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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
fd22989c-2679-4e1c-a730-f0bebfb2da27 | 2025-01-31T10:16:12 | ids_alert | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|low| desc=Carbon Black Alert: Supply Chain Compromise detected from 126.201.149.153 targeting 45.12.100.173 MITRE Technique: T1059.001 noise=behavior|among|situation | {
"geo_location": "Western Sahara",
"device_hash": "596a3d4a81f5afd50eaf49483f0d51c73042405d7e98383009030d0ccc0ad7df",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; fr-LU) AppleWebKit/535.31.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6535.31.5",
"session_id": "dfa58087-5488-40a2-9a08-ac36a559584e",
"risk_score": 69.01,
"confidence": 0.09
} | 126.201.149.153 | 45.12.100.173 | Supply Chain Compromise | SIG-8636 | Recon | MITRE Technique: T1059.001 | Carbon Black Alert: Supply Chain Compromise detected from 126.201.149.153 targeting 45.12.100.173 MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e6454574-2854-4e9e-aa68-ebfe96bf7d22 | 2025-06-12T01:06:37 | ai | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by richard88 Training data poisoning attempt noise=VG9nZXRoZXIu | {
"geo_location": "Vietnam",
"device_hash": "4421b71d8c2dafa5e028c0159eba280b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/5.0)",
"session_id": "7ecf7cb5-5abd-48f8-9ffd-d6d6a2c0df89",
"risk_score": 48.98,
"confidence": 0.4
} | null | null | null | null | null | Training data poisoning attempt | AI system membership_inference by richard88 Training data poisoning attempt | membership_inference | null | null | richard88 | null | null | null | null | null | null | null | null | null | null | null | null | model-85110cd3 | fa1fe23e5949093537451c82a4a2356a8a80f86b | d8b3f33ac469d37f2c9cb360600bc16689e061f6 | null | null |
8e93e673-9a8d-4756-a3c0-da0ce3f6c150 | 2025-01-16T18:35:21 | firewall | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall deny SSH traffic from 5.33.91.26:88 to 68.1.96.58:708 MITRE Technique: T1110.003 | {
"geo_location": "Turkey",
"device_hash": "d94e7f923836b2f816950cc807b7859c12478100",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; cmn-TW) AppleWebKit/534.35.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6534.35.6",
"session_id": "ed9570e0-0901-49f1-8826-a68c22b3756e",
"risk_score": 78.85,
"confidence": 0.8
} | 5.33.91.26 | 68.1.96.58 | null | null | null | MITRE Technique: T1110.003 | Firewall deny SSH traffic from 5.33.91.26:88 to 68.1.96.58:708 MITRE Technique: T1110.003 | deny | 797,533 | SSH | null | null | null | null | null | null | null | null | 88 | 708 | 1,791 | null | null | null | null | null | null | null |
3fb7cc75-d92b-4178-a8b6-3a6aa04db4e7 | 2025-04-16T01:14:17 | network | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 201.224.58.196 to 201.241.217.233 No additional info | {
"geo_location": "Sri Lanka",
"device_hash": "816d5528f91e81796adbff951e76ce25c1098ede",
"user_agent": "Opera/8.14.(Windows NT 6.1; kl-GL) Presto/2.9.174 Version/10.00",
"session_id": "65ea76b5-344a-42a2-99fc-b5440d603b1f",
"risk_score": 18.24,
"confidence": 0.83
} | 201.224.58.196 | 201.241.217.233 | null | null | null | No additional info | Network protocol_anomaly from 201.224.58.196 to 201.241.217.233 No additional info | protocol_anomaly | 575,824 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
77cf3d1c-c77d-4548-aef5-f4279b084e1b | 2025-04-23T22:21:26 | ids_alert | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=FireEye HX Alert: DDoS detected from 191.89.159.110 targeting 58.200.243.45 No additional info noise=app/category/blog | {
"geo_location": "Puerto Rico",
"device_hash": "6d49e5fc134f58727481e83364d3ac47",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/4.0)",
"session_id": "d584f20c-1280-4057-8828-8655c0d76822",
"risk_score": 83.06,
"confidence": 0.32
} | 191.89.159.110 | 58.200.243.45 | DDoS | SIG-5222 | Recon | No additional info | FireEye HX Alert: DDoS detected from 191.89.159.110 targeting 58.200.243.45 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b4e0bca7-f135-471e-a161-c0ca44d304a8 | 2025-07-08T06:51:06 | cloud | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in OCI by millerzachary MITRE Technique: T1059.001 noise=hundred|design|clear | {
"geo_location": "American Samoa",
"device_hash": "046cff81b0828eca7b04767f60b464d1a5a60baf73b759e5932810b8eef6adb8",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; fi-FI; rv:1.9.1.20) Gecko/4550-03-18 23:57:45 Firefox/3.6.17",
"session_id": "fdf21605-05b4-4267-9f40-c7e9b6bdae85",
"risk_score": 44.38,
"confidence": 0.68
} | null | null | null | null | null | MITRE Technique: T1059.001 | Cloud crypto_mining in OCI by millerzachary MITRE Technique: T1059.001 | crypto_mining | null | null | millerzachary | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-bc107608 |
e1fc815c-67fb-46af-b24d-10e74035e1d6 | 2025-04-18T03:17:03 | firewall | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only ICMP traffic from 171.239.46.150:935 to 23.21.51.30:62682 No additional info | {
"geo_location": "Peru",
"device_hash": "689016d1becc7284083249a7aede316c1429e6748a0ab3177cca49d8b5d2fabe",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ks-IN) AppleWebKit/534.19.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6534.19.4",
"session_id": "aa84bd5b-0e20-4e36-a3d7-91846e3114ec",
"risk_score": 36.76,
"confidence": 0.1
} | 171.239.46.150 | 23.21.51.30 | null | null | null | No additional info | Firewall log-only ICMP traffic from 171.239.46.150:935 to 23.21.51.30:62682 No additional info | log-only | 75,590 | ICMP | null | null | null | null | null | null | null | null | 935 | 62,682 | 2,956 | null | null | null | null | null | null | null |
0410b3a4-c08f-4685-9d3f-9cbb0967629f | 2025-02-12T03:19:45 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth success for mckeebenjamin via OAuth from 106.230.70.111 No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "78f4d8655c219dff64d42578a54465cb6ab183a1c824d8e10d5828e999ec7651",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_6) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/63.0.847.0 Safari/531.2",
"session_id": "90385639-696a-45a5-9559-128622453e1f",
"risk_score": 47.35,
"confidence": 0.77
} | 106.230.70.111 | null | null | null | null | No additional info | Auth success for mckeebenjamin via OAuth from 106.230.70.111 No additional info | success | null | null | mckeebenjamin | null | null | null | null | null | null | null | null | null | null | OAuth | ce:5d:b9:c9:99:08 | null | null | null | null | null |
ae565847-d57c-4505-a38e-e879ad24e61b | 2025-06-13T05:52:12 | network | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 213.131.57.214 to 19.55.60.187 No additional info noise=QW5vdGhlci4= | {
"geo_location": "Pakistan",
"device_hash": "e7eb8f9b4e8c2cde9ba49ced79c44ec92dcee8352551b8aa414453234595b61e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "f4d538dd-5342-4ecb-8614-b277e4275566",
"risk_score": 36.85,
"confidence": 0.71
} | 213.131.57.214 | 19.55.60.187 | null | null | null | No additional info | Network latency_spike from 213.131.57.214 to 19.55.60.187 No additional info | latency_spike | 203,996 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0f00c014-5fba-477a-872d-60cf0a583392 | 2025-02-13T02:20:25 | firewall | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only RDP traffic from 63.193.85.92:40 to 16.223.133.154:727 MITRE Technique: T1190 noise=VGhhbmsu | {
"geo_location": "Congo",
"device_hash": "fbf3dca9fe12d78f265b0eed4bffdfb0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; pl-PL) AppleWebKit/532.31.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6532.31.6",
"session_id": "54ac1bba-acf4-43be-b947-415eaa5eb0ca",
"risk_score": 49.53,
"confidence": 0.58
} | 63.193.85.92 | 16.223.133.154 | null | null | null | MITRE Technique: T1190 | Firewall log-only RDP traffic from 63.193.85.92:40 to 16.223.133.154:727 MITRE Technique: T1190 | log-only | 259,253 | RDP | null | null | null | null | null | null | null | null | 40 | 727 | 1,602 | null | null | null | null | null | null | null |
1c82cdad-30a8-467e-a18f-4f7dfee549bb | 2025-04-24T06:58:11 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall allow UDP traffic from 83.120.129.141:206 to 10.120.136.240:953 No additional info | {
"geo_location": "Puerto Rico",
"device_hash": "5ed7af4722af230ac6db4d26d695d81d6c5a2c47150ce1304de612c44692ba10",
"user_agent": "Opera/9.39.(X11; Linux x86_64; et-EE) Presto/2.9.170 Version/12.00",
"session_id": "bdfc814e-ca43-45a2-8b7e-792602f72006",
"risk_score": 55.9,
"confidence": 0.14
} | 83.120.129.141 | 10.120.136.240 | null | null | null | No additional info | Firewall allow UDP traffic from 83.120.129.141:206 to 10.120.136.240:953 No additional info | allow | 805,363 | UDP | null | null | null | null | {
"baseline_deviation": 0.85,
"entropy": 5.27,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 206 | 953 | 3,436 | null | null | null | null | null | null | null |
dd6c7024-15ad-4893-869a-00486f3492b2 | 2025-05-07T02:07:04 | network | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 54.15.188.86 to 119.177.18.144 No additional info noise=45A4DBA6 | {
"geo_location": "Kazakhstan",
"device_hash": "0334c478be341f5623291508fa144e4ebdace443",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/60.0.826.0 Safari/535.1",
"session_id": "4a1f698a-37d8-4757-b2e0-6e8df61576ec",
"risk_score": 83.84,
"confidence": 0.15
} | 54.15.188.86 | 119.177.18.144 | null | null | null | No additional info | Network latency_spike from 54.15.188.86 to 119.177.18.144 No additional info | latency_spike | 805,352 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4cfb1ac9-2511-447a-bedb-1ea708cbf396 | 2025-02-14T12:14:12 | firewall | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow UDP traffic from 39.43.229.246:308 to 213.159.55.133:776 No additional info | {
"geo_location": "Tanzania",
"device_hash": "4c943307d4e137d108afdb0ba736e12e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_9) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/13.0.858.0 Safari/532.0",
"session_id": "69e8fa11-682b-4d6b-bd49-19a262d1aba9",
"risk_score": 33.74,
"confidence": 0.48
} | 39.43.229.246 | 213.159.55.133 | null | null | null | No additional info | Firewall allow UDP traffic from 39.43.229.246:308 to 213.159.55.133:776 No additional info | allow | 580,710 | UDP | null | null | null | null | null | null | null | null | 308 | 776 | 1,876 | null | null | null | null | null | null | null |
dd7493d0-43af-4fc8-a6cc-d402986c4161 | 2025-06-12T11:28:18 | iot | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor physical_tamper MITRE Technique: T1053.005 | {
"geo_location": "Gibraltar",
"device_hash": "3eb18afe2231e10aef7c5f7e6a07cdf5e3f5900f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_8 rv:5.0; ur-PK) AppleWebKit/533.14.2 (KHTML, like Gecko) Version/5.0.1 Safari/533.14.2",
"session_id": "658882b8-c693-4ac4-96dc-32e60f4aed14",
"risk_score": 32.52,
"confidence": 0.77
} | null | null | null | null | null | MITRE Technique: T1053.005 | IoT device Sensor physical_tamper MITRE Technique: T1053.005 | physical_tamper | null | null | null | null | null | null | {
"baseline_deviation": 2.83,
"entropy": 6.81,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Sensor | iot-c0c47556 | 2.6 | null | null | null | null | null | null | null | null | null | null |
21edc3a9-de00-458b-b960-3cb61bb6e5d6 | 2025-05-13T05:09:43 | endpoint | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change participant by jennifer26 No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "357fb9430a3dda5d693bbc01d7c7ec68",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; vi-VN) AppleWebKit/534.38.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6534.38.2",
"session_id": "9c027b3f-38dd-42ff-817d-f4af898ed824",
"risk_score": 56.45,
"confidence": 0.95
} | null | null | null | null | null | No additional info | Endpoint registry_change participant by jennifer26 No additional info | registry_change | null | null | jennifer26 | participant | 5,038 | explorer.exe | {
"baseline_deviation": 0.66,
"entropy": 7.8,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
51f7d640-d4de-4173-a2b2-838ce28463bb | 2025-04-15T22:51:48 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth bypass for williamjones via passwordless from 12.146.21.170 Associated Threat Actor: Lazarus Group | {
"geo_location": "Cameroon",
"device_hash": "08ecde2677a0ba5fe45f655aa12ce3dfb6b3821993c82388466cd6f88180e131",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; nl-AW) AppleWebKit/531.21.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6531.21.1",
"session_id": "61eeee3d-83d2-4287-9563-dbda677898c0",
"risk_score": 34.79,
"confidence": 0.17
} | 12.146.21.170 | null | null | null | null | Associated Threat Actor: Lazarus Group | Auth bypass for williamjones via passwordless from 12.146.21.170 Associated Threat Actor: Lazarus Group | bypass | null | null | williamjones | null | null | null | null | null | null | null | null | null | null | passwordless | b7:22:52:b4:95:50 | null | null | null | null | null |
57540e09-38a0-43fb-a099-43920f940b2c | 2025-01-21T17:02:51 | ids_alert | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=ArcSight Alert: Container Escape detected from 124.171.45.0 targeting 10.229.81.101 No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "9ef19c3905d2c19972b3a7a3d320b49c57f6360193c1af8b678fec972e633d44",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/4.1)",
"session_id": "1c52e63e-61cb-48ee-a504-9d958a97178e",
"risk_score": 61.32,
"confidence": 0.89
} | 124.171.45.0 | 10.229.81.101 | Container Escape | SIG-9379 | Exploit | No additional info | ArcSight Alert: Container Escape detected from 124.171.45.0 targeting 10.229.81.101 No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 2.55,
"entropy": 7.21,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
356ded58-656e-4a60-889f-fb319e798676 | 2025-07-06T13:17:43 | firewall | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine UDP traffic from 128.20.132.25:630 to 74.229.225.202:35781 No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "3b6cffdb9a39942d4cbea64ca9d119e467b02fc3",
"user_agent": "Opera/9.25.(X11; Linux x86_64; bg-BG) Presto/2.9.170 Version/11.00",
"session_id": "886bc3e7-76b2-4262-8ea7-7307a34e0e17",
"risk_score": 70.02,
"confidence": 0.85
} | 128.20.132.25 | 74.229.225.202 | null | null | null | No additional info | Firewall quarantine UDP traffic from 128.20.132.25:630 to 74.229.225.202:35781 No additional info | quarantine | 692,621 | UDP | null | null | null | null | null | null | null | null | 630 | 35,781 | 2,643 | null | null | null | null | null | null | null |
0c03eeb4-b599-402e-af8f-3c9e4634c4e9 | 2025-04-29T03:43:40 | endpoint | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load /send/respond.gif by ogarrett No additional info noise=list/explore | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "50c9a68747e05bdd89fd49ec23a33a12917b6d93772a337fdfa94ab455dae94e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_5 rv:3.0; hr-HR) AppleWebKit/532.34.3 (KHTML, like Gecko) Version/4.0.1 Safari/532.34.3",
"session_id": "bf4d313d-d845-46b4-a557-8797608f9871",
"risk_score": 28.97,
"confidence": 0.94
} | null | null | null | null | null | No additional info | Endpoint driver_load /send/respond.gif by ogarrett No additional info | driver_load | null | null | ogarrett | /send/respond.gif | 1,218 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5f026076-8be7-4101-ba45-fabb5ea1a935 | 2025-01-26T11:58:57 | endpoint | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection beyond by millerjasmine Associated Threat Actor: Lazarus Group | {
"geo_location": "Honduras",
"device_hash": "7508dece247e1fbcdc6a202690e48485a226fb7dd719171b901514fe174b705b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_4; rv:1.9.6.20) Gecko/6325-11-21 00:39:39 Firefox/3.6.1",
"session_id": "7aafd596-dc26-4143-8964-13cafb428eca",
"risk_score": 48.65,
"confidence": 0.43
} | null | null | null | null | null | Associated Threat Actor: Lazarus Group | Endpoint memory_injection beyond by millerjasmine Associated Threat Actor: Lazarus Group | memory_injection | null | null | millerjasmine | beyond | 4,765 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ffe3ab96-7962-4ba4-84af-a679a160a263 | 2025-05-15T19:30:40 | ai | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by fuentessean No additional info noise=goal|summer|to | {
"geo_location": "Seychelles",
"device_hash": "fa0fbe278058da198ee6b02d29c1d165",
"user_agent": "Opera/8.28.(X11; Linux x86_64; vi-VN) Presto/2.9.167 Version/12.00",
"session_id": "66be6e93-a2b1-458b-934c-c8437883f4a3",
"risk_score": 59.74,
"confidence": 0.08
} | null | null | null | null | null | No additional info | AI system model_inversion by fuentessean No additional info | model_inversion | null | null | fuentessean | null | null | null | null | null | null | null | null | null | null | null | null | model-e9c6cc3d | 7745e895e6a2ab27bdd3349c4481f1aec2fe4f2c | 625a247a1aaebd3863348b0daf113bea6fef60a6 | null | null |
830169b2-b313-491b-b367-a198e11e7f3c | 2025-06-01T18:47:22 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: AI Model Poisoning detected from 142.16.132.65 targeting 189.207.53.252 MITRE Technique: T1543.003 | {
"geo_location": "Liechtenstein",
"device_hash": "3eef4871f34ee956314b2e1f417f8ef2b3fb0363",
"user_agent": "Opera/9.20.(Windows 95; de-LU) Presto/2.9.161 Version/11.00",
"session_id": "8172ab28-0a2e-4435-95da-f797b30d155e",
"risk_score": 59.21,
"confidence": 0.9
} | 142.16.132.65 | 189.207.53.252 | AI Model Poisoning | SIG-3943 | Policy | MITRE Technique: T1543.003 | Snort Alert: AI Model Poisoning detected from 142.16.132.65 targeting 189.207.53.252 MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ae41a7ba-0c88-40eb-bebe-76f0e04f6ead | 2025-05-08T20:59:53 | endpoint | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec wrong by qrobbins Associated Threat Actor: Equation Group | {
"geo_location": "Korea",
"device_hash": "4a9efc2c1ab8c18a6e7c21892e0d9c333ba45172",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/5660-07-18 21:43:18 Firefox/4.0",
"session_id": "86ebca8b-d081-42ee-9ecc-9c8518d992f0",
"risk_score": 69.02,
"confidence": 0.87
} | null | null | null | null | null | Associated Threat Actor: Equation Group | Endpoint wmi_exec wrong by qrobbins Associated Threat Actor: Equation Group | wmi_exec | null | null | qrobbins | wrong | 3,026 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c18f226a-a2bf-46be-9c13-7beebaf9f4a4 | 2025-06-26T05:18:15 | auth | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|low| desc=Auth success for bradfordernest via OAuth from 186.13.21.11 No additional info | {
"geo_location": "Antigua and Barbuda",
"device_hash": "fbd8071239295dbb0517cf34d726bcd06da37a62",
"user_agent": "Opera/8.81.(X11; Linux i686; ne-NP) Presto/2.9.184 Version/10.00",
"session_id": "e74dcda6-5106-4b97-87a0-c70e54fd6395",
"risk_score": 74.38,
"confidence": 0.38
} | 186.13.21.11 | null | null | null | null | No additional info | Auth success for bradfordernest via OAuth from 186.13.21.11 No additional info | success | null | null | bradfordernest | null | null | null | null | null | null | null | null | null | null | OAuth | ec:03:f0:c7:83:b9 | null | null | null | null | null |
4228c254-c544-4164-a71a-c1d8927d54dd | 2025-04-25T14:31:09 | cloud | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in Azure by jenkinsashley No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "d77aff5a21461d62da66ff8f501b448cc8c5fd20d4290551fb7bbb0873f639bd",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_6 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/17.4v0500.0 Mobile/57G837 Safari/533.2",
"session_id": "7a8d7939-de4c-4b73-bc73-ba5f15ac0f8c",
"risk_score": 38.32,
"confidence": 0.55
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Azure by jenkinsashley No additional info | crypto_mining | null | null | jenkinsashley | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-a82f256c |
9b5f523c-96d3-4ce6-ba21-6c6b2fec552b | 2025-04-04T11:51:05 | iot | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Cameroon",
"device_hash": "4d3ebad155114502529c99eb87da5679",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/36.0.874.0 Safari/531.1",
"session_id": "cfc28018-c5ac-47d5-a20d-283872ab9942",
"risk_score": 44.8,
"confidence": 0.31
} | null | null | null | null | null | No additional info | IoT device HVAC side_channel No additional info | side_channel | null | null | null | null | null | null | null | HVAC | iot-eaa0324f | 3.3 | null | null | null | null | null | null | null | null | null | null |
a1e044dd-5603-4002-bd2a-f12fd04a2ed9 | 2025-06-15T10:04:28 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Hong Kong",
"device_hash": "4a2b57946e1b52ab60e6b7686a88403961a8b406",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/3.1)",
"session_id": "af08aa3c-6dfd-4e7f-bf88-347cc4a9f2c4",
"risk_score": 29.2,
"confidence": 0.83
} | null | null | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Medical | iot-1680be86 | 7.5 | null | null | null | null | null | null | null | null | null | null |
f3e14b6a-6206-4a31-9405-ebc5927e98d0 | 2025-04-27T17:21:46 | endpoint | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change series by jwright No additional info | {
"geo_location": "Belgium",
"device_hash": "10708fbd165db9ec425a59df144d6c18ab1102a2891b6e73df69bd526230eb36",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_3 rv:4.0; de-LU) AppleWebKit/532.47.2 (KHTML, like Gecko) Version/5.0.1 Safari/532.47.2",
"session_id": "b5b09814-7d04-487b-aa32-2d547c5369cc",
"risk_score": 60.05,
"confidence": 0.4
} | null | null | null | null | null | No additional info | Endpoint registry_change series by jwright No additional info | registry_change | null | null | jwright | series | 6,353 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dc3aba9f-6c65-413f-acf7-2bc6c6c2b7c7 | 2025-03-18T11:44:32 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by richardschneider No additional info | {
"geo_location": "Zimbabwe",
"device_hash": "66d62f6fe5eeecf5b97f501e02100888f71844a43ea8a7964b63ae751168f09b",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; vi-VN; rv:1.9.2.20) Gecko/6864-09-11 05:15:55 Firefox/6.0",
"session_id": "889c8c09-deeb-4d48-9309-c48c4d3ecfef",
"risk_score": 88.67,
"confidence": 0.75
} | null | null | null | null | null | No additional info | AI system adversarial_input by richardschneider No additional info | adversarial_input | null | null | richardschneider | null | null | null | null | null | null | null | null | null | null | null | null | model-ed0d5619 | 156b5a2a766fa75dae20405383d10b27f2e028893625e8b93d47aef2113fdc2f | c6570a264a6575eceebcf244f5bd51d3 | null | null |
26a85d43-2816-4956-b62b-b8b552fa4f1b | 2025-05-16T01:47:13 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by rodriguezcynthia No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "cd0e0fb0c4150142e99a696379b80421",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/5.1)",
"session_id": "37d26dfe-d7c0-4326-99f1-0af8feb115f9",
"risk_score": 64.09,
"confidence": 0.16
} | null | null | null | null | null | No additional info | AI system prompt_injection by rodriguezcynthia No additional info | prompt_injection | null | null | rodriguezcynthia | null | null | null | null | null | null | null | null | null | null | null | null | model-da16000a | 6743c1b920cfbcdeebbb4f11865b1e94bb0d4a0966bc9619757e2cda943c8ecb | d0646aa02d310f663ef242a7ee0b8da7cc26cf32 | null | null |
b30cf4ad-faf1-49be-b1e6-d4b5238beacf | 2025-02-19T13:15:04 | auth | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for ramseydonald via passwordless from 50.223.250.69 No additional info | {
"geo_location": "Jordan",
"device_hash": "92146864421e20201e22deb6181a08f8e79c3d98",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_5_7 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/18.0.861.0 Mobile/26Y327 Safari/532.2",
"session_id": "5ce22a73-85e7-4629-8f50-87b5b6cc8d61",
"risk_score": 42.13,
"confidence": 0.49
} | 50.223.250.69 | null | null | null | null | No additional info | Auth timeout for ramseydonald via passwordless from 50.223.250.69 No additional info | timeout | null | null | ramseydonald | null | null | null | null | null | null | null | null | null | null | passwordless | 11:4b:79:7c:f2:5e | null | null | null | null | null |
8038c196-c41a-469c-a43e-7fa9c8a94f93 | 2025-03-17T21:44:34 | firewall | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|low| desc=Firewall drop SMB traffic from 113.224.0.44:33669 to 216.70.86.155:22225 Associated Threat Actor: Mustang Panda | {
"geo_location": "Morocco",
"device_hash": "57304a457ea59e101151712c859e6401dbbd814050de93d53f043ad6bd7181b2",
"user_agent": "Opera/9.33.(Windows NT 6.1; es-GT) Presto/2.9.171 Version/12.00",
"session_id": "1a80ba52-ffe9-4c7a-b73e-bf049e76ea7d",
"risk_score": 45.3,
"confidence": 0.76
} | 113.224.0.44 | 216.70.86.155 | null | null | null | Associated Threat Actor: Mustang Panda | Firewall drop SMB traffic from 113.224.0.44:33669 to 216.70.86.155:22225 Associated Threat Actor: Mustang Panda | drop | 922,612 | SMB | null | null | null | null | {
"baseline_deviation": 0.8,
"entropy": 7.93,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 33,669 | 22,225 | 2,625 | null | null | null | null | null | null | null |
9a3b4e33-4f91-4e86-8d54-88ccb6ef3620 | 2025-02-24T15:54:12 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect RDP traffic from 13.109.202.107:1018 to 25.220.71.252:528 No additional info | {
"geo_location": "Sudan",
"device_hash": "c30abe2d9e215349719e835ae5bf67fe4be72dc6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; kok-IN) AppleWebKit/531.38.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6531.38.4",
"session_id": "a5f3a48e-9c63-4925-b943-0337be6555e8",
"risk_score": 45.14,
"confidence": 0.43
} | 13.109.202.107 | 25.220.71.252 | null | null | null | No additional info | Firewall inspect RDP traffic from 13.109.202.107:1018 to 25.220.71.252:528 No additional info | inspect | 228,228 | RDP | null | null | null | null | null | null | null | null | 1,018 | 528 | 2,661 | null | null | null | null | null | null | null |
302bdfb3-7f85-4eb5-b86d-020955410cf9 | 2025-03-01T05:49:35 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in OCI by bautistamaria Unconventional IOC: TPM attestation failures | {
"geo_location": "Haiti",
"device_hash": "6dfaa434fb47e2a93b719c6b64655ab70dd1150536ccdbcb8c12b9aa4ef64046",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; sa-IN; rv:1.9.0.20) Gecko/7286-07-30 06:41:09 Firefox/10.0",
"session_id": "5d9fe850-f480-4735-9994-1663d4cffbc6",
"risk_score": 53.2,
"confidence": 0.55
} | null | null | null | null | null | Unconventional IOC: TPM attestation failures | Cloud crypto_mining in OCI by bautistamaria Unconventional IOC: TPM attestation failures | crypto_mining | null | null | bautistamaria | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-7c41dcad |
bb796eb8-b3a2-4d36-a37b-bbb81e4a15b6 | 2025-06-20T09:24:08 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect DNS traffic from 129.102.122.190:62869 to 113.233.21.217:319 No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "6160e6cbdd8328ca104086505abf8877",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/533.29.7 (KHTML, like Gecko) Version/5.0 Safari/533.29.7",
"session_id": "5c312904-19ae-4a83-9a92-4000e9c5944b",
"risk_score": 26.91,
"confidence": 0.94
} | 129.102.122.190 | 113.233.21.217 | null | null | null | No additional info | Firewall inspect DNS traffic from 129.102.122.190:62869 to 113.233.21.217:319 No additional info | inspect | 50,373 | DNS | null | null | null | null | null | null | null | null | 62,869 | 319 | 2,097 | null | null | null | null | null | null | null |
f4bc0862-da84-4ded-b5d5-33ec007062f9 | 2025-01-27T12:30:00 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: Credential Stuffing detected from 18.205.152.194 targeting 211.144.18.45 No additional info | {
"geo_location": "Taiwan",
"device_hash": "539627cd9e1834ded0419a4fa6e38bda7c84578c64985451a73f925a407a0c22",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0.1) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/42.0.839.0 Safari/531.0",
"session_id": "aded7c40-5040-4773-a584-a93a5edd80bd",
"risk_score": 42.38,
"confidence": 0.58
} | 18.205.152.194 | 211.144.18.45 | Credential Stuffing | SIG-2109 | Policy | No additional info | Wazuh Alert: Credential Stuffing detected from 18.205.152.194 targeting 211.144.18.45 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
43de4e37-9afe-4188-b55b-61e401cff435 | 2025-06-04T10:33:13 | firewall | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow DNS traffic from 31.57.84.190:720 to 10.84.206.212:625 No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "1810c2c5e095c9cfca2e408e46642fa5166a203d6790588bcec831466366f219",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/3.0)",
"session_id": "c9cb22a9-8b0f-4853-b7aa-c6dcc2732a61",
"risk_score": 59.76,
"confidence": 0.23
} | 31.57.84.190 | 10.84.206.212 | null | null | null | No additional info | Firewall allow DNS traffic from 31.57.84.190:720 to 10.84.206.212:625 No additional info | allow | 333,533 | DNS | null | null | null | null | null | null | null | null | 720 | 625 | 1,149 | null | null | null | null | null | null | null |
a065e245-9f3e-49b1-ac41-121afe5e2a0b | 2025-04-16T06:20:20 | endpoint | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change game by aflowers Associated Threat Actor: REvil | {
"geo_location": "Seychelles",
"device_hash": "d234d5e9cecc966ceb97574f648121ae",
"user_agent": "Opera/8.62.(X11; Linux x86_64; it-IT) Presto/2.9.178 Version/12.00",
"session_id": "dbc8a44b-024b-4673-8542-66903abc8755",
"risk_score": 87.63,
"confidence": 0.75
} | null | null | null | null | null | Associated Threat Actor: REvil | Endpoint registry_change game by aflowers Associated Threat Actor: REvil | registry_change | null | null | aflowers | game | 9,394 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9390811b-867f-4da2-8642-8017fd3631f9 | 2025-03-09T15:39:24 | ai | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by nicole70 MITRE Technique: T1547.001 | Associated Threat Actor: DarkSide | {
"geo_location": "Guinea-Bissau",
"device_hash": "8dd6b7ce169c7d33bb17c935b44175dc1cd41ec6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; fa-IR) AppleWebKit/532.12.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6532.12.2",
"session_id": "104e3ca2-cad9-41ce-9aa5-7fade82c1be9",
"risk_score": 55.83,
"confidence": 0.81
} | null | null | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: DarkSide | AI system prompt_injection by nicole70 MITRE Technique: T1547.001 | Associated Threat Actor: DarkSide | prompt_injection | null | null | nicole70 | null | null | null | null | null | null | null | null | null | null | null | null | model-f76df3e7 | 8d7b63242328c789070ce56d5b1611678ec3c472 | bccce8a7adef7532990571f8cf2a4836ec9a6eaa | null | null |
02b06faa-79fe-44c8-8fe6-f576ba66d66a | 2025-02-16T09:08:52 | network | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|high| desc=Network disconnection from 219.196.129.34 to 45.122.37.150 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "974489f140e6177340ce082ac7d041c9",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_1) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/48.0.835.0 Safari/534.1",
"session_id": "ad050f49-c794-424f-a873-c6a72dd62146",
"risk_score": 17.08,
"confidence": 0.01
} | 219.196.129.34 | 45.122.37.150 | null | null | null | No additional info | Network disconnection from 219.196.129.34 to 45.122.37.150 No additional info | disconnection | 530,198 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2e96c7e6-02d8-4bf0-9caf-90ec67a47566 | 2025-02-06T22:37:35 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system model_inversion by unichols No additional info | {
"geo_location": "Russia",
"device_hash": "def96ed6612665d0d544c556b56bf63af4d44ce4b38f93077f4d7aa50190614f",
"user_agent": "Opera/9.26.(Windows NT 6.2; ur-PK) Presto/2.9.176 Version/10.00",
"session_id": "66210ae1-c415-43b0-bb37-b7eeb8e95e70",
"risk_score": 43.79,
"confidence": 0.28
} | null | null | null | null | null | No additional info | AI system model_inversion by unichols No additional info | model_inversion | null | null | unichols | null | null | null | null | null | null | null | null | null | null | null | null | model-aeee27c9 | f7645107106654b1878530df54ec222dbe492966c5df9e1af0e01a589496b8bb | 8b9159ecc112e666a8e738c8d2e3bdba | null | null |
7f2cfca9-be95-417d-8988-bcfc1c180f00 | 2025-05-13T23:55:51 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for jennifer00 via OAuth from 166.236.143.252 No additional info noise=posts/blog/explore | {
"geo_location": "Portugal",
"device_hash": "7a852468c2fbb268d671a45f34506dd61bd6bc18",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 5_1_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/25.0.893.0 Mobile/22L019 Safari/531.1",
"session_id": "9eee11b4-31ba-4dba-9935-fa76fb39a05a",
"risk_score": 52.85,
"confidence": 0.45
} | 166.236.143.252 | null | null | null | null | No additional info | Auth bypass for jennifer00 via OAuth from 166.236.143.252 No additional info | bypass | null | null | jennifer00 | null | null | null | null | null | null | null | null | null | null | OAuth | 6b:ec:67:4a:68:98 | null | null | null | null | null |
56c2f402-b6ab-4e9b-b964-1f34b507c50f | 2025-01-27T19:17:02 | endpoint | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access /job/local.mov by anthonyjohnson Unconventional IOC: ACPI table modifications | {
"geo_location": "Greenland",
"device_hash": "17df99a74cdb9ad646b66f9131b54122",
"user_agent": "Opera/9.57.(X11; Linux x86_64; si-LK) Presto/2.9.189 Version/11.00",
"session_id": "e6de231b-3454-449a-96ed-6fc798140c11",
"risk_score": 51.85,
"confidence": 0.69
} | null | null | null | null | null | Unconventional IOC: ACPI table modifications | Endpoint file_access /job/local.mov by anthonyjohnson Unconventional IOC: ACPI table modifications | file_access | null | null | anthonyjohnson | /job/local.mov | 7,241 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
70323885-faf1-4966-802f-c2c22012ab7d | 2025-02-15T11:54:03 | endpoint | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint scheduled_task soldier by vpatton No additional info | {
"geo_location": "North Korea",
"device_hash": "fbc4f67b242e909a9201b3048c591846",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1.1) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/42.0.806.0 Safari/531.1",
"session_id": "a549ce49-512d-400e-a636-80d640ea9e63",
"risk_score": 35.87,
"confidence": 0.39
} | null | null | null | null | null | No additional info | Endpoint scheduled_task soldier by vpatton No additional info | scheduled_task | null | null | vpatton | soldier | 5,662 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3a869f7e-cb2c-4018-b99a-5055b2374027 | 2025-07-03T06:30:24 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network connection from 142.104.76.158 to 155.223.149.1 MITRE Technique: T1071.001 noise=tags/posts/app | {
"geo_location": "Wallis and Futuna",
"device_hash": "dbd804e6166f1c7326e9731f5f3382bb4e59d5c8",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/17.0.825.0 Safari/534.2",
"session_id": "0bff47fd-2d7c-437c-bbf6-85833989b365",
"risk_score": 40.77,
"confidence": 0.89
} | 142.104.76.158 | 155.223.149.1 | null | null | null | MITRE Technique: T1071.001 | Network connection from 142.104.76.158 to 155.223.149.1 MITRE Technique: T1071.001 | connection | 261,715 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9028def8-e310-410e-955b-903cb7a2ad54 | 2025-03-23T23:13:28 | iot | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "Gibraltar",
"device_hash": "1b1d4518fcd0754592fe17fad03107bd0f218c80636c7dffe450821c6ddf74d6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; as-IN) AppleWebKit/533.27.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6533.27.2",
"session_id": "47d3578e-b7c4-490b-a015-cf74f21c78e8",
"risk_score": 65.72,
"confidence": 0.91
} | null | null | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | HVAC | iot-9128f626 | 7.1 | null | null | null | null | null | null | null | null | null | null |
289b8a62-63a0-42eb-82bf-e2f21acdb59f | 2025-03-17T01:59:30 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth failed for karen11 via biometric from 176.11.85.253 No additional info | {
"geo_location": "Malawi",
"device_hash": "f1d6e287ddeb4bf0b8ebf4b31bd08d80",
"user_agent": "Mozilla/5.0 (Android 4.1.2; Mobile; rv:58.0) Gecko/58.0 Firefox/58.0",
"session_id": "cd95a4e1-405d-4e6b-8ec0-259fc7a165e5",
"risk_score": 75.99,
"confidence": 0.01
} | 176.11.85.253 | null | null | null | null | No additional info | Auth failed for karen11 via biometric from 176.11.85.253 No additional info | failed | null | null | karen11 | null | null | null | null | null | null | null | null | null | null | biometric | 64:8a:ac:c0:94:de | null | null | null | null | null |
56a7120d-1113-4f2a-88b2-561502177a97 | 2024-02-25T05:14:56 | endpoint | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install capital by holderdaniel No additional info | {
"geo_location": "Botswana",
"device_hash": "4caa9d7cbea635469d8755faab668fb02a74e7abcb7bc35bd9c04de004b1fd12",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; ko-KR; rv:1.9.1.20) Gecko/3267-10-05 16:25:47 Firefox/3.6.10",
"session_id": "5bd410aa-8f63-4e11-9972-75c8ff5ff472",
"risk_score": 48.87,
"confidence": 0.57
} | null | null | null | null | null | No additional info | Endpoint service_install capital by holderdaniel No additional info | service_install | null | null | holderdaniel | capital | 4,060 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
61b98f7c-8f92-4467-a62a-2db8cb7af6c6 | 2025-06-30T18:12:15 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth failed for elizabeth77 via SAML from 8.195.226.135 MITRE Technique: T1218.011 noise=SG93IHdhci4= | {
"geo_location": "Hungary",
"device_hash": "7d3c36f0e9ec2d3ab4d2d5f81f776308",
"user_agent": "Opera/8.96.(Windows 98; ss-ZA) Presto/2.9.184 Version/11.00",
"session_id": "8218a872-d2d5-420e-9056-3fd011c786ce",
"risk_score": 51.08,
"confidence": 0.78
} | 8.195.226.135 | null | null | null | null | MITRE Technique: T1218.011 | Auth failed for elizabeth77 via SAML from 8.195.226.135 MITRE Technique: T1218.011 | failed | null | null | elizabeth77 | null | null | null | null | null | null | null | null | null | null | SAML | 3d:1a:1a:ac:e4:0b | null | null | null | null | null |
c34362c0-7f2e-49a2-aed5-6ad1ef0af2e1 | 2025-04-19T11:51:57 | iot | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|info| desc=IoT device Medical unusual_activity MITRE Technique: T1218.011 | {
"geo_location": "United Kingdom",
"device_hash": "8665449e20eb634c7b3b33c614ccbfad",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; mi-NZ) AppleWebKit/533.43.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6533.43.7",
"session_id": "6646bca9-1769-4872-aac9-3f83b87cb162",
"risk_score": 73.41,
"confidence": 0.54
} | null | null | null | null | null | MITRE Technique: T1218.011 | IoT device Medical unusual_activity MITRE Technique: T1218.011 | unusual_activity | null | null | null | null | null | null | {
"baseline_deviation": 1.76,
"entropy": 4.59,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Medical | iot-03af5a30 | 4.2 | null | null | null | null | null | null | null | null | null | null |
7266c9cb-0de9-4e3e-8c6b-28255e7b625e | 2025-03-22T20:45:40 | ids_alert | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Vectra AI Alert: Living-off-the-Land detected from 65.43.135.80 targeting N/A MITRE Technique: T1190 | Unconventional IOC: ACPI table modifications | {
"geo_location": "Mongolia",
"device_hash": "7dbb79fead89fb99974d2b46fa5b103c9282320021889cb3bc88c990fb7a23c8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/3.1)",
"session_id": "eded0be5-348c-4d57-9da2-2d43d70d571c",
"risk_score": 34.26,
"confidence": 0.44
} | 65.43.135.80 | N/A | Living-off-the-Land | SIG-6221 | Evasion | MITRE Technique: T1190 | Unconventional IOC: ACPI table modifications | Vectra AI Alert: Living-off-the-Land detected from 65.43.135.80 targeting N/A MITRE Technique: T1190 | Unconventional IOC: ACPI table modifications | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
32ae927e-58b4-4c1f-a623-d7caacbc3da7 | 2025-03-30T09:43:25 | iot | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical battery_drain MITRE Technique: T1071.001 | Associated Threat Actor: Scattered Spider | {
"geo_location": "Taiwan",
"device_hash": "c83fd8bac45b54f8b285466d44b85263018334e0ba8bb67f5672c3695c21dfde",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/3.0)",
"session_id": "82c58692-d3b3-4396-a79c-4ce01433ea19",
"risk_score": 24.34,
"confidence": 0.22
} | null | null | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: Scattered Spider | IoT device Medical battery_drain MITRE Technique: T1071.001 | Associated Threat Actor: Scattered Spider | battery_drain | null | null | null | null | null | null | null | Medical | iot-e88eb57a | 5.2 | null | null | null | null | null | null | null | null | null | null |
f15430ea-fd29-48ee-999b-4edf1f3586e6 | 2025-01-18T08:54:15 | firewall | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|high| desc=Firewall allow NTP traffic from 30.70.126.208:45 to 165.183.88.107:124 MITRE Technique: T1566.001 | {
"geo_location": "Uganda",
"device_hash": "d050deb2bc884d0fc8c50aa994f9869a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 8_4_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/9.2i2646.0 Mobile/38D729 Safari/536.1",
"session_id": "07a80a60-aacd-4dc1-8650-4080f6227b8d",
"risk_score": 54.76,
"confidence": 0.19
} | 30.70.126.208 | 165.183.88.107 | null | null | null | MITRE Technique: T1566.001 | Firewall allow NTP traffic from 30.70.126.208:45 to 165.183.88.107:124 MITRE Technique: T1566.001 | allow | 249,236 | NTP | null | null | null | null | null | null | null | null | 45 | 124 | 1,160 | null | null | null | null | null | null | null |
0ca4b57c-3157-452d-9da5-f28671abcb07 | 2025-05-23T04:53:06 | ai | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by mrodriguez No additional info | {
"geo_location": "Swaziland",
"device_hash": "2211aa020526a84d83edad300e74398cbe0070c0de8b74388f26863d9d5a07bb",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; mt-MT) AppleWebKit/535.49.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6535.49.5",
"session_id": "468dc7af-b3ce-4a6a-b357-e28b1f32c00f",
"risk_score": 43.9,
"confidence": 0.02
} | null | null | null | null | null | No additional info | AI system adversarial_input by mrodriguez No additional info | adversarial_input | null | null | mrodriguez | null | null | null | null | null | null | null | null | null | null | null | null | model-03d7c254 | 28b8ca84af926f3fd59a1b5050edd5da | 09e47b991abf1c30db52f1e383524d65 | null | null |
299a5598-e0d1-4d71-99d9-35fb5d564cad | 2025-06-15T03:20:19 | network | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|low| desc=Network connection from 10.248.144.243 to 66.116.231.138 No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "65376bfb553cde34327ff89f32aede9b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3610-07-25 19:00:36 Firefox/6.0",
"session_id": "92a016f8-57df-4716-85b4-7edd7a5ce219",
"risk_score": 81.06,
"confidence": 0.35
} | 10.248.144.243 | 66.116.231.138 | null | null | null | No additional info | Network connection from 10.248.144.243 to 66.116.231.138 No additional info | connection | 542,040 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0c48a7bd-a19e-4342-8f08-389a99b58c4a | 2025-05-20T00:57:29 | ai | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by ronald12 No additional info | {
"geo_location": "Cook Islands",
"device_hash": "11bc1a76b09731df51fb689c4d142d14",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/3.0)",
"session_id": "30445b70-9c96-4136-90f6-2a7b46dd4d4e",
"risk_score": 12,
"confidence": 0.95
} | null | null | null | null | null | No additional info | AI system membership_inference by ronald12 No additional info | membership_inference | null | null | ronald12 | null | null | null | null | null | null | null | null | null | null | null | null | model-bdbebd62 | a7d990a7552ea71c76984d6da5e33ec14e2fa54076cf03c04534e3773c9178f4 | 121e4c3b6bb133df21a855a8dd347f81d7fb8944 | null | null |
99faab84-0bc5-459b-a8a2-5a23803eb1e2 | 2025-03-21T01:25:29 | firewall | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|critical| desc=Firewall inspect NTP traffic from 10.51.239.80:168 to 215.250.214.1:902 MITRE Technique: T1134.001 | Associated Threat Actor: TA505 | Beaconing behavior detected noise=wp-content/explore | {
"geo_location": "Guyana",
"device_hash": "077c8074972789e339016cd290ebaef3",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_5 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) CriOS/57.0.854.0 Mobile/68N973 Safari/531.0",
"session_id": "4335d489-3a7b-4001-9b5e-16323fcdf203",
"risk_score": 42.53,
"confidence": 0.75
} | 10.51.239.80 | 215.250.214.1 | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: TA505 | Beaconing behavior detected | Firewall inspect NTP traffic from 10.51.239.80:168 to 215.250.214.1:902 MITRE Technique: T1134.001 | Associated Threat Actor: TA505 | Beaconing behavior detected | inspect | 527,435 | NTP | null | null | null | null | null | null | null | null | 168 | 902 | 2,676 | null | null | null | null | null | null | null |
734c855b-17f2-4a7f-9185-f696d3cab524 | 2025-07-11T01:25:35 | auth | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for tponce via OAuth from 75.58.251.85 MITRE Technique: T1134.001 | {
"geo_location": "South Africa",
"device_hash": "ec28550f16fc9a24a911f3891b5b9179c0737f7cb392405dae4f5729e0384745",
"user_agent": "Opera/9.84.(Windows NT 5.2; mr-IN) Presto/2.9.177 Version/11.00",
"session_id": "058a5b28-cb2f-4f2d-9cd0-53c2bb87ac45",
"risk_score": 86.01,
"confidence": 0.76
} | 75.58.251.85 | null | null | null | null | MITRE Technique: T1134.001 | Auth challenge for tponce via OAuth from 75.58.251.85 MITRE Technique: T1134.001 | challenge | null | null | tponce | null | null | null | null | null | null | null | null | null | null | OAuth | c8:d6:39:82:c1:c2 | null | null | null | null | null |
1dd043e6-50b0-45fc-ba2d-90433a65a25d | 2025-02-25T14:09:03 | iot | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Medical firmware_update No additional info | {
"geo_location": "Liberia",
"device_hash": "20e51218a642b869cb33c7d6e4ecab8cf9a316b0",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/2474-08-25 17:03:16 Firefox/13.0",
"session_id": "db841635-d585-4e8b-adc0-f10f5c1d7da8",
"risk_score": 83.24,
"confidence": 0.88
} | null | null | null | null | null | No additional info | IoT device Medical firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Medical | iot-56ad8cf4 | 10.7 | null | null | null | null | null | null | null | null | null | null |
10ebf198-11da-4eb1-975d-381dd5d7568a | 2025-01-17T12:46:14 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth timeout for taylorlori via passwordless from 124.97.3.156 No additional info | {
"geo_location": "Kuwait",
"device_hash": "3d52d9d9954ad507e47d5b50c7750da681f6722b22d317fbbcee1747a7aea0c6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/3.1)",
"session_id": "9842e0fe-f7aa-4f27-a216-f0773fc473c2",
"risk_score": 84.97,
"confidence": 0.17
} | 124.97.3.156 | null | null | null | null | No additional info | Auth timeout for taylorlori via passwordless from 124.97.3.156 No additional info | timeout | null | null | taylorlori | null | null | null | null | null | null | null | null | null | null | passwordless | f4:35:8d:c5:11:40 | null | null | null | null | null |
0b163a2b-3876-4993-81be-26de04115859 | 2025-01-23T22:53:25 | network | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|low| desc=Network beaconing from 213.151.181.223 to 211.67.146.228 No additional info | {
"geo_location": "Guinea",
"device_hash": "24622035f2fa8b09bf0af4a4e515a02d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/59.0.892.0 Safari/535.1",
"session_id": "0af259ae-47e2-4603-b6b2-7b55b5d2c32e",
"risk_score": 46.96,
"confidence": 0.81
} | 213.151.181.223 | 211.67.146.228 | null | null | null | No additional info | Network beaconing from 213.151.181.223 to 211.67.146.228 No additional info | beaconing | 275,500 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6e20b0d8-d005-4d01-af4b-13ff7cf8e841 | 2025-05-10T07:02:59 | network | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 222.250.35.62 to 7.255.61.25 MITRE Technique: T1078.004 noise=manager|collection|along | {
"geo_location": "Algeria",
"device_hash": "21d157801cc3338821d720055356ba9e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/531.21.4 (KHTML, like Gecko) Version/4.0 Safari/531.21.4",
"session_id": "0a7eba29-b730-4e40-a114-f9be52acab38",
"risk_score": 30.33,
"confidence": 0.02
} | 222.250.35.62 | 7.255.61.25 | null | null | null | MITRE Technique: T1078.004 | Network covert_channel from 222.250.35.62 to 7.255.61.25 MITRE Technique: T1078.004 | covert_channel | 732,044 | HTTPS | null | null | null | null | {
"baseline_deviation": 1.47,
"entropy": 4.99,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
56411abf-727d-45e2-b9db-75aa87eb8efe | 2025-06-02T14:16:48 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device Camera battery_drain Unconventional IOC: Bios timestamp anomalies noise=main/list/wp-content | {
"geo_location": "Canada",
"device_hash": "f56334598e5a46a25144ad88ef841077b7a995c99603b8f29d4e817eb2361ad2",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_6 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/17.0.805.0 Mobile/65I465 Safari/535.2",
"session_id": "4859dfdc-2cfd-4282-80bc-2bfab697f1b1",
"risk_score": 83.2,
"confidence": 0.3
} | null | null | null | null | null | Unconventional IOC: Bios timestamp anomalies | IoT device Camera battery_drain Unconventional IOC: Bios timestamp anomalies | battery_drain | null | null | null | null | null | null | null | Camera | iot-68d06f4f | 6.7 | null | null | null | null | null | null | null | null | null | null |
38c7b50b-fbae-4385-a598-4235b42033e8 | 2025-03-27T18:47:38 | network | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 116.88.22.145 to 88.253.23.127 MITRE Technique: T1071.001 | {
"geo_location": "Montenegro",
"device_hash": "2176a564e425729d36634a074c211b930e349fa871a24b005008ff5a9918b2ec",
"user_agent": "Opera/8.53.(Windows 95; wae-CH) Presto/2.9.171 Version/11.00",
"session_id": "6c51368b-1d77-4405-a27c-acef9b1da4ca",
"risk_score": 49.56,
"confidence": 0.17
} | 116.88.22.145 | 88.253.23.127 | null | null | null | MITRE Technique: T1071.001 | Network protocol_anomaly from 116.88.22.145 to 88.253.23.127 MITRE Technique: T1071.001 | protocol_anomaly | 858,399 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0a95c791-0db8-4926-9546-d5eff771e2ff | 2025-03-29T11:26:23 | ai | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by shannon94 No additional info | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "9a3f6e8d0cfe29b0ef98083bf60273b5",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_3 rv:5.0; byn-ER) AppleWebKit/533.49.6 (KHTML, like Gecko) Version/5.0.4 Safari/533.49.6",
"session_id": "3c767069-5d22-4a1b-8f2f-85788bba50d0",
"risk_score": 30.4,
"confidence": 0.9
} | null | null | null | null | null | No additional info | AI system api_abuse by shannon94 No additional info | api_abuse | null | null | shannon94 | null | null | null | {
"baseline_deviation": 1.46,
"entropy": 2.03,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-ce05fdfe | eda0e0913e607455269ba7db7dff91aa89a27840 | 66e02e52150e088bfd0776644be92e7af93fde0f07cd205e53f81c065bebaabc | null | null |
1c3c2e18-9aa3-4bfb-a120-f01a70f4e998 | 2025-03-20T21:16:00 | endpoint | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access /century/sister.mp3 by kgutierrez No additional info | {
"geo_location": "Netherlands",
"device_hash": "3c8d289f93b176848d8d11e07fefcb11",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_6) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/17.0.863.0 Safari/535.2",
"session_id": "a2e716bf-fd1f-45a6-b4f2-8ccf99c1d5d6",
"risk_score": 56.08,
"confidence": 0.65
} | null | null | null | null | null | No additional info | Endpoint file_access /century/sister.mp3 by kgutierrez No additional info | file_access | null | null | kgutierrez | /century/sister.mp3 | 9,080 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f66db1a7-ec52-4098-9895-fc07ac56c549 | 2025-03-09T17:56:02 | ai | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by ryansharp No additional info noise=Q2FuZGlkYXRlLg== | {
"geo_location": "French Guiana",
"device_hash": "86115cca845c8e3174c334610451a71f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/4.1)",
"session_id": "5965d9a7-20e6-4b3f-a9d7-c04509252b1f",
"risk_score": 39.12,
"confidence": 0.72
} | null | null | null | null | null | No additional info | AI system model_inversion by ryansharp No additional info | model_inversion | null | null | ryansharp | null | null | null | {
"baseline_deviation": 2.01,
"entropy": 5.93,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-9f7534b6 | 536d734f17ca477e4c75922782debc2a4595f954b5ef593b914128d30b3bc540 | 8cd8f03a586ed488e6890cf32a7a90a4 | null | null |
a68e788c-4e94-4e59-ac15-a83f63bfcfa2 | 2025-05-28T22:27:54 | auth | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|low| desc=Auth locked for annetterasmussen via MFA from 41.78.93.50 No additional info | {
"geo_location": "Tanzania",
"device_hash": "1ad50d511bfec21cb21d53973723903e",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/5768-12-25 09:57:45 Firefox/3.8",
"session_id": "0753766e-9c5e-49ea-9f3e-4134a10e54c6",
"risk_score": 70.83,
"confidence": 0.02
} | 41.78.93.50 | null | null | null | null | No additional info | Auth locked for annetterasmussen via MFA from 41.78.93.50 No additional info | locked | null | null | annetterasmussen | null | null | null | null | null | null | null | null | null | null | MFA | 2a:c8:06:21:90:f5 | null | null | null | null | null |
b8e5a941-f746-45e2-9cd8-eece14768359 | 2025-01-29T08:55:04 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop NTP traffic from 29.168.161.139:501 to 116.147.228.183:296 MITRE Technique: T1218.011 | {
"geo_location": "Reunion",
"device_hash": "42a503a4a06177ddabc9fb1164b29c56",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/4.1)",
"session_id": "0d2c579b-1675-4566-8de2-9fddf9aae717",
"risk_score": 60.06,
"confidence": 0.19
} | 29.168.161.139 | 116.147.228.183 | null | null | null | MITRE Technique: T1218.011 | Firewall drop NTP traffic from 29.168.161.139:501 to 116.147.228.183:296 MITRE Technique: T1218.011 | drop | 622,240 | NTP | null | null | null | null | null | null | null | null | 501 | 296 | 2,192 | null | null | null | null | null | null | null |
ea618b9f-e3f7-416e-ac9f-989de7b63bad | 2025-02-11T02:49:07 | cloud | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in GCP by jessica39 MITRE Technique: T1059.001 noise=C7010F93 | {
"geo_location": "South Africa",
"device_hash": "cd105787cc2e19b8e6401c66546d1317",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/56.0.881.0 Safari/531.0",
"session_id": "4bd7c0ee-fac4-425b-b748-633f0d80673d",
"risk_score": 26.1,
"confidence": 0.45
} | null | null | null | null | null | MITRE Technique: T1059.001 | Cloud config_change in GCP by jessica39 MITRE Technique: T1059.001 | config_change | null | null | jessica39 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-3015e202 |
3df7b0e1-0aaf-4c4e-9960-09e59d449e4b | 2025-02-10T09:06:50 | firewall | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect HTTP traffic from 25.87.227.45:888 to 211.215.2.91:796 No additional info | {
"geo_location": "Ireland",
"device_hash": "355cdfe969cb1110e095b18bb0be74dbc6e7482a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_3 rv:2.0; be-BY) AppleWebKit/534.25.5 (KHTML, like Gecko) Version/5.0 Safari/534.25.5",
"session_id": "04216217-f92a-4a97-9ac7-36d525197d6d",
"risk_score": 58.42,
"confidence": 0.38
} | 25.87.227.45 | 211.215.2.91 | null | null | null | No additional info | Firewall inspect HTTP traffic from 25.87.227.45:888 to 211.215.2.91:796 No additional info | inspect | 334,685 | HTTP | null | null | null | null | null | null | null | null | 888 | 796 | 3,046 | null | null | null | null | null | null | null |
fd8840cf-0007-499a-89a7-04ba76ea420d | 2025-02-02T20:29:56 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by kinghenry No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "bd1fcd099db2b1f995fcfd51b7fa0579a7f4fd24",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; et-EE; rv:1.9.0.20) Gecko/4281-05-11 12:56:35 Firefox/7.0",
"session_id": "5f4c9703-451d-4439-925d-43c1631c4900",
"risk_score": 60.18,
"confidence": 0.72
} | null | null | null | null | null | No additional info | AI system fine_tuning by kinghenry No additional info | fine_tuning | null | null | kinghenry | null | null | null | null | null | null | null | null | null | null | null | null | model-67378232 | 71619029253e3326622cb7b9ceb2890e90cdbbc73752990c3fd7e14a72faf702 | ec531716a8fa7b9e95ecb3beafeb8f400bb86689b9e3a684218ec650a4056388 | null | null |
c945ee72-87c7-41b7-9faf-3651dc492a00 | 2025-06-30T13:52:38 | endpoint | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec /speak/money.pages by rodriguezdaniel Associated Threat Actor: REvil | Fileless execution detected noise=Rm9ybWVyLg== | {
"geo_location": "Uganda",
"device_hash": "5218b04347ef0877cd1e4c31f67bb790344b96648a724af1b6bea3bbaf7f1bcc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/3.1)",
"session_id": "2ca63aef-1538-4e47-afdf-77e1393a2b5a",
"risk_score": 49.98,
"confidence": 0.84
} | null | null | null | null | null | Associated Threat Actor: REvil | Fileless execution detected | Endpoint powershell_exec /speak/money.pages by rodriguezdaniel Associated Threat Actor: REvil | Fileless execution detected | powershell_exec | null | null | rodriguezdaniel | /speak/money.pages | 1,129 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ffa847f0-7d1c-4be9-8095-dcc6b65fde3d | 2025-04-05T13:05:09 | endpoint | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install middle by jimenezvictoria Associated Threat Actor: Conti | {
"geo_location": "Indonesia",
"device_hash": "e380e097d62d0c42ae17a52d3338a73e3d5baa1c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/532.34.7 (KHTML, like Gecko) Version/4.0.2 Safari/532.34.7",
"session_id": "3d33cbc7-bee3-42a8-9be4-8c3d7cdfda0b",
"risk_score": 49.59,
"confidence": 0.95
} | null | null | null | null | null | Associated Threat Actor: Conti | Endpoint service_install middle by jimenezvictoria Associated Threat Actor: Conti | service_install | null | null | jimenezvictoria | middle | 255 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
807047bd-25aa-44e2-b035-1c1a419b2064 | 2025-07-09T06:38:22 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by xlee MITRE Technique: T1204.002 | {
"geo_location": "Martinique",
"device_hash": "8456912181c6c486f4f278603e1d30e72983db4ff63c51dd42e86106ffb009d0",
"user_agent": "Opera/8.41.(Windows NT 11.0; gd-GB) Presto/2.9.172 Version/10.00",
"session_id": "1b39586e-0c65-4be1-a7ac-caacb6f9acd6",
"risk_score": 61.67,
"confidence": 0.23
} | null | null | null | null | null | MITRE Technique: T1204.002 | AI system membership_inference by xlee MITRE Technique: T1204.002 | membership_inference | null | null | xlee | null | null | null | null | null | null | null | null | null | null | null | null | model-359cd8ee | 45edb9cb3bd8e0526baee9f599bddd18eb8d7273 | cec173a1c77e661067ac29c832aa28af | null | null |
044d4ebd-a6ac-4964-9fa7-e3e3976fb471 | 2025-02-20T21:44:00 | firewall | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny ICMP traffic from 44.125.124.169:743 to 166.49.109.146:69 No additional info | {
"geo_location": "Monaco",
"device_hash": "72c18a39f4d8361353e21d9674ae21c7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/531.33.6 (KHTML, like Gecko) Version/4.0 Safari/531.33.6",
"session_id": "d14a496d-695d-46a6-abe1-3bfaf90394f2",
"risk_score": 44.88,
"confidence": 0.09
} | 44.125.124.169 | 166.49.109.146 | null | null | null | No additional info | Firewall deny ICMP traffic from 44.125.124.169:743 to 166.49.109.146:69 No additional info | deny | 773,894 | ICMP | null | null | null | null | null | null | null | null | 743 | 69 | 1,519 | null | null | null | null | null | null | null |
647745c9-9995-424b-9fb5-a37d3da10aec | 2025-05-29T19:03:57 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 205.166.170.28 to 104.213.169.106 No additional info | {
"geo_location": "Chad",
"device_hash": "46f37017ecf7156fd8af290270a29463",
"user_agent": "Opera/9.18.(X11; Linux x86_64; da-DK) Presto/2.9.163 Version/12.00",
"session_id": "ab128ec4-986f-41bc-9814-304113a21fb9",
"risk_score": 78.92,
"confidence": 0.15
} | 205.166.170.28 | 104.213.169.106 | null | null | null | No additional info | Network protocol_anomaly from 205.166.170.28 to 104.213.169.106 No additional info | protocol_anomaly | 173,368 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
15b047c6-8859-48cc-99ae-d2e9bbaca5b8 | 2025-04-18T09:03:23 | firewall | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|low| desc=Firewall allow HTTP traffic from 114.66.128.55:38 to 145.253.131.102:19 MITRE Technique: T1190 | {
"geo_location": "New Caledonia",
"device_hash": "9e5fea47f895ad72a94b4a508615e944",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/532.1.1 (KHTML, like Gecko) Version/5.0.2 Safari/532.1.1",
"session_id": "78a0d7c3-33fc-43c2-8977-58ee767cc17a",
"risk_score": 35.53,
"confidence": 0.15
} | 114.66.128.55 | 145.253.131.102 | null | null | null | MITRE Technique: T1190 | Firewall allow HTTP traffic from 114.66.128.55:38 to 145.253.131.102:19 MITRE Technique: T1190 | allow | 456,653 | HTTP | null | null | null | null | null | null | null | null | 38 | 19 | 1,012 | null | null | null | null | null | null | null |
f3da7a95-5ec9-4aa0-b515-2c94a84a177f | 2025-01-26T06:17:03 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth bypass for lindawest via biometric from 10.176.98.104 MITRE Technique: T1204.002 | {
"geo_location": "Suriname",
"device_hash": "a2117f39941b50df09f319335811314e",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_0; rv:1.9.5.20) Gecko/8787-11-22 15:44:04 Firefox/3.8",
"session_id": "5f17563a-dbe9-48c2-849c-319aef26010c",
"risk_score": 56.22,
"confidence": 0.98
} | 10.176.98.104 | null | null | null | null | MITRE Technique: T1204.002 | Auth bypass for lindawest via biometric from 10.176.98.104 MITRE Technique: T1204.002 | bypass | null | null | lindawest | null | null | null | {
"baseline_deviation": 2.15,
"entropy": 2.18,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | biometric | 01:70:14:66:92:6d | null | null | null | null | null |
e8ce2692-6d1a-44f5-b43e-2db2c11231d0 | 2025-03-26T11:21:31 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical firmware_update No additional info | {
"geo_location": "New Zealand",
"device_hash": "4e36e8c8a9f5d282007773e6e670a7da",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_1 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/16.1u8658.0 Mobile/53G562 Safari/534.0",
"session_id": "d24e0950-b9d3-43b9-acf6-143d7dc41690",
"risk_score": 73.72,
"confidence": 0.17
} | null | null | null | null | null | No additional info | IoT device Medical firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Medical | iot-54e29f81 | 2.0 | null | null | null | null | null | null | null | null | null | null |
5dca8244-a53a-4af0-aafa-20a027961f70 | 2025-07-09T09:34:27 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by dylanmarshall No additional info | {
"geo_location": "Nauru",
"device_hash": "b1bd2862fa81c85e8afff99e875716b7bc098ec8490a2ecd001eccdd18657e44",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/534.16.2 (KHTML, like Gecko) Version/4.0.4 Safari/534.16.2",
"session_id": "8e9eb815-033e-4979-9d71-09c5dc856b29",
"risk_score": 41.06,
"confidence": 0.09
} | null | null | null | null | null | No additional info | AI system fine_tuning by dylanmarshall No additional info | fine_tuning | null | null | dylanmarshall | null | null | null | null | null | null | null | null | null | null | null | null | model-f87e6593 | 607767567b4b37a171b6495534eaa8b12ada8917 | 1eb1a6bf255920f80c0a856f73012d4a4fa16ef6 | null | null |
26d42fcf-1372-4508-8029-96cd0fef7e59 | 2024-03-02T04:46:25 | ids_alert | Vectra AI v5.0.0 | emergency | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Vectra AI Alert: ICS Attack detected from 199.69.100.8 targeting 103.195.31.113 MITRE Technique: T1053.005 noise=respond|ahead|throughout | {
"geo_location": "Egypt",
"device_hash": "60e769c0377d4e5be407d28843d98652",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_2 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/16.9a5680.0 Mobile/09U197 Safari/536.2",
"session_id": "c0b3508f-aaee-4d81-93e9-15a06bdfdc63",
"risk_score": 41.62,
"confidence": 0.9
} | 199.69.100.8 | 103.195.31.113 | ICS Attack | SIG-5270 | Policy | MITRE Technique: T1053.005 | Vectra AI Alert: ICS Attack detected from 199.69.100.8 targeting 103.195.31.113 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 |
dbb8ac00-a97e-4339-8eed-016fb7f232d3 | 2025-04-17T20:10:33 | auth | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|low| desc=Auth challenge for briannguyen via password from 112.117.54.220 No additional info | {
"geo_location": "Syrian Arab Republic",
"device_hash": "1fcc0179b951da8e9176b511bc099fe9d264ded4",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_2 rv:5.0; ro-RO) AppleWebKit/531.24.3 (KHTML, like Gecko) Version/5.1 Safari/531.24.3",
"session_id": "f59bc079-1e41-44ab-bcee-f848a44bffd5",
"risk_score": 43.44,
"confidence": 0.49
} | 112.117.54.220 | null | null | null | null | No additional info | Auth challenge for briannguyen via password from 112.117.54.220 No additional info | challenge | null | null | briannguyen | null | null | null | null | null | null | null | null | null | null | password | 94:a1:37:6d:bd:86 | null | null | null | null | null |
553bb077-a718-49ff-9ae8-7db089e1bc7b | 2025-05-07T03:29:01 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny ICMP traffic from 207.167.217.45:615 to 84.145.209.248:584 MITRE Technique: T1574.002 | Geo anomaly: Impossible travel detected | {
"geo_location": "Russia",
"device_hash": "879338921212e2d448e80d4eabcbffce5605ee7d1111dec09fbc135d5d118d9c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/57.0.816.0 Safari/533.0",
"session_id": "f71632cc-9d39-485f-9fb6-64ca93847abd",
"risk_score": 31.5,
"confidence": 0.74
} | 207.167.217.45 | 84.145.209.248 | null | null | null | MITRE Technique: T1574.002 | Geo anomaly: Impossible travel detected | Firewall deny ICMP traffic from 207.167.217.45:615 to 84.145.209.248:584 MITRE Technique: T1574.002 | Geo anomaly: Impossible travel detected | deny | 319,069 | ICMP | null | null | null | null | null | null | null | null | 615 | 584 | 1,809 | null | null | null | null | null | null | null |
84d4dc34-f026-40af-9afa-9e261bff890b | 2025-03-18T18:59:52 | auth | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for glopez via OAuth from 25.24.10.166 No additional info noise=main/tag | {
"geo_location": "United States Virgin Islands",
"device_hash": "1f8ab3b05d382f7f0ccfea247fcfac214a1fa775",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/3.1)",
"session_id": "55be127f-4121-46bc-88f3-327c38b9e72b",
"risk_score": 47.05,
"confidence": 0.36
} | 25.24.10.166 | null | null | null | null | No additional info | Auth bypass for glopez via OAuth from 25.24.10.166 No additional info | bypass | null | null | glopez | null | null | null | null | null | null | null | null | null | null | OAuth | c4:fa:ae:63:22:c3 | null | null | null | null | null |
e2ac14f1-1e96-40d4-a624-4f2bb52a949f | 2025-05-19T14:00:51 | cloud | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in Alibaba by vhuerta No additional info | {
"geo_location": "Russia",
"device_hash": "8a0a60bbaa618537746a798fb7e797bf",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/29.0.822.0 Safari/533.1",
"session_id": "a0827265-b48e-4b84-b426-aef3c30bbed3",
"risk_score": 91.18,
"confidence": 0.18
} | null | null | null | null | null | No additional info | Cloud shadow_it in Alibaba by vhuerta No additional info | shadow_it | null | null | vhuerta | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-ce1a0cb0 |
5e12d252-9728-4b75-a65c-c3d312739a93 | 2025-04-15T05:39:52 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth locked for williamcaldwell via password from 10.76.149.120 Associated Threat Actor: TA505 | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "0350860b58f74f8dec5763b041248130",
"user_agent": "Opera/8.78.(Windows 95; mag-IN) Presto/2.9.178 Version/12.00",
"session_id": "968e2fad-79b9-4dff-baee-21667ef35141",
"risk_score": 69.24,
"confidence": 0.63
} | 10.76.149.120 | null | null | null | null | Associated Threat Actor: TA505 | Auth locked for williamcaldwell via password from 10.76.149.120 Associated Threat Actor: TA505 | locked | null | null | williamcaldwell | null | null | null | null | null | null | null | null | null | null | password | f0:40:97:61:02:00 | null | null | null | null | null |
8b8cc048-cf6e-4f81-8c36-edf8a75d06b7 | 2025-05-26T19:47:17 | network | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|high| desc=Network disconnection from 48.11.35.203 to 14.210.5.165 Possible protocol tunneling | {
"geo_location": "New Caledonia",
"device_hash": "e5d7015d9e3bbd49571f177ac8a7172e",
"user_agent": "Opera/9.31.(Windows 95; sa-IN) Presto/2.9.185 Version/12.00",
"session_id": "b5dbff22-ae23-4000-bacc-58afcf6e4375",
"risk_score": 63.3,
"confidence": 0.09
} | 48.11.35.203 | 14.210.5.165 | null | null | null | Possible protocol tunneling | Network disconnection from 48.11.35.203 to 14.210.5.165 Possible protocol tunneling | disconnection | 956,688 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
da8fcb1d-ddfe-4b69-9921-36cb55414ef8 | 2025-05-10T04:53:08 | firewall | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall drop SSH traffic from 148.215.37.190:453 to 10.65.51.141:215 No additional info | {
"geo_location": "Argentina",
"device_hash": "19ba98f87dfebf3a0299c067f47febe15d503ad568e56571938bb582cee3d81d",
"user_agent": "Opera/9.51.(Windows NT 4.0; sv-FI) Presto/2.9.172 Version/10.00",
"session_id": "fa9bfece-e182-4eaf-ae44-e273d8da1267",
"risk_score": 60.16,
"confidence": 0.4
} | 148.215.37.190 | 10.65.51.141 | null | null | null | No additional info | Firewall drop SSH traffic from 148.215.37.190:453 to 10.65.51.141:215 No additional info | drop | 544,254 | SSH | null | null | null | null | null | null | null | null | 453 | 215 | 1,921 | null | null | null | null | null | null | null |
e18bb86e-4d44-4cbb-93ca-0e1c06ab07b1 | 2025-07-08T02:59:41 | iot | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat protocol_violation No additional info noise=professor|author|box | {
"geo_location": "Jersey",
"device_hash": "41cf677fcd58e0f92abb27d588adab54",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_8) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/62.0.838.0 Safari/534.1",
"session_id": "65af27cb-e78f-4d4d-8e87-83e048f0bc75",
"risk_score": 76.49,
"confidence": 0.49
} | null | null | null | null | null | No additional info | IoT device Thermostat protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Thermostat | iot-28a469fd | 6.3 | null | null | null | null | null | null | null | null | null | null |
e2d86e26-5de2-469d-9ab3-cc3247224f0a | 2025-06-26T05:35:50 | network | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 11.190.253.197 to 109.59.47.178 No additional info | {
"geo_location": "Congo",
"device_hash": "a9d2d38bb6b4763ff8e959e2e04787f5",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_9) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/25.0.847.0 Safari/536.0",
"session_id": "4fe407c6-6360-418d-91a5-4d5ccb4a531e",
"risk_score": 37.02,
"confidence": 0.63
} | 11.190.253.197 | 109.59.47.178 | null | null | null | No additional info | Network bandwidth_usage from 11.190.253.197 to 109.59.47.178 No additional info | bandwidth_usage | 326,508 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0247088d-a747-4740-9a99-b86d44bc323c | 2025-05-19T00:53:57 | firewall | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny UDP traffic from 223.49.100.153:933 to 202.225.93.239:207 No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "e72191b3b4e835e26653bafd86ab3055ef489d1a640c4cfed4fa4ddff69b88de",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/4.1)",
"session_id": "94b5bcdd-a9b3-439b-b3a4-0e6248bfb3c9",
"risk_score": 24.9,
"confidence": 0.98
} | 223.49.100.153 | 202.225.93.239 | null | null | null | No additional info | Firewall deny UDP traffic from 223.49.100.153:933 to 202.225.93.239:207 No additional info | deny | 767,134 | UDP | null | null | null | null | null | null | null | null | 933 | 207 | 2,880 | null | null | null | null | null | null | null |
96c7b5fe-01ba-4709-b26c-b8d2d48da1c7 | 2025-05-16T20:06:32 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: Supply Chain Compromise detected from 191.88.252.212 targeting 10.187.239.209 No additional info noise=tag/explore | {
"geo_location": "Philippines",
"device_hash": "58a203080ed1a669d0a088e9dcdb71075dfa3c5001646dc4e55d7a9a0e1373ba",
"user_agent": "Mozilla/5.0 (Android 5.0.2; Mobile; rv:13.0) Gecko/13.0 Firefox/13.0",
"session_id": "019db54f-eb76-40d7-8596-45ab896bfd3e",
"risk_score": 30.08,
"confidence": 0.21
} | 191.88.252.212 | 10.187.239.209 | Supply Chain Compromise | SIG-7247 | Exploit | No additional info | LogRhythm Alert: Supply Chain Compromise detected from 191.88.252.212 targeting 10.187.239.209 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b3137007-d46d-46e8-875f-3b53a2eed456 | 2025-07-07T22:02:51 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Japan",
"device_hash": "36c589c6956794ffd31d689c8e28d3cf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/3.0)",
"session_id": "673fca8c-92a4-46bf-aa98-411d4601daaa",
"risk_score": 75.43,
"confidence": 0.83
} | null | null | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | HVAC | iot-31f2819f | 8.1 | null | null | null | null | null | null | null | null | null | null |
571e647d-ddd8-4ef8-98b3-b3300bd3af2b | 2025-05-23T10:43:41 | iot | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|high| desc=IoT device Camera sensor_spoofing MITRE Technique: T1204.002 | Associated Threat Actor: Conti | {
"geo_location": "Samoa",
"device_hash": "fbbb7757c2b59f6ca9c101b3099c5607",
"user_agent": "Opera/9.44.(Windows NT 6.2; ha-NG) Presto/2.9.181 Version/11.00",
"session_id": "dc2eab94-831a-4d35-bcf0-8fd353aa3dcd",
"risk_score": 47.86,
"confidence": 0.01
} | null | null | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: Conti | IoT device Camera sensor_spoofing MITRE Technique: T1204.002 | Associated Threat Actor: Conti | sensor_spoofing | null | null | null | null | null | null | null | Camera | iot-efc722ae | 3.0 | null | null | null | null | null | null | null | null | null | null |
b769a641-102f-4af4-84dd-2ff76eb3d3df | 2025-05-19T04:14:45 | ids_alert | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|medium| desc=Splunk Alert: AI Model Poisoning detected from 39.227.135.82 targeting 11.39.237.55 MITRE Technique: T1547.001 | {
"geo_location": "Zimbabwe",
"device_hash": "3bc2e4966f4a80b72fd616f2acd1ffb9017f4f0a26178650a3d408ebe52a0082",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_3 rv:3.0; fo-FO) AppleWebKit/535.16.1 (KHTML, like Gecko) Version/5.1 Safari/535.16.1",
"session_id": "3c683aba-25b5-4380-9ac3-778dbe563056",
"risk_score": 49.3,
"confidence": 0.66
} | 39.227.135.82 | 11.39.237.55 | AI Model Poisoning | SIG-7486 | Exploit | MITRE Technique: T1547.001 | Splunk Alert: AI Model Poisoning detected from 39.227.135.82 targeting 11.39.237.55 MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e333ff15-b4a8-4fa7-a553-49f5ac1c747b | 2025-03-06T13:18:44 | ai | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|info| desc=AI system membership_inference by john85 No additional info noise=explore/explore/tags | {
"geo_location": "North Korea",
"device_hash": "589eb85630c4a8056baa302c0425035aae80b689",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/5.1)",
"session_id": "5cf30536-a566-4247-b6f5-27420c780c93",
"risk_score": 39.6,
"confidence": 0.08
} | null | null | null | null | null | No additional info | AI system membership_inference by john85 No additional info | membership_inference | null | null | john85 | null | null | null | null | null | null | null | null | null | null | null | null | model-e6af8bfd | 291bdf7aaf4f93c37a97268dbc605b1c | c48320b33c30b10be043c975e08d33477195eb92002fa03390d34606868584c8 | null | null |
dfaa86db-7f61-4444-8807-7b532b7df472 | 2025-01-27T11:21:50 | auth | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth success for nicolebartlett via SAML from 128.53.112.252 No additional info | {
"geo_location": "Cambodia",
"device_hash": "e1bcdfa59fe513659f2049f08d38dcf2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/4.0)",
"session_id": "860a4832-69cc-4ab8-9f6f-5bea2fa894bb",
"risk_score": 45.66,
"confidence": 0.87
} | 128.53.112.252 | null | null | null | null | No additional info | Auth success for nicolebartlett via SAML from 128.53.112.252 No additional info | success | null | null | nicolebartlett | null | null | null | null | null | null | null | null | null | null | SAML | 27:73:2b:77:8c:5e | null | null | null | null | null |
0f1814c5-d651-4324-a67a-4c91cd8a1667 | 2025-02-04T02:52:48 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in AWS by campbelllisa No additional info | {
"geo_location": "Suriname",
"device_hash": "b7636135fbb9d94105c337799940b934ebd0153d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/3.0)",
"session_id": "126c639a-3bbc-45b3-8054-8a17a6013189",
"risk_score": 48.91,
"confidence": 0.15
} | null | null | null | null | null | No additional info | Cloud crypto_mining in AWS by campbelllisa No additional info | crypto_mining | null | null | campbelllisa | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-8dd03b2c |
ecfd1c53-d401-4967-b4d5-cd32ca282bc5 | 2025-07-03T04:17:45 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth failed for nancykent via OAuth from 18.76.233.24 No additional info | {
"geo_location": "Pakistan",
"device_hash": "5d00775fc5c712dd22264d0071e5cfd56062615edb41294d70ce11172566ddb4",
"user_agent": "Opera/9.19.(X11; Linux x86_64; hr-HR) Presto/2.9.160 Version/11.00",
"session_id": "1f61fe7b-d74e-46ea-89b0-780022da3087",
"risk_score": 51.69,
"confidence": 0.77
} | 18.76.233.24 | null | null | null | null | No additional info | Auth failed for nancykent via OAuth from 18.76.233.24 No additional info | failed | null | null | nancykent | null | null | null | null | null | null | null | null | null | null | OAuth | 5b:a3:79:8c:e9:90 | null | null | null | null | null |
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