation": 0.74,
"entropy": 4.54,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0a4c5bff-4858-4368-8cf3-480f39dcfba0 | 2021-03-14T05:47:09 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop /nature/increase.webm by nielsenvalerie MITRE Technique: T1566.001 noise=FC46B01A | {
"geo_location": "Dominica",
"device_hash": "561a0e49dfd0aca8b2ad24a6b82f20cf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/4.1)",
"session_id": "81542341-1808-4118-a727-009a5567fdfb",
"risk_score": 58.52,
"confidence": 0.06
} | nielsenvalerie | process_stop | /nature/increase.webm | 5,347 | powershell.exe | MITRE Technique: T1566.001 | Endpoint process_stop /nature/increase.webm by nielsenvalerie 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 |
180a57b8-09c7-4d40-94f5-2e07dbe3e999 | 2025-06-18T01:34:02 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection again by imiller No additional info | {
"geo_location": "Nigeria",
"device_hash": "9153ae8d39f34bb0f5ddccd7cacd099e0b8c21f6ef942bae0f19f5797ddd2a25",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_5) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/17.0.883.0 Safari/531.1",
"session_id": "2430cf50-74d0-4d4e-8eb0-65821c46cdf5",
"risk_score":... | imiller | memory_injection | again | 3,391 | svchost.exe | No additional info | Endpoint memory_injection again by imiller No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6d5e3123-6917-40bd-93f3-61008f4538c7 | 2025-04-02T15:14:28 | ids_alert | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|high| desc=Suricata Alert: XSS detected from 48.64.53.163 targeting 164.55.110.47 MITRE Technique: T1543.003 | {
"geo_location": "Romania",
"device_hash": "cca9717a403dd71055687d5793700516",
"user_agent": "Mozilla/5.0 (Windows 95; ha-NG; rv:1.9.2.20) Gecko/9772-11-24 11:58:06 Firefox/7.0",
"session_id": "861084a7-3888-445c-a330-546bd9c294c3",
"risk_score": 76.16,
"confidence": 0.58
} | null | null | null | null | null | MITRE Technique: T1543.003 | Suricata Alert: XSS detected from 48.64.53.163 targeting 164.55.110.47 MITRE Technique: T1543.003 | null | null | null | null | 48.64.53.163 | 164.55.110.47 | XSS | SIG-5420 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
f5721df5-970f-49b6-b030-47be81e1521a | 2025-06-24T08:31:22 | endpoint | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop management by perezjonathon No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "3ca9617391720d92b585b7cb31f271e644c8d35d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_7 rv:6.0; be-BY) AppleWebKit/531.39.3 (KHTML, like Gecko) Version/5.0 Safari/531.39.3",
"session_id": "c9add883-9f29-458c-8e66-ec12688a98b6",
"risk_score": 89.... | perezjonathon | process_stop | management | 2,379 | svchost.exe | No additional info | Endpoint process_stop management by perezjonathon No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
547530a3-0a72-47ec-9278-14964d2f6f3d | 2025-04-01T20:02:40 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in AWS by jenkinsmark Unconventional IOC: GPU memory artifacts | {
"geo_location": "Sri Lanka",
"device_hash": "5a21a60d8449b24915e76a5318f464bf6c1701c4",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_4) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/24.0.803.0 Safari/532.0",
"session_id": "5302ff5f-a948-4c48-a892-ef1b2051045f",
"risk_score": 49.74,
"confiden... | jenkinsmark | api_abuse | null | null | null | Unconventional IOC: GPU memory artifacts | Cloud api_abuse in AWS by jenkinsmark Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | AWS | res-fc2f2d24 | null | null | null | null | null | null | null | null | null | null |
56eddc76-5fd1-4466-8aee-b4848c54c152 | 2023-11-21T22:57:12 | firewall | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect TCP traffic from 10.111.11.209:294 to 54.220.236.147:109 MITRE Technique: T1486 noise=QXJtLg== | {
"geo_location": "Lithuania",
"device_hash": "e988179b0c0f914b1bae128e849d5979",
"user_agent": "Opera/8.33.(X11; Linux i686; mr-IN) Presto/2.9.188 Version/12.00",
"session_id": "c39ac0c9-93e1-4a6f-b169-eb1558c4a418",
"risk_score": 43.27,
"confidence": 0.76
} | null | inspect | null | null | null | MITRE Technique: T1486 | Firewall inspect TCP traffic from 10.111.11.209:294 to 54.220.236.147:109 MITRE Technique: T1486 | null | null | null | null | 10.111.11.209 | 54.220.236.147 | null | null | null | null | null | null | null | null | 294 | 109 | TCP | 421,869 | 1,468 | null | null |
07742787-d6c7-4a86-aa6a-6a08616027f4 | 2025-02-14T03:26:03 | cloud | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|low| desc=Cloud config_change in OCI by juan47 MITRE Technique: T1190 | {
"geo_location": "Dominica",
"device_hash": "f48165b5c02eec7a89c189e69295509aa2b5a5e5",
"user_agent": "Opera/8.96.(Windows NT 11.0; an-ES) Presto/2.9.183 Version/12.00",
"session_id": "e3b1ac48-1603-497f-9a23-392a4463a528",
"risk_score": 42.73,
"confidence": 0.91
} | juan47 | config_change | null | null | null | MITRE Technique: T1190 | Cloud config_change in OCI by juan47 MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | OCI | res-322539c2 | null | null | null | null | null | null | null | null | null | null |
002e3801-9375-4f08-ba40-5a5fcaa6e265 | 2025-07-04T03:15:29 | network | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 49.98.43.7 to 213.182.77.63 MITRE Technique: T1486 | {
"geo_location": "Iran",
"device_hash": "a4183515f30bd89f30ada3817391ebbe4e96153361059145b495ff7e49be71b6",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/7284-03-11 13:35:17 Firefox/5.0",
"session_id": "109c9610-ea9f-4147-988e-55b59cf5f268",
"risk_score": 20.05,
"confidence": 0.48
} | null | bandwidth_usage | null | null | null | MITRE Technique: T1486 | Network bandwidth_usage from 49.98.43.7 to 213.182.77.63 MITRE Technique: T1486 | null | null | null | null | 49.98.43.7 | 213.182.77.63 | null | null | null | null | null | null | null | null | null | null | ICMP | 291,831 | null | null | null |
a48fdb7b-d229-46ea-a58d-61aa63781c5f | 2025-04-30T01:25:39 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec product by mcdonaldkimberly No additional info noise=R2V0IGZsb29yLg== | {
"geo_location": "Argentina",
"device_hash": "ccd8cc4bf38e97f7c7d3cb2d9af7ff86",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/43.0.826.0 Safari/532.0",
"session_id": "9be27861-53ed-4832-b902-f231ecb5860a",
"risk_score": 40.57,
"confidence": 0.43
} | mcdonaldkimberly | wmi_exec | product | 7,706 | powershell.exe | No additional info | Endpoint wmi_exec product by mcdonaldkimberly No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
afa6dd6f-fa2a-48e2-9203-0fa4527caf54 | 2025-05-17T17:35:20 | iot | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera battery_drain MITRE Technique: T1059.001 | {
"geo_location": "Iraq",
"device_hash": "0515a661d2720d2736f995c93e71cd5f3baf7606ad79383c9a9d5c474b5f0340",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.0)",
"session_id": "6c02e1b9-ee59-4144-aa12-830dd0a8fc40",
"risk_score": 39.13,
"confidence": 0.4
} | null | battery_drain | null | null | null | MITRE Technique: T1059.001 | IoT device Camera battery_drain MITRE Technique: T1059.001 | null | Camera | iot-d27d96ad | 7.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
73a627f6-432e-45c4-9d80-bc9f0d6ea9c1 | 2026-12-26T14:57:12 | network | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|low| desc=Network disconnection from 10.134.49.45 to 66.177.64.40 No additional info noise=74D4811F | {
"geo_location": "Jordan",
"device_hash": "37ab08302a40f6dbaa42a38be75f345be9ea48f4",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/57.0.834.0 Safari/535.2",
"session_id": "57ab8297-0745-4fbc-977a-d39642641eab",
"risk_score": 47.6,
"confidence": 0.68
} | null | disconnection | null | null | null | No additional info | Network disconnection from 10.134.49.45 to 66.177.64.40 No additional info | null | null | null | null | 10.134.49.45 | 66.177.64.40 | null | null | null | null | null | null | null | null | null | null | HTTPS | 357,217 | null | null | null |
21de8853-9f16-44ba-bfd7-787cf8b83a50 | 2025-05-22T20:03:36 | cloud | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in AWS by hernandezbradley No additional info | {
"geo_location": "Bahrain",
"device_hash": "7d163f3a65f8aa5c61ba4c63dd8fc5632f31028a",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_4; rv:1.9.5.20) Gecko/2156-07-12 22:25:03 Firefox/3.8",
"session_id": "43af033b-ed4f-46ca-af1a-6e287064abd9",
"risk_score": 55.07,
"confidence": 0.54
} | hernandezbradley | api_abuse | null | null | null | No additional info | Cloud api_abuse in AWS by hernandezbradley No additional info | null | null | null | null | null | null | null | null | null | AWS | res-92f2f815 | null | null | null | null | null | null | null | null | null | null |
6f69096d-794a-49fa-82e4-e2e1d0edec0c | 2025-05-14T11:52:18 | ids_alert | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|low| desc=ArcSight Alert: AI Model Poisoning detected from 10.191.243.117 targeting 213.76.81.114 No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "b12fc81079457d16c5d1db39df019d660fe06543",
"user_agent": "Opera/9.42.(X11; Linux x86_64; id-ID) Presto/2.9.168 Version/11.00",
"session_id": "61949b75-7030-4d5a-b612-b4e52ba31c4e",
"risk_score": 35.73,
"confidence": 0.46
} | null | null | null | null | null | No additional info | ArcSight Alert: AI Model Poisoning detected from 10.191.243.117 targeting 213.76.81.114 No additional info | null | null | null | null | 10.191.243.117 | 213.76.81.114 | AI Model Poisoning | SIG-3866 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
690a83e0-130a-450a-9eb3-d32294710304 | 2025-02-14T16:16:43 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system model_inversion by virginiaroberts MITRE Technique: T1486 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Thailand",
"device_hash": "9342efd40a791e6c579be578906e54d8",
"user_agent": "Opera/8.37.(X11; Linux x86_64; sv-SE) Presto/2.9.186 Version/11.00",
"session_id": "976f2a1d-280a-4f3d-bbfc-76fc70c5fa2e",
"risk_score": 52.47,
"confidence": 0.45
} | virginiaroberts | model_inversion | null | null | null | MITRE Technique: T1486 | Associated Threat Actor: BlueNoroff | AI system model_inversion by virginiaroberts MITRE Technique: T1486 | Associated Threat Actor: BlueNoroff | null | null | null | null | null | null | null | null | null | null | null | model-e0347fd6 | 88b96dc0eece700f83147d50c5a7f654058e936ac4d2f7d226151b258f60a9a8 | 3cdb2b8274a023549351d0cbaebf7b4d | null | null | null | null | null | null | null |
f4781533-55d2-41ab-864c-2985e01db7af | 2025-05-09T17:10:53 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth failed for zgonzalez via biometric from 131.126.171.83 MITRE Technique: T1110.003 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Czech Republic",
"device_hash": "ecc43c75e685423487e09b1e8cd6b0fd",
"user_agent": "Opera/8.33.(X11; Linux i686; ug-CN) Presto/2.9.178 Version/10.00",
"session_id": "e096f24f-7da5-405e-8298-49a654080ce8",
"risk_score": 65.8,
"confidence": 0.19
} | zgonzalez | failed | null | null | null | MITRE Technique: T1110.003 | Unconventional IOC: Quantum random number deviations | Auth failed for zgonzalez via biometric from 131.126.171.83 MITRE Technique: T1110.003 | Unconventional IOC: Quantum random number deviations | null | null | null | null | 131.126.171.83 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 0b:d9:f3:e4:c7:8e |
1cb713a4-46b1-468e-bea8-4cf925dd71ee | 2025-05-05T02:09:58 | network | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 80.242.40.28 to 37.253.220.103 MITRE Technique: T1059.005 | {
"geo_location": "North Korea",
"device_hash": "4397d992c7a4ba66da8bddfd665bf89c39e9df6b0216f83573826b8ce1cd9fab",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; kw-GB; rv:1.9.2.20) Gecko/8840-09-08 23:04:55 Firefox/3.8",
"session_id": "416eaee5-cef3-4d8d-bf40-2576e2e6959f",
"risk_score": 17.9,
"confidence":... | null | latency_spike | null | null | null | MITRE Technique: T1059.005 | Network latency_spike from 80.242.40.28 to 37.253.220.103 MITRE Technique: T1059.005 | null | null | null | null | 80.242.40.28 | 37.253.220.103 | null | null | null | null | null | null | null | null | null | null | HTTP | 69,211 | null | null | null |
f002ae59-8729-42d4-bbeb-fd606b2af212 | 2025-03-02T18:25:54 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection benefit by carlyperez No additional info | {
"geo_location": "Belarus",
"device_hash": "7cdbfe646c4a7f407cf4075041bc92576670f14a",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_9 rv:3.0; ka-GE) AppleWebKit/533.48.2 (KHTML, like Gecko) Version/5.1 Safari/533.48.2",
"session_id": "feff6b21-0fdd-4133-a63a-cd470b851b92",
"risk_score": 41.34,
... | carlyperez | memory_injection | benefit | 8,884 | explorer.exe | No additional info | Endpoint memory_injection benefit by carlyperez No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f3390a20-f6ba-453e-ba1e-54e3cb2a4fc2 | 2025-06-05T20:23:18 | iot | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "Aruba",
"device_hash": "317eee3af038ec48acd817a759b047e6548a4563",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; wo-SN; rv:1.9.1.20) Gecko/7813-03-03 05:35:28 Firefox/3.6.15",
"session_id": "6c833699-a608-41e4-ab41-e556b23492db",
"risk_score": 21.57,
"confidence": 0.79
} | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | null | Sensor | iot-ddd3f3af | 1.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d94299ea-1cb8-40ce-a387-ab5fc3f3bc2c | 2025-05-01T02:45:41 | endpoint | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec certain by paulrowe No additional info | {
"geo_location": "Ethiopia",
"device_hash": "5b21ce0d0e4a9972f0582dbe3b699f4266532f8f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/3.1)",
"session_id": "7a7f1c1e-6ccf-4ca4-9478-9d6cfb323f46",
"risk_score": 0.8,
"confidence": 0.2
} | paulrowe | wmi_exec | certain | 9,377 | svchost.exe | No additional info | Endpoint wmi_exec certain by paulrowe No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
479d1430-44a5-4229-a4c6-44df3a408367 | 2025-06-04T06:04:43 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 138.76.184.127 to 143.139.211.35 No additional info | {
"geo_location": "French Polynesia",
"device_hash": "bed937727c33ec6043666ee9675ea48bfa442f31",
"user_agent": "Mozilla/5.0 (Linux; Android 4.1) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/63.0.803.0 Safari/536.0",
"session_id": "1cf526f0-c8ac-44d0-a344-b7f2ef84ec56",
"risk_score": 69.76,
"confidence": 0.0... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 138.76.184.127 to 143.139.211.35 No additional info | null | null | null | null | 138.76.184.127 | 143.139.211.35 | null | null | null | null | null | null | null | null | null | null | ICMP | 178,434 | null | null | null |
2d6cc577-4504-4f84-98b9-ff84df6f2539 | 2025-06-11T20:07:43 | ai | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by zvargas MITRE Technique: T1059.001 | Associated Threat Actor: Mustang Panda | {
"geo_location": "Antigua and Barbuda",
"device_hash": "e67fea52b5921544bdb1b7253216cc7b504dacd92f349cc07bd1c0bede979aec",
"user_agent": "Opera/8.57.(X11; Linux x86_64; it-IT) Presto/2.9.170 Version/12.00",
"session_id": "a2790260-c86c-485a-bf13-50825ad4a549",
"risk_score": 62.05,
"confidence": 0.57
} | zvargas | fine_tuning | null | null | null | MITRE Technique: T1059.001 | Associated Threat Actor: Mustang Panda | AI system fine_tuning by zvargas MITRE Technique: T1059.001 | Associated Threat Actor: Mustang Panda | {
"baseline_deviation": 2.88,
"entropy": 4.79,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-fcb2b6a8 | 82ae129183f83662bf624354410139c82bf516ed | c09698ff2fbdf75726d6786f422e6968c02447c9 | null | null | null | null | null | null | null |
cf8eab0b-4230-474b-97b9-2421d7c92dd3 | 2025-02-05T17:53:27 | firewall | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|high| desc=Firewall allow TCP traffic from 105.159.0.82:25428 to 75.125.38.189:50449 No additional info | {
"geo_location": "French Guiana",
"device_hash": "c461d5ce90848b7b19f53d6b592384b0e007c3dd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; hr-HR) AppleWebKit/533.22.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6533.22.4",
"session_id": "82d8a75f-7110-43b9-882b-e545fd680231",
... | null | allow | null | null | null | No additional info | Firewall allow TCP traffic from 105.159.0.82:25428 to 75.125.38.189:50449 No additional info | null | null | null | null | 105.159.0.82 | 75.125.38.189 | null | null | null | null | null | null | null | null | 25,428 | 50,449 | TCP | 13,934 | 80 | null | null |
0f9b430f-7702-45c3-bb25-129003851032 | 2025-04-23T23:46:26 | iot | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "China",
"device_hash": "0ce761591da8af7dcdd962f4707c8777c775ae4bc50be8f4ca2a73934504f4f6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/533.6.7 (KHTML, like Gecko) Version/4.0.1 Safari/533.6.7",
"session_id": "86032ff9-98f9-4199-8ce1-2653aec57c8d",
"risk_score": 46.4... | null | unusual_activity | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | {
"baseline_deviation": 2.64,
"entropy": 7.34,
"frequency_anomaly": true,
"sequence_anomaly": false
} | HVAC | iot-866eb00a | 6.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
906fc2f3-4716-45ea-b4cb-ac12b958d753 | 2025-05-31T13:04:23 | cloud | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in GCP by margaretyoung No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "f607d2cdb96df2eac933c7b74327c172421cd4b8de431eb8f054bdc427f87dc1",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/30.0.852.0 Safari/532.2",
"session_id": "4f5e3cef-fa0a-43c0-84d8-4815f6648b6c",
"risk_score"... | margaretyoung | container_escape | null | null | null | No additional info | Cloud container_escape in GCP by margaretyoung No additional info | null | null | null | null | null | null | null | null | null | GCP | res-0cda63f4 | null | null | null | null | null | null | null | null | null | null |
38284f68-02ac-4d6f-b947-a03fde9e69e4 | 2025-05-25T04:50:55 | iot | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|low| desc=IoT device Camera command_injection Unconventional IOC: ACPI table modifications | {
"geo_location": "Uganda",
"device_hash": "456acae5917df92aeaafd16ed8a91976",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/25.0.827.0 Safari/536.2",
"session_id": "dfb6a72d-5f03-4c0c-a5b6-1fdc52ab0fe5",
"risk_score": 64.98,
"confidence": 0.57
} | null | command_injection | null | null | null | Unconventional IOC: ACPI table modifications | IoT device Camera command_injection Unconventional IOC: ACPI table modifications | null | Camera | iot-0a20182d | 4.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7c68bacb-7f98-4e92-bd84-736cfe5f8c7f | 2025-04-13T10:15:47 | cloud | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in OCI by asanchez MITRE Technique: T1134.001 | {
"geo_location": "Bangladesh",
"device_hash": "9b0bc8c23bbce6d3a9873bff2ea99a7e06d81dc4d874c70fc68e8ab6005e53d3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/4.0)",
"session_id": "447130d1-e7b4-4464-b4d5-425ab0ed030c",
"risk_score": 41.7,
"confidence": 0.15
} | asanchez | shadow_it | null | null | null | MITRE Technique: T1134.001 | Cloud shadow_it in OCI by asanchez MITRE Technique: T1134.001 | {
"baseline_deviation": 2.94,
"entropy": 3.44,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | OCI | res-27effc2a | null | null | null | null | null | null | null | null | null | null |
eb06ee79-7164-41ef-a85c-893d0a4a9327 | 2025-03-30T23:04:41 | iot | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat side_channel MITRE Technique: T1486 | {
"geo_location": "Marshall Islands",
"device_hash": "f6ca5ae32a10467cb652a625faaf5b4a",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/53.0.861.0 Safari/532.0",
"session_id": "538bf4aa-8ddc-4d81-a8bb-f031ca4687de",
"risk_score": 47.13,
"confidence": 0.5
} | null | side_channel | null | null | null | MITRE Technique: T1486 | IoT device Thermostat side_channel MITRE Technique: T1486 | null | Thermostat | iot-19dfd88b | 9.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0c922615-d8a1-403d-8c40-098bcb97482c | 2025-05-11T07:00:25 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by jamesmaldonado No additional info | {
"geo_location": "Malawi",
"device_hash": "4597c2ed6746d37755be9b9b4494f8912f3606f9c5ae02b5cbe3ef67bc7477fa",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; mag-IN) AppleWebKit/535.14.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6535.14.7",
"session_id": "9eb9e53f-432d-4f83-ba... | jamesmaldonado | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by jamesmaldonado No additional info | null | null | null | null | null | null | null | null | null | null | null | model-b256593f | a3e70ff9cfe5818c3cfd7b90225d6b38cd4ceb0b | c44056d06712997720c99d48900721f5ae89ca01734e0adaabcb33e0f8bffb3a | null | null | null | null | null | null | null |
9ab6d4da-d906-4e53-b332-b14602cee136 | 2025-03-04T20:16:04 | network | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|high| desc=Network connection from 176.98.194.123 to 130.78.30.148 No additional info | {
"geo_location": "New Zealand",
"device_hash": "ca27edf26bfa6c78206f81af0b6b2f1ec2127277f2f162ddd5b701133887c4d7",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.1) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/39.0.826.0 Safari/532.2",
"session_id": "a4a0a835-c273-4043-88ae-2266be401b18",
"risk_score": 26.18... | null | connection | null | null | null | No additional info | Network connection from 176.98.194.123 to 130.78.30.148 No additional info | null | null | null | null | 176.98.194.123 | 130.78.30.148 | null | null | null | null | null | null | null | null | null | null | UDP | 791,521 | null | null | null |
9bc83128-f201-4e21-9fe0-af550177736c | 2025-05-11T04:02:15 | network | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 13.218.210.101 to 10.104.5.255 MITRE Technique: T1547.001 | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "41f27024a242e77a1b6a99c23f6424695f0e0ed2e2cad760aba2acf1114f3515",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/42.0.898.0 Safari/534.0",
"session_id": "25103ff6-d81c-40f9-a78b-1a034... | null | latency_spike | null | null | null | MITRE Technique: T1547.001 | Network latency_spike from 13.218.210.101 to 10.104.5.255 MITRE Technique: T1547.001 | {
"baseline_deviation": 0.86,
"entropy": 5.9,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 13.218.210.101 | 10.104.5.255 | null | null | null | null | null | null | null | null | null | null | HTTPS | 539,684 | null | null | null |
07a3ccbd-1744-4bd4-9309-6cdb472b98ac | 2025-03-11T13:52:19 | ids_alert | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=FireEye HX Alert: MFA Bypass detected from 183.55.219.121 targeting 87.254.14.124 No additional info | {
"geo_location": "Iran",
"device_hash": "c7b192530b5f9f6adf2a06f6cec8b225c8329098",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/5.1)",
"session_id": "b99c3ef2-3d22-4bce-a502-50923fcd191f",
"risk_score": 70.92,
"confidence": 0.02
} | null | null | null | null | null | No additional info | FireEye HX Alert: MFA Bypass detected from 183.55.219.121 targeting 87.254.14.124 No additional info | null | null | null | null | 183.55.219.121 | 87.254.14.124 | MFA Bypass | SIG-4677 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
f25a0a38-0d8d-4774-a5e1-abf382a9c655 | 2025-03-01T18:58:38 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network latency_spike from 133.97.13.237 to 103.147.99.122 MITRE Technique: T1574.002 | DGA domain detected | {
"geo_location": "Korea",
"device_hash": "9cebd4386a6b1f61b2729386c030ad7a54ea4ad0cc32c89a6cddc3f86857858f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/5.1)",
"session_id": "21d12db5-bdf1-4eb4-81e5-d20eb441ed80",
"risk_score": 61.46,
"confidence": 0.36
} | null | latency_spike | null | null | null | MITRE Technique: T1574.002 | DGA domain detected | Network latency_spike from 133.97.13.237 to 103.147.99.122 MITRE Technique: T1574.002 | DGA domain detected | null | null | null | null | 133.97.13.237 | 103.147.99.122 | null | null | null | null | null | null | null | null | null | null | ICMP | 893,639 | null | null | null |
5f0fcda4-210c-4cdf-8765-840843217da2 | 2025-04-09T16:55:44 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network connection from 202.152.242.176 to 179.182.100.7 No additional info noise=UGFnZS4= | {
"geo_location": "Gambia",
"device_hash": "8e086a93882a548192e52acd7ce1ad1f",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_1; rv:1.9.3.20) Gecko/7558-04-20 19:12:39 Firefox/3.8",
"session_id": "29300b02-3cb6-4ac2-ba3d-571790e29b74",
"risk_score": 26.37,
"confidence": 0.9
} | null | connection | null | null | null | No additional info | Network connection from 202.152.242.176 to 179.182.100.7 No additional info | null | null | null | null | 202.152.242.176 | 179.182.100.7 | null | null | null | null | null | null | null | null | null | null | HTTP | 550,495 | null | null | null |
f2a6a8b5-128d-4edf-b97c-5855962ffe27 | 2025-03-06T07:10:55 | cloud | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in Azure by rachel80 MITRE Technique: T1547.001 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "a759b1fd50dd95c58028f7ae7bd7db6717a39972",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/4.1)",
"session_id": "ef766db3-6cd4-4407-bdae-7d1f28811b83",
"risk_score": 53.04,
"confidence": 0.71
} | rachel80 | instance_creation | null | null | null | MITRE Technique: T1547.001 | Cloud instance_creation in Azure by rachel80 MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | Azure | res-cc89b72c | null | null | null | null | null | null | null | null | null | null |
2cb32fd8-a0dd-4d17-aaa8-ce73c6f164fd | 2025-03-04T20:32:44 | ids_alert | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|high| desc=AlienVault Alert: Credential Stuffing detected from 161.98.238.104 targeting 10.77.18.9 MITRE Technique: T1547.001 | {
"geo_location": "Bhutan",
"device_hash": "11b32b431c27146cec51ad184f5df36bc06db542",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_8 rv:3.0; br-FR) AppleWebKit/532.47.7 (KHTML, like Gecko) Version/4.0.4 Safari/532.47.7",
"session_id": "11c7a5f7-b80b-45b1-bd60-775644d6efe0",
"risk_score": 68... | null | null | null | null | null | MITRE Technique: T1547.001 | AlienVault Alert: Credential Stuffing detected from 161.98.238.104 targeting 10.77.18.9 MITRE Technique: T1547.001 | null | null | null | null | 161.98.238.104 | 10.77.18.9 | Credential Stuffing | SIG-2721 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
db7b100f-ce56-40a3-ad8a-11790f7f1ce1 | 2025-05-13T11:32:07 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by richard91 No additional info | {
"geo_location": "Grenada",
"device_hash": "3c25c001dbed0f80459d3126d1d7b16c",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/44.0.868.0 Safari/534.2",
"session_id": "6e8b8639-a8f3-414a-aa2e-dac5a93ebfd3",
"risk_score": 29.67,
"confidence": 0.5
} | richard91 | api_abuse | null | null | null | No additional info | AI system api_abuse by richard91 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d4635781 | cce76ce721dd592bad9a693c746e4c889e4ede16 | 26cdf898fee7fac9516fd90a6e3995f7 | null | null | null | null | null | null | null |
96549ada-8f5c-4157-b450-ed9c3fb09193 | 2025-02-28T03:04:47 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth locked for wilcoxjesse via MFA from 10.107.163.185 No additional info | {
"geo_location": "Venezuela",
"device_hash": "f40011df842d4bac5212b2af52b6dedf28497599",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.1) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/60.0.867.0 Safari/533.1",
"session_id": "6114d0d8-f286-4613-9b1f-aba15230bef7",
"risk_score": 47.67,
"confidence": 0.01
} | wilcoxjesse | locked | null | null | null | No additional info | Auth locked for wilcoxjesse via MFA from 10.107.163.185 No additional info | null | null | null | null | 10.107.163.185 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 23:9b:fa:84:f7:55 |
27d402c6-d37e-43ca-b9f8-845edbae17e5 | 2025-05-22T15:59:37 | cloud | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in Alibaba by amartin No additional info | {
"geo_location": "Gabon",
"device_hash": "249cc0f03c44d09d5b2c3e68f56e19f86ce42f0125db6660141cff7397238b67",
"user_agent": "Opera/9.57.(X11; Linux i686; cy-GB) Presto/2.9.187 Version/12.00",
"session_id": "f8f7df89-1caa-4d9a-8477-fd6fd5f8e555",
"risk_score": 48.16,
"confidence": 0.5
} | amartin | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Alibaba by amartin No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-05a69064 | null | null | null | null | null | null | null | null | null | null |
5e52935c-1cd4-4532-afe5-fd552ad4d3bd | 2025-04-11T06:15:05 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat command_injection MITRE Technique: T1574.002 | {
"geo_location": "Saint Lucia",
"device_hash": "634f3803c9ca0e7e293d4ad8d2b995fd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/3.0)",
"session_id": "4d79fd07-b965-4153-89d7-3f23d5b8d875",
"risk_score": 72,
"confidence": 0.62
} | null | command_injection | null | null | null | MITRE Technique: T1574.002 | IoT device Thermostat command_injection MITRE Technique: T1574.002 | null | Thermostat | iot-1bcb7792 | 2.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
696d97b7-4cfa-40bd-b0b4-9a7f602fbb0a | 2025-03-12T15:10:10 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device Medical side_channel No additional info | {
"geo_location": "Monaco",
"device_hash": "6f2f40277b3b63805d72f2323910187889fdb482ea7f23881747380b796ff429",
"user_agent": "Opera/9.10.(X11; Linux x86_64; aa-DJ) Presto/2.9.167 Version/12.00",
"session_id": "889c08fc-2ea8-4c12-9e57-7dc542ce0200",
"risk_score": 61.02,
"confidence": 0.84
} | null | side_channel | null | null | null | No additional info | IoT device Medical side_channel No additional info | null | Medical | iot-78d1aa20 | 3.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a522d8b4-d58a-489f-8094-2b987ebc35c2 | 2025-06-28T17:29:13 | ai | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by zrich MITRE Technique: T1053.005 | {
"geo_location": "Dominican Republic",
"device_hash": "9ee0220857261ece79f2d9cbfe05207a2b53b6837be3d0d03867fb5865fc0f80",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; ayc-PE; rv:1.9.2.20) Gecko/6457-10-25 13:47:15 Firefox/3.8",
"session_id": "730f12e7-060e-44f2-9fc5-94ec1b6ff9a0",
"risk_score": 61.14,
"conf... | zrich | model_access | null | null | null | MITRE Technique: T1053.005 | AI system model_access by zrich MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | model-f934649a | e00217d7621d1133cd7604956eb0cb70 | 58ca4cb1e280e43c77a33f55d8bbcdfa | null | null | null | null | null | null | null |
84c12fa4-432f-46ce-97e0-67d1e8e16d7c | 2025-01-14T10:01:20 | ai | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by wsanchez MITRE Technique: T1053.005 | Associated Threat Actor: REvil | {
"geo_location": "Venezuela",
"device_hash": "5f94742b6e866716d4c6c927eebd881cf8fbea80",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ti-ET) AppleWebKit/532.45.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6532.45.6",
"session_id": "f5bc5a92-e6f0-4a28-a187-5e30f10d758c",
"r... | wsanchez | fine_tuning | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: REvil | AI system fine_tuning by wsanchez MITRE Technique: T1053.005 | Associated Threat Actor: REvil | null | null | null | null | null | null | null | null | null | null | null | model-ee2df4f0 | f3b81ed2ad913401393fbd5a6bc709230d4917e1b939bb8024245eb21ccfa2df | ef74240b981ead534121a70db0a6a5c760797795 | null | null | null | null | null | null | null |
6b026b54-01ab-43cb-b052-f5b99aecca3a | 2025-01-21T11:06:36 | ids_alert | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Zeek Alert: ICS Attack detected from 171.235.181.234 targeting 117.45.93.105 MITRE Technique: T1486 | {
"geo_location": "Korea",
"device_hash": "d05c41c4227c6838552701efcc48df5cc4b2baff",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/535.46.7 (KHTML, like Gecko) Version/4.0.2 Safari/535.46.7",
"session_id": "34447185-f712-48bd-81ab-f774a22b50e3",
"risk_score": 67.8,
"confidence": 0.41
... | null | null | null | null | null | MITRE Technique: T1486 | Zeek Alert: ICS Attack detected from 171.235.181.234 targeting 117.45.93.105 MITRE Technique: T1486 | null | null | null | null | 171.235.181.234 | 117.45.93.105 | ICS Attack | SIG-4402 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
7999fda6-2d94-451e-a914-417155597de8 | 2025-02-11T05:14:00 | iot | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical command_injection MITRE Technique: T1204.002 noise=throughout|total|end | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "6653a616640203bb9ec27e3ed96450f5be0d65ffa30759a774f1c29618ecd2b2",
"user_agent": "Mozilla/5.0 (Linux; Android 4.1.2) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/20.0.838.0 Safari/533.0",
"session_id": "bf26c504-64ff-49f5-9275-0dc020c7ff86",
... | null | command_injection | null | null | null | MITRE Technique: T1204.002 | IoT device Medical command_injection MITRE Technique: T1204.002 | null | Medical | iot-d79531fd | 5.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d382fcaf-5d59-4aca-bfda-bd7239a9e462 | 2025-06-28T12:08:05 | ai | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by cainisabella MITRE Technique: T1059.005 | {
"geo_location": "Christmas Island",
"device_hash": "4285e17aa19646a567a07d6d6f4984276d82d5ffb5da6471ee6c37827ad67e9e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/4178-01-26 07:40:32 Firefox/3.8",
"session_id": "b5e2d416-e590-4607-a05b-5a2d6c6dada8",
"risk_score": 51.58,
"confidence"... | cainisabella | adversarial_input | null | null | null | MITRE Technique: T1059.005 | AI system adversarial_input by cainisabella MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | model-6275f0ed | da89bc3bd56887190aa2098b4205e204 | 4fcbdf2fd8c90a3fbfd350a0d7e0b1a1 | null | null | null | null | null | null | null |
466b1c00-c4f4-4727-a6db-4f087957d497 | 2025-02-12T13:28:51 | endpoint | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec range by brownjoseph Unconventional IOC: GPU memory artifacts | Living-off-the-land technique detected | {
"geo_location": "Honduras",
"device_hash": "d919eb5cbcd0ee49b6ed78560d8a0693",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/35.0.831.0 Safari/531.2",
"session_id": "3c3df1eb-b9a3-4954-9d0b-08d7e030881e",
"risk_score": 55.93,
"confidence": 0.03
} | brownjoseph | wmi_exec | range | 9,970 | cmd.exe | Unconventional IOC: GPU memory artifacts | Living-off-the-land technique detected | Endpoint wmi_exec range by brownjoseph Unconventional IOC: GPU memory artifacts | Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
593c3bcc-a2c9-4985-9f58-d5c82f710d4f | 2025-04-06T08:49:07 | endpoint | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install administration by gabriellong No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "6e7684f1723f157b7aedc96b30dd358d",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/30.0.883.0 Safari/536.2",
"session_id": "fdc87fa3-8294-4416-9139-b354c89c57a7",
"risk_score": 24.48,
"confidence": 0.06
} | gabriellong | service_install | administration | 4,229 | cmd.exe | No additional info | Endpoint service_install administration by gabriellong No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
905b8f97-d66a-4412-bf4a-5c117533dc96 | 2025-04-01T19:53:20 | cloud | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in OCI by taylorstephen MITRE Technique: T1574.002 | {
"geo_location": "Montserrat",
"device_hash": "3abc8d9e279b7f3a4e8ff6197699c6997dd40b424d0745212ff68417f063e6fe",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_3 rv:2.0; ss-ZA) AppleWebKit/532.31.6 (KHTML, like Gecko) Version/5.0.4 Safari/532.31.6",
"session_id": "aa38886c-a5ec-4218-a883-13a73c59... | taylorstephen | container_escape | null | null | null | MITRE Technique: T1574.002 | Cloud container_escape in OCI by taylorstephen MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | OCI | res-25e62eec | null | null | null | null | null | null | null | null | null | null |
fa82b4fe-e150-47c6-8415-97f0491d66bc | 2025-04-28T06:42:09 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access /far/doctor.mp4 by christopher10 MITRE Technique: T1059.005 | Associated Threat Actor: APT41 | {
"geo_location": "United States Virgin Islands",
"device_hash": "d959d3ddfa0bfe65415f740d80d44a40baed8688",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/532.31.6 (KHTML, like Gecko) Version/4.0.2 Safari/532.31.6",
"session_id": "39db5dd6-1660-4bac-b377-aac51fdad95f",
"risk_score": 34.4... | christopher10 | file_access | /far/doctor.mp4 | 1,194 | powershell.exe | MITRE Technique: T1059.005 | Associated Threat Actor: APT41 | Endpoint file_access /far/doctor.mp4 by christopher10 MITRE Technique: T1059.005 | Associated Threat Actor: APT41 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a98444f8-032f-4eca-ac92-3baf995edd3c | 2025-03-19T02:53:14 | cloud | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in AWS by washingtonsophia No additional info | {
"geo_location": "Dominica",
"device_hash": "b418f3a62cf2c0e800a661e81a5b23a5",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/16.0.807.0 Safari/534.1",
"session_id": "d71a801b-4de2-4ec1-a0cb-7f895facca32",
"risk_score": 42.17,
"confidence": 0.56
} | washingtonsophia | api_abuse | null | null | null | No additional info | Cloud api_abuse in AWS by washingtonsophia No additional info | null | null | null | null | null | null | null | null | null | AWS | res-e27612dd | null | null | null | null | null | null | null | null | null | null |
8bb573f6-7343-47a8-aa08-7d5b8bd20212 | 2025-02-24T03:26:21 | ai | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|high| desc=AI system api_abuse by angelawalker No additional info | {
"geo_location": "Reunion",
"device_hash": "64bbc0a2de1618ec4c500f926eb757d2f73adc7d",
"user_agent": "Opera/8.18.(Windows NT 10.0; sw-KE) Presto/2.9.190 Version/12.00",
"session_id": "ad3f711a-4319-4686-9f6b-f4879d8b33a2",
"risk_score": 70.29,
"confidence": 0.48
} | angelawalker | api_abuse | null | null | null | No additional info | AI system api_abuse by angelawalker No additional info | null | null | null | null | null | null | null | null | null | null | null | model-c2006cbc | 9d0f23685a1eb48cd71c68a04c98e3da01dff42a | 07154ea95e425ea03b8f187e681e56bafed5901a | null | null | null | null | null | null | null |
7b028664-3179-49f6-ad53-359262a24980 | 2025-02-27T22:10:30 | ai | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by bennettjustin No additional info noise=main/main | {
"geo_location": "Tonga",
"device_hash": "2d562318d2645c295abfd160432ec32d",
"user_agent": "Opera/9.86.(Windows NT 5.1; ur-PK) Presto/2.9.172 Version/12.00",
"session_id": "e8f8b401-cf60-42cc-9930-d6761527bd5e",
"risk_score": 84.08,
"confidence": 0.89
} | bennettjustin | prompt_injection | null | null | null | No additional info | AI system prompt_injection by bennettjustin No additional info | {
"baseline_deviation": 1.27,
"entropy": 2.86,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-ad0a980d | 9f0519ad4d6caeb9e125f9dd68f2688d9108435f | 15832f3831e5ba1b10a069fb19d344b2a558090d | null | null | null | null | null | null | null |
e41826b2-9e8c-4e20-96bb-7f6ae7047d0b | 2025-03-07T14:35:05 | network | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|low| desc=Network beaconing from 178.153.156.221 to 190.221.177.94 No additional info | {
"geo_location": "China",
"device_hash": "ec8d78f0d6a30e9ab538f293a0756a2a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/4.1)",
"session_id": "d0007c4c-6c0b-4426-8d6d-4ebc9d41baff",
"risk_score": 63.64,
"confidence": 0.52
} | null | beaconing | null | null | null | No additional info | Network beaconing from 178.153.156.221 to 190.221.177.94 No additional info | null | null | null | null | 178.153.156.221 | 190.221.177.94 | null | null | null | null | null | null | null | null | null | null | UDP | 25,936 | null | null | null |
7cac4dc3-4dda-4a40-a237-7321fc2f0dbd | 2025-02-23T07:29:43 | ids_alert | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|medium| desc=Microsoft Sentinel Alert: ICS Attack detected from 120.178.198.100 targeting 217.132.98.15 MITRE Technique: T1547.001 | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "f8ae982e951c39a504aea62fc7e6921c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; fo-FO) AppleWebKit/531.42.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6531.42.5",
"session_id": "6315afc9-ba30-4325-bacb-f289d8a1664e",
... | null | null | null | null | null | MITRE Technique: T1547.001 | Microsoft Sentinel Alert: ICS Attack detected from 120.178.198.100 targeting 217.132.98.15 MITRE Technique: T1547.001 | null | null | null | null | 120.178.198.100 | 217.132.98.15 | ICS Attack | SIG-3571 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
22c3e22f-86c0-4398-a7bf-912ec61ca44a | 2025-07-02T08:59:36 | endpoint | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change /feeling/politics.ppt by margaret83 No additional info | {
"geo_location": "North Korea",
"device_hash": "1370bba727d6126718ba3357559cc39b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_4 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/9.7q9292.0 Mobile/29P279 Safari/532.0",
"session_id": "8cf938cc-6e3b-4fc7-bce5-5864162e5c5d",
"risk_score": 25.2... | margaret83 | registry_change | /feeling/politics.ppt | 4,470 | svchost.exe | No additional info | Endpoint registry_change /feeling/politics.ppt by margaret83 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a2405854-5520-44e1-8439-6a0522cede0e | 2025-04-14T05:42:51 | cloud | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in AWS by haneybenjamin No additional info | {
"geo_location": "Uganda",
"device_hash": "4bd70dad015f490553a1366706458283",
"user_agent": "Opera/8.60.(X11; Linux x86_64; brx-IN) Presto/2.9.183 Version/10.00",
"session_id": "0fc09a28-c8b3-4d3a-91da-7d9454cc39e3",
"risk_score": 63.53,
"confidence": 0.09
} | haneybenjamin | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by haneybenjamin No additional info | null | null | null | null | null | null | null | null | null | AWS | res-597fe174 | null | null | null | null | null | null | null | null | null | null |
9d22fd45-dc22-4dd2-be9f-058606abceec | 2025-01-16T03:09:15 | network | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 101.57.47.55 to 10.56.232.245 No additional info | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "d99426e321a046f3dd0b464c01c002a68433b1ac",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_9; rv:1.9.4.20) Gecko/9539-05-13 20:54:39 Firefox/15.0",
"session_id": "31c2bdfe-37ec-43f0-b909-14e42208e056",
"risk_score": 35.1,
"confid... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 101.57.47.55 to 10.56.232.245 No additional info | null | null | null | null | 101.57.47.55 | 10.56.232.245 | null | null | null | null | null | null | null | null | null | null | TCP | 250,600 | null | null | null |
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