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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0f09036d-5cc6-4b96-af60-2fb53645bff6 | 2029-09-25T20:09:10 | cloud | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in GCP by jonesdawn Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Qatar",
"device_hash": "ca971fc1d05c122c5ba82be5bf370953d40708ca",
"user_agent": "Opera/8.70.(X11; Linux x86_64; niu-NU) Presto/2.9.168 Version/11.00",
"session_id": "789acc99-4d54-41c4-a100-630156d3930a",
"risk_score": 57.64,
"confidence": 0.26
} | jonesdawn | permission_escalation | null | null | null | Unconventional IOC: Bios timestamp anomalies | Cloud permission_escalation in GCP by jonesdawn Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | GCP | res-f8d53e6f | null | null | null | null | null | null | null | null | null | null |
7cb0051b-be86-4c47-90ee-72c1ce1f2ed3 | 2025-02-25T22:25:49 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 150.249.230.75 to 110.171.44.107 No additional info | {
"geo_location": "South Africa",
"device_hash": "5b618d7cddde81e7d3097a5c0947e47a9a4eca234d1875ab80f1f807e637ae05",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/3.1)",
"session_id": "e9b9ef83-ec67-4436-bc0a-466c8964a98b",
"risk_score": 29.07,
"confidence": 0.53
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 150.249.230.75 to 110.171.44.107 No additional info | {
"baseline_deviation": 1.21,
"entropy": 4.17,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 150.249.230.75 | 110.171.44.107 | null | null | null | null | null | null | null | null | null | null | UDP | 522,740 | null | null | null |
c6e9fc99-bf00-42e6-adce-7e44e82a3ff5 | 2025-06-02T04:55:42 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change /big/hear.bmp by usmith MITRE Technique: T1566.001 | {
"geo_location": "San Marino",
"device_hash": "3a24fe73d236f03c17087649ebdc5a2ea1f1719f",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_4 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/10.7o9002.0 Mobile/46R745 Safari/536.1",
"session_id": "6a3a9aa8-d7e7-4d02-8e47-f07e0d47a201",
"risk_sc... | usmith | registry_change | /big/hear.bmp | 5,177 | powershell.exe | MITRE Technique: T1566.001 | Endpoint registry_change /big/hear.bmp by usmith MITRE Technique: T1566.001 | {
"baseline_deviation": 1.25,
"entropy": 5.19,
"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 |
a6c8233c-e635-411e-bad9-8416e8bbb0bc | 2025-01-22T03:27:10 | ai | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by jennifer01 No additional info | {
"geo_location": "North Korea",
"device_hash": "ed008ae36d380b67f976faf197844f52",
"user_agent": "Opera/8.62.(Windows CE; szl-PL) Presto/2.9.188 Version/10.00",
"session_id": "9ee58110-fa80-4b3d-87eb-c291198a77e7",
"risk_score": 28.38,
"confidence": 0.78
} | jennifer01 | prompt_injection | null | null | null | No additional info | AI system prompt_injection by jennifer01 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-b1695fa0 | ad3cf84e63165c20c749d862c910bf50e7f751c8 | b80cc30209fd4ed039bfe69b05ff8072e665fcb9 | null | null | null | null | null | null | null |
6aa30b5c-c2a8-43eb-ae22-3c81cf86f75e | 2025-03-06T16:01:58 | ai | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by woodsteven MITRE Technique: T1218.011 | Associated Threat Actor: Conti | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "db0568ea8684fa2ddc9371746eafe1b1",
"user_agent": "Opera/9.54.(Windows NT 5.0; tn-ZA) Presto/2.9.189 Version/11.00",
"session_id": "6bf9bfac-1f78-495c-9cd7-baf43e4b90ce",
"risk_score": 46.56,
"confidence": 0.08
} | woodsteven | prompt_injection | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: Conti | AI system prompt_injection by woodsteven MITRE Technique: T1218.011 | Associated Threat Actor: Conti | null | null | null | null | null | null | null | null | null | null | null | model-df5f7905 | dc98369153d65e90f509c2a8835023c2d9dbedb6 | cb532c1610bcb83ae35842bf05518735 | null | null | null | null | null | null | null |
a4aa9800-58d8-482d-88bf-1fbb3b86df02 | 2025-06-09T07:54:35 | ids_alert | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Vectra AI Alert: DNS Tunneling detected from 207.32.134.67 targeting 49.168.144.145 No additional info noise=TWFpbiByb2FkLg== | {
"geo_location": "Antigua and Barbuda",
"device_hash": "ad97a594528990498a70015ea222a753576e863b8ee9a71c2666fa7565aba9e0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; uz-UZ) AppleWebKit/535.44.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6535.44.5",
"session_id": "a0745488-... | null | null | null | null | null | No additional info | Vectra AI Alert: DNS Tunneling detected from 207.32.134.67 targeting 49.168.144.145 No additional info | null | null | null | null | 207.32.134.67 | 49.168.144.145 | DNS Tunneling | SIG-8528 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
98335cd8-bc33-4c26-920a-02c11b95f09d | 2025-05-25T14:11:12 | ai | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by nalexander MITRE Technique: T1110.003 | Associated Threat Actor: APT35 noise=categories/posts | {
"geo_location": "Djibouti",
"device_hash": "a5da336c2ae15372f480ee35948bbc092fbfc22b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_9) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/42.0.841.0 Safari/532.0",
"session_id": "39d2df6c-37fa-4174-b5ac-cab81cb067e8",
"risk_score": 63.94,
"confiden... | nalexander | model_inversion | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: APT35 | AI system model_inversion by nalexander MITRE Technique: T1110.003 | Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | null | null | model-8decec9d | b1a6a6f35f9f97791644354643bb4070 | 9fd3bb208db0e1daaee9248c5c7f0312d4b286df | null | null | null | null | null | null | null |
b6ebfda2-e8e4-4172-aec8-ab012d44ffba | 2025-02-26T02:03:44 | endpoint | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install /thing/participant.jpg by bryantjacob No additional info | {
"geo_location": "Vanuatu",
"device_hash": "d9777e1491392bfe7f3f0d5cdba2328c",
"user_agent": "Opera/8.99.(X11; Linux x86_64; en-ZW) Presto/2.9.180 Version/12.00",
"session_id": "ee888f9f-fb90-4fd8-8294-6408f0e3aa92",
"risk_score": 89.33,
"confidence": 0.46
} | bryantjacob | service_install | /thing/participant.jpg | 5,339 | cmd.exe | No additional info | Endpoint service_install /thing/participant.jpg by bryantjacob No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a89b47b1-1a88-40b1-8d13-dcf81c3df043 | 2025-03-30T17:24:12 | network | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|info| desc=Network beaconing from 19.111.60.246 to 220.62.216.174 Unconventional IOC: UEFI variable tampering | {
"geo_location": "Eritrea",
"device_hash": "efbd54d2d6fe8d6f520feb3c8f8512bbf4cb0991",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/20.0.844.0 Mobile/14T844 Safari/531.1",
"session_id": "7b3edaa2-c0fa-4f33-93af-4e026df243fb",
"risk_score": 60.... | null | beaconing | null | null | null | Unconventional IOC: UEFI variable tampering | Network beaconing from 19.111.60.246 to 220.62.216.174 Unconventional IOC: UEFI variable tampering | null | null | null | null | 19.111.60.246 | 220.62.216.174 | null | null | null | null | null | null | null | null | null | null | HTTPS | 967,931 | null | null | null |
71d05adb-fb12-4bd5-aaca-353a9d8f1fd6 | 2025-02-05T05:04:30 | network | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 8.232.29.194 to 10.89.93.54 MITRE Technique: T1078.004 | {
"geo_location": "Northern Mariana Islands",
"device_hash": "1aeb49beeea29a38b3ccb7db6714398f99315f4b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_3 rv:5.0; iu-CA) AppleWebKit/533.40.2 (KHTML, like Gecko) Version/4.0.5 Safari/533.40.2",
"session_id": "3002852e-ac6e-4d7b-825c-e9f668894cb9",
"... | null | data_exfiltration | null | null | null | MITRE Technique: T1078.004 | Network data_exfiltration from 8.232.29.194 to 10.89.93.54 MITRE Technique: T1078.004 | null | null | null | null | 8.232.29.194 | 10.89.93.54 | null | null | null | null | null | null | null | null | null | null | TCP | 613,237 | null | null | null |
01e46dd6-63b6-45c0-8007-f69cdd3099d7 | 2025-02-27T09:22:10 | ai | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by lholland No additional info | {
"geo_location": "Paraguay",
"device_hash": "85397c19eba98926129cd30606a2b5a22192980bbd4472d478d945ef49d6edf5",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 6_1_6 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/36.0.815.0 Mobile/16G221 Safari/532.0",
"session_id": "36af6922-99df-48f3-a14b-3ac20... | lholland | prompt_injection | null | null | null | No additional info | AI system prompt_injection by lholland No additional info | null | null | null | null | null | null | null | null | null | null | null | model-9f4ef8de | 7a807beb21e9a391596a7265a69f454ea970a14a6ceeebf97fc7d66ffc515aa9 | 3366b59b472f4488562655b6f66bd44976862e4076c39eb63322fdef3e69d3ac | null | null | null | null | null | null | null |
e3184a82-bab0-4733-a731-c926239566c5 | 2025-04-14T08:37:19 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth failed for ryanmurray via password from 103.57.182.82 No additional info noise=3C43EEEA | {
"geo_location": "Pitcairn Islands",
"device_hash": "1e3cddb6c6e7ab8cc501dd0a490cf31f",
"user_agent": "Opera/8.56.(X11; Linux i686; af-ZA) Presto/2.9.175 Version/12.00",
"session_id": "944f8848-961d-4ad1-86a3-9cb295e9d860",
"risk_score": 35.55,
"confidence": 0.49
} | ryanmurray | failed | null | null | null | No additional info | Auth failed for ryanmurray via password from 103.57.182.82 No additional info | null | null | null | null | 103.57.182.82 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 07:fb:f5:54:80:15 |
e7e817da-8698-469b-b6ad-092277ad98c6 | 2025-01-30T03:58:26 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in OCI by brandithomas No additional info | {
"geo_location": "Brazil",
"device_hash": "3454a46494c50f22f4014a98cbbce222",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/534.29.7 (KHTML, like Gecko) Version/4.1 Safari/534.29.7",
"session_id": "f6fa590d-a590-485e-b594-806677f00fee",
"risk_score": 68.72,
"confidence": 0.89
} | brandithomas | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in OCI by brandithomas No additional info | null | null | null | null | null | null | null | null | null | OCI | res-37d1b134 | null | null | null | null | null | null | null | null | null | null |
f21685de-7bcc-4d96-9cd8-e45b150363a9 | 2025-06-24T00:43:04 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 9.92.56.94 to 209.30.158.105 No additional info | {
"geo_location": "Lesotho",
"device_hash": "4244b29bba1a31b9550769ad0b44cf7607d543d0",
"user_agent": "Opera/9.29.(Windows NT 4.0; ts-ZA) Presto/2.9.181 Version/11.00",
"session_id": "a8d4dac2-2384-42d1-961d-3c27dd51c8f9",
"risk_score": 33.09,
"confidence": 0.03
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 9.92.56.94 to 209.30.158.105 No additional info | null | null | null | null | 9.92.56.94 | 209.30.158.105 | null | null | null | null | null | null | null | null | null | null | ICMP | 850,215 | null | null | null |
4137b485-04e9-45bd-b636-44ba422f9b34 | 2025-04-03T10:47:44 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Azure by fryelizabeth No additional info | {
"geo_location": "Aruba",
"device_hash": "94a0eb2a6617a3ad85b34ad947726b38",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/61.0.852.0 Safari/534.1",
"session_id": "6a8ba519-0529-44cf-aa9b-013f1bcecc1b",
"risk_score": 57.36,
"confidence": 0.89
} | fryelizabeth | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Azure by fryelizabeth No additional info | {
"baseline_deviation": 2.62,
"entropy": 4.4,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | Azure | res-3c04ddbc | null | null | null | null | null | null | null | null | null | null |
67af983d-6a53-4bef-a67c-e5d320cd32cd | 2025-04-19T08:09:36 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth locked for ykramer via SAML from 178.199.82.72 MITRE Technique: T1218.011 | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "08d49d400368a8d1126d6f6ee50f58aa",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; raj-IN) AppleWebKit/532.48.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6532.48.6",
"session_id": "3ff41fbb-d561-42bb-a4b6-fd6b151ccb7a",... | ykramer | locked | null | null | null | MITRE Technique: T1218.011 | Auth locked for ykramer via SAML from 178.199.82.72 MITRE Technique: T1218.011 | null | null | null | null | 178.199.82.72 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 3a:82:1d:a8:3d:ed |
e2a02048-935f-462a-9794-17890e10f792 | 2025-02-25T03:05:10 | firewall | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine DNS traffic from 173.175.64.154:132 to 150.228.71.129:756 No additional info noise=EBD10B1C | {
"geo_location": "Burundi",
"device_hash": "d5fa98d4a84d35d4732af1cd6e4c89125e686db7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/5.0)",
"session_id": "1431bd48-1a5c-47a7-bfec-d3c75e0cd84d",
"risk_score": 48.34,
"confidence": 0.27
} | null | quarantine | null | null | null | No additional info | Firewall quarantine DNS traffic from 173.175.64.154:132 to 150.228.71.129:756 No additional info | null | null | null | null | 173.175.64.154 | 150.228.71.129 | null | null | null | null | null | null | null | null | 132 | 756 | DNS | 216,621 | 1,172 | null | null |
7485128a-3a0d-4a0c-95ab-c226cda8ea6e | 2025-07-03T14:20:48 | cloud | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in OCI by scott52 MITRE Technique: T1134.001 | {
"geo_location": "Armenia",
"device_hash": "a2279eff3e2f50ad0ae0f2741e8787d5e441615d",
"user_agent": "Mozilla/5.0 (Windows CE; ky-KG; rv:1.9.1.20) Gecko/9289-04-12 05:01:48 Firefox/3.8",
"session_id": "3bd9fe0f-5205-497c-b107-48a7b598f8e3",
"risk_score": 18.59,
"confidence": 0.66
} | scott52 | storage_access | null | null | null | MITRE Technique: T1134.001 | Cloud storage_access in OCI by scott52 MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | OCI | res-e41a8b37 | null | null | null | null | null | null | null | null | null | null |
7ea8782d-af91-4253-a137-b606bcdc695f | 2025-06-07T03:57:42 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 13.67.142.237 to 194.146.225.120 No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "d69995804ac3d01914d61ffaf633063edc9db9e3",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_4; rv:1.9.3.20) Gecko/4656-12-23 16:36:15 Firefox/12.0",
"session_id": "06e08a35-c833-45cf-938d-5e548ba6a23c",
"risk_score": 15.26,
"confiden... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 13.67.142.237 to 194.146.225.120 No additional info | {
"baseline_deviation": 1.59,
"entropy": 3.97,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 13.67.142.237 | 194.146.225.120 | null | null | null | null | null | null | null | null | null | null | TCP | 114,225 | null | null | null |
7931f4e9-3f36-4dd9-ad3a-5d5c11d27e96 | 2025-05-26T04:31:15 | ids_alert | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|critical| desc=Carbon Black Alert: MFA Bypass detected from 49.73.205.48 targeting 113.243.134.85 No additional info | {
"geo_location": "Indonesia",
"device_hash": "39e4f3f1960b7645e7aa529ba0c6e2f8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; byn-ER) AppleWebKit/532.4.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6532.4.5",
"session_id": "5fd21d16-0f8d-4143-bb75-aca1adb2bb66",
"risk_score... | null | null | null | null | null | No additional info | Carbon Black Alert: MFA Bypass detected from 49.73.205.48 targeting 113.243.134.85 No additional info | null | null | null | null | 49.73.205.48 | 113.243.134.85 | MFA Bypass | SIG-8385 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
2c7e723a-8159-4bca-8db5-015cc003f889 | 2025-04-23T05:09:13 | network | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 44.217.166.172 to 197.245.184.233 No additional info | {
"geo_location": "Guinea",
"device_hash": "b615e808402f82fba465fbe72a877a27",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/40.0.896.0 Safari/534.0",
"session_id": "c47ba596-61b2-4f2a-b4ab-b9fccbad8a2c",
"risk_score": 71.85,
"confidence": 0.3
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 44.217.166.172 to 197.245.184.233 No additional info | null | null | null | null | 44.217.166.172 | 197.245.184.233 | null | null | null | null | null | null | null | null | null | null | HTTPS | 247,869 | null | null | null |
7d2cb55d-8370-45ca-8b4b-eab18321c7d5 | 2022-04-01T06:14:02 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for qtrevino via SAML from 112.120.90.148 MITRE Technique: T1059.005 | {
"geo_location": "Chad",
"device_hash": "90a8204802ff2b0ef02fa2be0024110a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_6 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/51.0.884.0 Mobile/71S917 Safari/533.1",
"session_id": "c5115b88-2ea6-470b-abad-b01b9a4da43f",
"risk_score": 83.9,
"confi... | qtrevino | challenge | null | null | null | MITRE Technique: T1059.005 | Auth challenge for qtrevino via SAML from 112.120.90.148 MITRE Technique: T1059.005 | null | null | null | null | 112.120.90.148 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | c6:87:b8:8d:50:33 |
cdadcc96-21a6-41fe-bbf6-018aaca0c5e7 | 2025-04-11T04:07:48 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by nguyenvanessa No additional info | {
"geo_location": "Gibraltar",
"device_hash": "c472e89bbb5b68380aea9b01599b4b6b31e154f367f3644fdb06b9a0bfbd1951",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/4.0)",
"session_id": "a927ebeb-4b82-45d1-9d87-ea508d6cd79d",
"risk_score": 58.78,
"confidence": 0.67
} | nguyenvanessa | fine_tuning | null | null | null | No additional info | AI system fine_tuning by nguyenvanessa No additional info | null | null | null | null | null | null | null | null | null | null | null | model-14617c6a | c3a5c7e2be83d4e58b7b44020dcf0b51 | 82ed9e3d7ab1ef4c7bb77fdd01769459 | null | null | null | null | null | null | null |
e32636ea-f34c-4e48-b0bc-68ec8df5ed4a | 2025-03-30T04:37:55 | ai | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by vmckay No additional info | {
"geo_location": "Macao",
"device_hash": "dc824b9ae96b0af00bad7756efc3878fe6e11425",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "4494b120-c54f-4e28-952d-87c273db6a0d",
"risk_score": 44.52,
"confidence": 0.99
} | vmckay | model_inversion | null | null | null | No additional info | AI system model_inversion by vmckay No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1fd1ee47 | f0cf3802de21d9a60b92aafd12df560fe091f7c8adb464554eec696d8c6a1d91 | a0a311bec4a308c0200636a7cca8fe19 | null | null | null | null | null | null | null |
ac3a0021-91cb-4ef9-af75-de81b0cc357d | 2025-06-17T20:34:14 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth timeout for haleyandrea via MFA from 174.216.133.238 No additional info noise=Q3VsdHVyYWwu | {
"geo_location": "Suriname",
"device_hash": "274802c1d715a1f9881ed497ba9117ce",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/27.0.865.0 Mobile/19B330 Safari/531.2",
"session_id": "4e65763f-0751-4dc9-9b55-46db365ffcec",
"risk_score": 54.41,
... | haleyandrea | timeout | null | null | null | No additional info | Auth timeout for haleyandrea via MFA from 174.216.133.238 No additional info | null | null | null | null | 174.216.133.238 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 77:b5:c5:63:4b:2f |
e09af19e-d61f-41a5-89ac-43f99a6893ac | 2025-02-19T15:03:59 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow UDP traffic from 82.119.35.136:993 to 138.216.24.73:846 No additional info | {
"geo_location": "Lebanon",
"device_hash": "2b31be88d6c4adedb7c3b1376142fc0e01a90923",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "6bf6af98-da5a-459a-bd15-b71bfdecd211",
"risk_score": 40.02,
"confidence": 0.42
} | null | allow | null | null | null | No additional info | Firewall allow UDP traffic from 82.119.35.136:993 to 138.216.24.73:846 No additional info | {
"baseline_deviation": 1.16,
"entropy": 2.18,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 82.119.35.136 | 138.216.24.73 | null | null | null | null | null | null | null | null | 993 | 846 | UDP | 316,245 | 3,239 | null | null |
1278b767-5984-49f7-9dae-87cd0cc62617 | 2025-01-14T00:53:10 | ids_alert | Carbon Black v7.8.0 | emergency | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|emergency| desc=Carbon Black Alert: Domain Fronting detected from 223.78.72.109 targeting 10.182.183.142 MITRE Technique: T1543.003 | {
"geo_location": "Kuwait",
"device_hash": "ebb9b721336daf88ac3fc2b9e2f401227700c5ec",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/16.0.833.0 Safari/535.1",
"session_id": "fa15cf22-41f4-4c2b-8c8c-eee09450b2c0",
"risk_score": 35.82,
"confidence": 0.48
} | null | null | null | null | null | MITRE Technique: T1543.003 | Carbon Black Alert: Domain Fronting detected from 223.78.72.109 targeting 10.182.183.142 MITRE Technique: T1543.003 | null | null | null | null | 223.78.72.109 | 10.182.183.142 | Domain Fronting | SIG-7871 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
135622f8-b95f-4c14-be0d-384395eaa9e7 | 2025-02-22T13:36:01 | ai | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by vho MITRE Technique: T1190 | Training data poisoning attempt | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "86b2bdbc1e7625caba145e63507d190d748e51b5f459c3354a85f91cba4e1a19",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/8847-09-30 18:18:05 Firefox/14.0",
"session_id": "9f57ac07-ec49-4263-8c17-273f1561c24c",
"risk_score": 48.55,
"... | vho | fine_tuning | null | null | null | MITRE Technique: T1190 | Training data poisoning attempt | AI system fine_tuning by vho MITRE Technique: T1190 | Training data poisoning attempt | null | null | null | null | null | null | null | null | null | null | null | model-b7614d98 | 76a2b12033b26f5b90416d17da788853ea60b5b5 | 360ded5b6f4a4dc51388b8a56950c05f32306cdb | null | null | null | null | null | null | null |
8cef7219-f760-490b-88f8-e64881834b92 | 2025-04-28T09:09:48 | iot | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC sensor_spoofing Associated Threat Actor: Kimsuky | {
"geo_location": "Ukraine",
"device_hash": "a39678831d503d2d6ca8d9f37be3f9e3dc40e4dd",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/533.2.2 (KHTML, like Gecko) Version/4.0.4 Safari/533.2.2",
"session_id": "5b247fac-a956-4157-b286-1e8f3f39a5fe",
"risk_score": 79.36,
"confidence": 0.62... | null | sensor_spoofing | null | null | null | Associated Threat Actor: Kimsuky | IoT device HVAC sensor_spoofing Associated Threat Actor: Kimsuky | null | HVAC | iot-004b5a28 | 6.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b2915ed1-a9af-4974-88f7-1d1f9d36667b | 2025-05-13T15:35:51 | cloud | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in Alibaba by justin71 MITRE Technique: T1574.002 | {
"geo_location": "Korea",
"device_hash": "47caed7df7175bbcb8d8722b32e3be9153826653",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/4.1)",
"session_id": "e6f62387-a0b8-45b0-8b06-792bae631097",
"risk_score": 55.54,
"confidence": 0.01
} | justin71 | api_abuse | null | null | null | MITRE Technique: T1574.002 | Cloud api_abuse in Alibaba by justin71 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | Alibaba | res-3208e6f6 | null | null | null | null | null | null | null | null | null | null |
abbcdbfc-9f82-487a-aabe-b5bdec301fbc | 2025-01-24T02:51:19 | firewall | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow ICMP traffic from 1.135.226.74:415 to 182.230.174.4:739 No additional info | {
"geo_location": "Portugal",
"device_hash": "a18ce773b0d54b214eec41f28f66a283",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/4.1)",
"session_id": "ecf61b5b-1703-4253-9f33-07189fef0548",
"risk_score": 43.19,
"confidence": 0.51
} | null | allow | null | null | null | No additional info | Firewall allow ICMP traffic from 1.135.226.74:415 to 182.230.174.4:739 No additional info | null | null | null | null | 1.135.226.74 | 182.230.174.4 | null | null | null | null | null | null | null | null | 415 | 739 | ICMP | 518,024 | 2,812 | null | null |
fc8a7b50-1da8-46c4-91d1-be0eb328bf97 | 2025-04-22T22:56:45 | endpoint | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec near by kimberly84 Unconventional IOC: CPU microcode changes | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "82a6b8992196794901e457b36af84902f328181c4733697b720eb5f4d5187d2c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/3.0)",
"session_id": "56f4a9a8-7713-40e3-9cb0-6c13cb50fc9c",
"risk_score": 54.66,
"confidence": 0.09
} | kimberly84 | powershell_exec | near | 6,572 | cmd.exe | Unconventional IOC: CPU microcode changes | Endpoint powershell_exec near by kimberly84 Unconventional IOC: CPU microcode changes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d23325a0-444a-4d1b-b669-4a74382e3be8 | 2025-04-14T11:11:53 | ids_alert | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=QRadar Alert: Supply Chain Compromise detected from 10.128.74.22 targeting 146.2.176.120 No additional info | {
"geo_location": "Romania",
"device_hash": "46648e59906631520bbe9f419d704378fa9e90eb",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/41.0.895.0 Safari/533.2",
"session_id": "95ada4e3-6857-497f-b3c4-0d175fafee69",
"risk_score": 83.97,
"confidence": 0.73
} | null | null | null | null | null | No additional info | QRadar Alert: Supply Chain Compromise detected from 10.128.74.22 targeting 146.2.176.120 No additional info | null | null | null | null | 10.128.74.22 | 146.2.176.120 | Supply Chain Compromise | SIG-8350 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
9a705b4d-493b-4dbb-bfe6-e1ca174b6951 | 2025-03-02T00:13:54 | firewall | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine ICMP traffic from 18.209.115.69:715 to 73.228.20.33:74 MITRE Technique: T1059.001 noise=front|this|today | {
"geo_location": "Turkmenistan",
"device_hash": "ba5a51f0186aec55e4ba98307c043c8b881442d06cb8e22acfef66247f699a33",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.0)",
"session_id": "2ae58a79-9517-4086-b664-f9a94e7c044a",
"risk_score": 60.79,
"confidence": 0.82
} | null | quarantine | null | null | null | MITRE Technique: T1059.001 | Firewall quarantine ICMP traffic from 18.209.115.69:715 to 73.228.20.33:74 MITRE Technique: T1059.001 | null | null | null | null | 18.209.115.69 | 73.228.20.33 | null | null | null | null | null | null | null | null | 715 | 74 | ICMP | 204,886 | 1,006 | null | null |
1557c919-0538-42c0-96c8-94540331b8c9 | 2025-06-20T02:35:32 | endpoint | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load turn by oconnorrenee No additional info | {
"geo_location": "Russia",
"device_hash": "f3c5c189e7f26205b6c8eed01a8d2d1afa2e47e073f440f6362f8372886daf07",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; nan-TW; rv:1.9.0.20) Gecko/4378-06-25 04:15:54 Firefox/3.6.4",
"session_id": "458f58a5-ac42-4e62-8c3d-50c7d2befc4c",
"risk_score": 64.04,
"confidence": ... | oconnorrenee | driver_load | turn | 655 | svchost.exe | No additional info | Endpoint driver_load turn by oconnorrenee No additional info | {
"baseline_deviation": 2.03,
"entropy": 7.83,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4cba5ff9-e683-4f7a-af0e-982bf0724dfc | 2025-02-26T14:36:38 | endpoint | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change /room/marriage.avi by christiantimothy No additional info | {
"geo_location": "United States Virgin Islands",
"device_hash": "3257e4930a11e2ec2b15d1697a0dbd8d3aa49ee9",
"user_agent": "Opera/9.64.(Windows NT 4.0; nr-ZA) Presto/2.9.181 Version/10.00",
"session_id": "55b85582-d1bb-4ae5-a17b-e9b8362f5ec5",
"risk_score": 55.08,
"confidence": 0.7
} | christiantimothy | registry_change | /room/marriage.avi | 6,787 | explorer.exe | No additional info | Endpoint registry_change /room/marriage.avi by christiantimothy No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2226ff27-9248-4b20-aec3-5169751cf6c5 | 2025-04-05T21:33:28 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 23.133.228.229 to 207.145.57.214 Associated Threat Actor: Wizard Spider | {
"geo_location": "South Africa",
"device_hash": "3c49dcca734dbfdee2af68f4a4d2e5b34fbb69fd9e9f416731b13ba18063fe82",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/3.1)",
"session_id": "667b5cf4-7562-4565-aa5e-d6df3fd5224a",
"risk_score": 86.46,
"confidence": 0.8
} | null | covert_channel | null | null | null | Associated Threat Actor: Wizard Spider | Network covert_channel from 23.133.228.229 to 207.145.57.214 Associated Threat Actor: Wizard Spider | null | null | null | null | 23.133.228.229 | 207.145.57.214 | null | null | null | null | null | null | null | null | null | null | TCP | 109,086 | null | null | null |
8c205c07-e813-427c-948f-13ebb0505826 | 2020-07-27T09:44:57 | ids_alert | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|critical| desc=Suricata Alert: Zero-Day Exploit detected from 10.60.205.21 targeting N/A MITRE Technique: T1547.001 noise=tag | {
"geo_location": "France",
"device_hash": "5eed748daa81b0f4abf39dd73f9bb1bc9c30b0fccb4ac527de9d006daa50a4ae",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/5.0)",
"session_id": "de54e7ff-f7df-40cb-b38b-9db5f067cd0a",
"risk_score": 82.04,
"confidence": 0.27
} | null | null | null | null | null | MITRE Technique: T1547.001 | Suricata Alert: Zero-Day Exploit detected from 10.60.205.21 targeting N/A MITRE Technique: T1547.001 | null | null | null | null | 10.60.205.21 | N/A | Zero-Day Exploit | SIG-9473 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
280be03f-c5e0-491e-a0a8-31997f6ce1fb | 2025-04-27T17:15:20 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth bypass for vcardenas via SAML from 144.219.133.9 MITRE Technique: T1059.005 | {
"geo_location": "Honduras",
"device_hash": "13e54469fd800be54d04da89696ab482",
"user_agent": "Opera/8.19.(X11; Linux i686; fr-CH) Presto/2.9.168 Version/11.00",
"session_id": "8bad1307-8a0f-4b55-a2ec-1716a8974400",
"risk_score": 75.02,
"confidence": 0.8
} | vcardenas | bypass | null | null | null | MITRE Technique: T1059.005 | Auth bypass for vcardenas via SAML from 144.219.133.9 MITRE Technique: T1059.005 | null | null | null | null | 144.219.133.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 5e:b2:8b:bc:0f:2f |
49254f99-735b-402b-90d5-8691ca1e3b12 | 2025-04-20T08:43:12 | ai | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by gilbertdanielle MITRE Technique: T1059.001 noise=Qm90aC4= | {
"geo_location": "Cote d'Ivoire",
"device_hash": "c538ce5ad65f423542aaa341c729dffb",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; en-ZA) AppleWebKit/531.9.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6531.9.6",
"session_id": "f6cc8d00-1849-461a-b742-40d19d44a0c0",
"risk_sc... | gilbertdanielle | training_data_poisoning | null | null | null | MITRE Technique: T1059.001 | AI system training_data_poisoning by gilbertdanielle MITRE Technique: T1059.001 | {
"baseline_deviation": 1.05,
"entropy": 5.57,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-b0096eb4 | 0ea6fafb7e07c64eb27100993427038b | a6bf7bb66574037d9b8060aa0d90481e9e45d0f1 | null | null | null | null | null | null | null |
3eafcfd6-8636-447f-9db7-49938206a773 | 2025-06-17T05:38:54 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for swilliams via passwordless from 212.50.225.191 No additional info | {
"geo_location": "North Korea",
"device_hash": "a0930af2b691bacbb0507b3034ffdf1c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/3.1)",
"session_id": "6d7bbac1-eb4e-4970-9e78-df241af7ee5c",
"risk_score": 28.28,
"confidence": 0.82
} | swilliams | timeout | null | null | null | No additional info | Auth timeout for swilliams via passwordless from 212.50.225.191 No additional info | null | null | null | null | 212.50.225.191 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 95:35:2f:ce:b5:9c |
29bceeac-9dd4-4c2b-b062-94c67eb906e5 | 2025-02-05T21:44:51 | firewall | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall allow HTTPS traffic from 192.209.103.165:849 to 207.188.210.222:112 No additional info | {
"geo_location": "Austria",
"device_hash": "17cf0aa1a15bf5faeb2badc9a3a99ffb",
"user_agent": "Opera/9.53.(Windows NT 5.2; bo-CN) Presto/2.9.186 Version/12.00",
"session_id": "47abf8f1-92d6-4ea6-82a6-d2269d15493e",
"risk_score": 63.05,
"confidence": 0.17
} | null | allow | null | null | null | No additional info | Firewall allow HTTPS traffic from 192.209.103.165:849 to 207.188.210.222:112 No additional info | null | null | null | null | 192.209.103.165 | 207.188.210.222 | null | null | null | null | null | null | null | null | 849 | 112 | HTTPS | 853,818 | 1,567 | null | null |
fd5c1676-636b-49be-9a57-34a875885643 | 2025-06-12T05:48:49 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth success for silvamatthew via MFA from 11.184.36.248 No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "e80eb8a678d83f4ab878d6d66995312865784a0fb2d0a08ba47f614debfab94c",
"user_agent": "Opera/9.29.(X11; Linux x86_64; pa-PK) Presto/2.9.184 Version/12.00",
"session_id": "6114ede4-aab8-4e1d-a0a5-4ba5ff0d3b31",
"risk_score": 29.22,
"confidence": 0.39
} | silvamatthew | success | null | null | null | No additional info | Auth success for silvamatthew via MFA from 11.184.36.248 No additional info | null | null | null | null | 11.184.36.248 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 00:73:d0:2a:17:7b |
a90cd156-6e47-49b2-958a-3f502027368a | 2025-03-16T08:24:50 | ids_alert | Carbon Black v7.8.0 | emergency | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|emergency| desc=Carbon Black Alert: Cloud API Abuse detected from 95.208.92.21 targeting N/A No additional info noise=main | {
"geo_location": "Gibraltar",
"device_hash": "1739855c7ec80c6cd711244d0a513ea73b60138e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/3.1)",
"session_id": "af447087-3eaa-450a-a47c-2a142c6d9ad2",
"risk_score": 61.01,
"confidence": 0.79
} | null | null | null | null | null | No additional info | Carbon Black Alert: Cloud API Abuse detected from 95.208.92.21 targeting N/A No additional info | {
"baseline_deviation": 1.77,
"entropy": 6.9,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 95.208.92.21 | N/A | Cloud API Abuse | SIG-7260 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
43e6829b-9a8f-4fe2-84e3-657f3a346e9f | 2025-06-17T09:25:21 | iot | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Marshall Islands",
"device_hash": "a0a282da01f5b483e87c80ecce960ae0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/532.9.3 (KHTML, like Gecko) Version/5.0.4 Safari/532.9.3",
"session_id": "df186797-e819-4ad4-b8a5-6c98596e1aea",
"risk_score": 62.84,
"confidence": 0.9... | null | firmware_update | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | {
"baseline_deviation": 1.79,
"entropy": 5.51,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Thermostat | iot-bd71dbc8 | 8.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4a33955f-eadf-47b3-ade9-4327add2693d | 2025-04-28T10:47:29 | cloud | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in AWS by jeffrey20 No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "857c4a650d0b99253a2bb8e072fdb2365e1c66ae",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_2 rv:4.0; tcy-IN) AppleWebKit/535.31.7 (KHTML, like Gecko) Version/4.0.4 Safari/535.31.7",
"session_id": "52381015-a339-470... | jeffrey20 | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in AWS by jeffrey20 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-5e72f2da | null | null | null | null | null | null | null | null | null | null |
61363d4b-f00f-4c8d-bcc6-3e20324fad15 | 2025-01-25T01:47:20 | ids_alert | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|critical| desc=Splunk Alert: Zero-Day Exploit detected from 107.16.252.239 targeting N/A No additional info | {
"geo_location": "Panama",
"device_hash": "6cc88db00e188e7155f31eccd0a5add88ed0ff010a4c96a87a0b0c1ea646039c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_1; rv:1.9.2.20) Gecko/8293-12-26 02:26:26 Firefox/10.0",
"session_id": "4685180e-58a2-4941-be88-d23e9aa80d16",
"risk_score": 43.36,
"confide... | null | null | null | null | null | No additional info | Splunk Alert: Zero-Day Exploit detected from 107.16.252.239 targeting N/A No additional info | {
"baseline_deviation": 2.37,
"entropy": 7.13,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 107.16.252.239 | N/A | Zero-Day Exploit | SIG-2409 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
4e40df57-14e4-40e6-b082-13d305d60420 | 2025-02-23T09:38:26 | firewall | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall deny SSH traffic from 42.154.3.230:568 to 38.159.28.146:224 No additional info | {
"geo_location": "Macao",
"device_hash": "fc0000bb32110d2f8c5b8bac54136259131b02143afa0fcabeec145964f404a5",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_2_1 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) FxiOS/14.9i8365.0 Mobile/10P802 Safari/534.1",
"session_id": "0af57176-3381-45a9-8d20-76a3da7... | null | deny | null | null | null | No additional info | Firewall deny SSH traffic from 42.154.3.230:568 to 38.159.28.146:224 No additional info | null | null | null | null | 42.154.3.230 | 38.159.28.146 | null | null | null | null | null | null | null | null | 568 | 224 | SSH | 995,062 | 1,771 | null | null |
5108db4d-5c54-4166-a347-b52a7bf13cc5 | 2025-06-01T11:18:21 | ai | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by rodriguezpatrick MITRE Technique: T1053.005 | Associated Threat Actor: REvil | {
"geo_location": "Ireland",
"device_hash": "49483723f35fdc86c829acdff998147fda13e02b",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; rw-RW; rv:1.9.0.20) Gecko/9347-06-03 15:48:15 Firefox/3.8",
"session_id": "4a22956c-dd06-45ec-8bcc-c232b3fd3c21",
"risk_score": 52.27,
"confidence": 0.64
} | rodriguezpatrick | prompt_injection | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: REvil | AI system prompt_injection by rodriguezpatrick MITRE Technique: T1053.005 | Associated Threat Actor: REvil | null | null | null | null | null | null | null | null | null | null | null | model-63a0333c | bce1707203940de9df2b6236ad9c61517e226203 | e6876988205d200e960e149901e19390cba62ae8 | null | null | null | null | null | null | null |
9f138656-fa83-4915-9e69-b205cd138be0 | 2025-04-23T14:06:19 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "Uzbekistan",
"device_hash": "e50a95ceef74485fd003adafeb28ca6abb7075bcff8d460c06758ad2a48fe048",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/4.0)",
"session_id": "5d626d6b-6e0b-4ea7-bf6b-b9305dae8336",
"risk_score": 47.18,
"confidence": 0.49
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | null | Sensor | iot-f9e3558a | 6.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ac6dafe7-9aef-4914-9763-61a4d972ffb8 | 2025-07-10T12:57:46 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 133.25.88.195 to 163.42.125.233 MITRE Technique: T1078.004 noise=search/main/main | {
"geo_location": "France",
"device_hash": "047cf50aa9ae4c66f788429824f0ed0e0f5d8e9da51b39cf85152b16e7d8ce1e",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/43.0.887.0 Safari/535.2",
"session_id": "5c31ee92-e992-4a85-a4f6-18dbd3798d4d",
"risk_score": 58.82,
"co... | null | data_exfiltration | null | null | null | MITRE Technique: T1078.004 | Network data_exfiltration from 133.25.88.195 to 163.42.125.233 MITRE Technique: T1078.004 | null | null | null | null | 133.25.88.195 | 163.42.125.233 | null | null | null | null | null | null | null | null | null | null | UDP | 971,104 | null | null | null |
25a31a3d-395b-4e4f-8dfe-a3c5800ff016 | 2025-04-08T05:52:28 | ids_alert | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|high| desc=Darktrace Alert: Cloud API Abuse detected from 74.242.103.159 targeting 139.79.46.212 MITRE Technique: T1059.005 | {
"geo_location": "Germany",
"device_hash": "1aab279139eedfa8b51b93a018d6375c",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_8; rv:1.9.4.20) Gecko/7640-05-18 22:34:59 Firefox/3.6.6",
"session_id": "6e2a1eea-6fb7-4d7b-b5e0-a6fe241c83d2",
"risk_score": 52.23,
"confidence": 0.47
} | null | null | null | null | null | MITRE Technique: T1059.005 | Darktrace Alert: Cloud API Abuse detected from 74.242.103.159 targeting 139.79.46.212 MITRE Technique: T1059.005 | null | null | null | null | 74.242.103.159 | 139.79.46.212 | Cloud API Abuse | SIG-9516 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
317dc180-45ac-4119-9b7d-823155cb727a | 2025-04-19T21:53:44 | ids_alert | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=LogRhythm Alert: Cloud API Abuse detected from 69.101.97.55 targeting 185.28.98.87 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Saint Lucia",
"device_hash": "dfe61039cfd7f7ce1921ba9246533a530329d174d725a704da46a0c1327209a2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/5.0)",
"session_id": "56b04760-940f-4e0b-93bf-92aa3ec469d4",
"risk_score": 17.48,
"confidence": 0.44
} | null | null | null | null | null | Unconventional IOC: Thermal sensor anomalies | LogRhythm Alert: Cloud API Abuse detected from 69.101.97.55 targeting 185.28.98.87 Unconventional IOC: Thermal sensor anomalies | {
"baseline_deviation": 2.9,
"entropy": 4.31,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 69.101.97.55 | 185.28.98.87 | Cloud API Abuse | SIG-9645 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
483d73f6-c641-42e2-b3e2-81850e4f12a8 | 2024-01-30T16:51:07 | network | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 136.32.85.221 to 109.203.252.232 MITRE Technique: T1543.003 | {
"geo_location": "Egypt",
"device_hash": "c9f0ac96e01f608d1bba2f1abc8891bf",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 6_1_6 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/16.4w7196.0 Mobile/16R218 Safari/534.0",
"session_id": "f5b51277-3385-4e86-840e-26eccd99154a",
"risk_score": 78.52,
... | null | covert_channel | null | null | null | MITRE Technique: T1543.003 | Network covert_channel from 136.32.85.221 to 109.203.252.232 MITRE Technique: T1543.003 | null | null | null | null | 136.32.85.221 | 109.203.252.232 | null | null | null | null | null | null | null | null | null | null | UDP | 243,857 | null | null | null |
1e5573e2-dde7-4156-b30b-e413c33ae94e | 2025-02-24T22:25:50 | cloud | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in GCP by amanda72 No additional info | {
"geo_location": "China",
"device_hash": "8f255fdf4205e477e9d5e9a7fa93520bc49058fed445f23d8d19cfd1f9a62195",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/3.0)",
"session_id": "55a5d63c-5955-4f61-9baa-77b1102c79a2",
"risk_score": 74.94,
"confidence": 0.98
} | amanda72 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in GCP by amanda72 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-b6bb236f | null | null | null | null | null | null | null | null | null | null |
d18b0040-66dd-43b2-a3a6-644e99257bf5 | 2025-04-03T15:09:00 | iot | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "United Kingdom",
"device_hash": "26cc66d0a128d3a9a1a172bfa250dfcf0aba47a51028b9c3f3ae2f9053eaaac0",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_7; rv:1.9.2.20) Gecko/3634-02-12 15:31:31 Firefox/10.0",
"session_id": "738d419d-4048-46e2-a1b9-a9e133762bd4",
"risk_score": 65.... | null | unusual_activity | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | null | HVAC | iot-dc564051 | 10.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ea0ba590-373c-424f-93da-74cfd00c7c6f | 2025-06-11T20:21:32 | endpoint | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load parent by joshualindsey MITRE Technique: T1059.005 | {
"geo_location": "North Korea",
"device_hash": "689c08dec15e8ace7db35a4fab676c5e331ed331",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/63.0.840.0 Safari/535.1",
"session_id": "3740a2cc-27d2-44da-9483-229dd72f043b",
"risk_score": 63.27,
"confidence": 0.46
} | joshualindsey | driver_load | parent | 6,861 | svchost.exe | MITRE Technique: T1059.005 | Endpoint driver_load parent by joshualindsey MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b7cae78d-0584-4cc9-beb6-37686e9aaea5 | 2025-06-09T11:52:02 | iot | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|high| desc=IoT device HVAC protocol_violation MITRE Technique: T1204.002 | {
"geo_location": "Brunei Darussalam",
"device_hash": "9e5aa67488cb8c70e71629c9ec69e6f7480a2caac93df46517f4657d6b47c163",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.0)",
"session_id": "b78a47a3-0f8a-41fd-bc64-2c14be86e087",
"risk_score": 44.62,
"confidence": 0.78
} | null | protocol_violation | null | null | null | MITRE Technique: T1204.002 | IoT device HVAC protocol_violation MITRE Technique: T1204.002 | {
"baseline_deviation": 1.38,
"entropy": 5.06,
"frequency_anomaly": false,
"sequence_anomaly": false
} | HVAC | iot-4d930087 | 10.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e2882e0f-8ef1-4eed-a310-12f4967d07a9 | 2025-03-19T09:40:58 | firewall | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine DNS traffic from 158.118.143.67:27 to 15.28.103.250:615 No additional info | {
"geo_location": "Malawi",
"device_hash": "bf306fe5d71771a5231b5202e695c7699af6ebe0628df4b8fcc626ede5035c74",
"user_agent": "Opera/9.60.(Windows NT 4.0; hne-IN) Presto/2.9.175 Version/11.00",
"session_id": "58f5ba89-b8a3-4c1f-8083-938be1b9cfac",
"risk_score": 43.38,
"confidence": 0.98
} | null | quarantine | null | null | null | No additional info | Firewall quarantine DNS traffic from 158.118.143.67:27 to 15.28.103.250:615 No additional info | null | null | null | null | 158.118.143.67 | 15.28.103.250 | null | null | null | null | null | null | null | null | 27 | 615 | DNS | 584,525 | 2,760 | null | null |
fdbd755b-0773-4308-a223-d5e947c17a37 | 2027-01-22T10:36:46 | cloud | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in OCI by ejones No additional info | {
"geo_location": "Zambia",
"device_hash": "32c211448ed0d178e27d148dffee9c0ac541a0df",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/3.1)",
"session_id": "ef96ff50-7c13-40e9-92c6-9a4e7d46767a",
"risk_score": 35.71,
"confidence": 0.56
} | ejones | config_change | null | null | null | No additional info | Cloud config_change in OCI by ejones No additional info | null | null | null | null | null | null | null | null | null | OCI | res-a4414fcb | null | null | null | null | null | null | null | null | null | null |
fbf3e522-53ae-4b32-a6e7-4b6cb3f6749a | 2025-03-22T03:59:44 | firewall | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|low| desc=Firewall quarantine TCP traffic from 91.151.141.113:576 to 10.137.102.55:831 No additional info | {
"geo_location": "Palau",
"device_hash": "82d002c1464ab5cbbd1c1116f075433e",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/47.0.823.0 Safari/533.1",
"session_id": "d0d531ef-0bf9-47b8-825a-9bb4b7d69f4c",
"risk_score": 44.37,
"confidence": 0.23
} | null | quarantine | null | null | null | No additional info | Firewall quarantine TCP traffic from 91.151.141.113:576 to 10.137.102.55:831 No additional info | {
"baseline_deviation": 2.83,
"entropy": 6.42,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 91.151.141.113 | 10.137.102.55 | null | null | null | null | null | null | null | null | 576 | 831 | TCP | 479,639 | 3,508 | null | null |
a457656a-84ac-49da-bb87-82d71b7e7ea8 | 2025-07-01T07:15:01 | network | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 221.93.24.176 to 69.253.20.229 MITRE Technique: T1134.001 | DGA domain detected | Possible protocol tunneling | {
"geo_location": "Pakistan",
"device_hash": "83b787583749eed270f6f4deac46ecc1b51777d3",
"user_agent": "Opera/8.83.(X11; Linux x86_64; yue-HK) Presto/2.9.187 Version/10.00",
"session_id": "2dce7b98-d240-4461-8c5f-a88b25a90d74",
"risk_score": 56.46,
"confidence": 0.34
} | null | latency_spike | null | null | null | MITRE Technique: T1134.001 | DGA domain detected | Possible protocol tunneling | Network latency_spike from 221.93.24.176 to 69.253.20.229 MITRE Technique: T1134.001 | DGA domain detected | Possible protocol tunneling | null | null | null | null | 221.93.24.176 | 69.253.20.229 | null | null | null | null | null | null | null | null | null | null | HTTP | 714,159 | null | null | null |
44f01a05-b436-4725-a319-665b36d83479 | 2025-05-24T14:42:39 | firewall | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|info| desc=Firewall log-only DNS traffic from 65.251.231.245:52 to 186.14.39.44:245 MITRE Technique: T1486 | {
"geo_location": "Italy",
"device_hash": "b429546bd06af009f2674abe71f02b98edb97805",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ko-KR) AppleWebKit/534.46.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6534.46.6",
"session_id": "e40828c2-61e5-4e1f-86a5-b131d0e9fee9",
"risk_... | null | log-only | null | null | null | MITRE Technique: T1486 | Firewall log-only DNS traffic from 65.251.231.245:52 to 186.14.39.44:245 MITRE Technique: T1486 | null | null | null | null | 65.251.231.245 | 186.14.39.44 | null | null | null | null | null | null | null | null | 52 | 245 | DNS | 70,562 | 318 | null | null |
5fb6a9b3-2331-4cda-b805-e8c4a452b7f6 | 2025-02-12T13:54:49 | endpoint | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load interest by robert43 MITRE Technique: T1547.001 | {
"geo_location": "Saint Martin",
"device_hash": "e108183c9accb6ce3be7f6ff4005f621b45f459b",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/41.0.814.0 Safari/531.0",
"session_id": "b9e3f60a-edda-4345-a45b-4e9d8725b0f5",
"risk_score": 56.18,
"confidence": 0.02
} | robert43 | driver_load | interest | 8,461 | powershell.exe | MITRE Technique: T1547.001 | Endpoint driver_load interest by robert43 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 |
f3f6757d-2e27-4355-97c7-6569b6f99659 | 2025-05-17T16:05:28 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth success for ashleyrichardson via SAML from 135.59.250.195 Associated Threat Actor: APT41 | {
"geo_location": "Honduras",
"device_hash": "fdbaca48f7f306b5be7a95cae63aba18",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/18.0.846.0 Safari/534.2",
"session_id": "e44a4292-c8cf-46be-a0cb-dc0bfd773b00",
"risk_score": 49.3,
"confidence": 0.46
} | ashleyrichardson | success | null | null | null | Associated Threat Actor: APT41 | Auth success for ashleyrichardson via SAML from 135.59.250.195 Associated Threat Actor: APT41 | null | null | null | null | 135.59.250.195 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 66:5a:3b:89:df:d6 |
6dea1106-9cb9-4442-902c-2680d6d9b412 | 2025-01-25T08:40:30 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by chayes No additional info noise=0BEB931E | {
"geo_location": "Norfolk Island",
"device_hash": "db6123be1de52b09a7164e56400fb677",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/5.1)",
"session_id": "ff13cd86-1dc6-4134-b692-489053cc5935",
"risk_score": 66.79,
"confidence": 0.98
} | chayes | adversarial_input | null | null | null | No additional info | AI system adversarial_input by chayes No additional info | null | null | null | null | null | null | null | null | null | null | null | model-026c5e76 | e68c66dbfa9603a8fd01a753b01607bd41e99a4b5fe7104cef6c587d2e6c82dc | 561605b0c54106633d350cfe79ebbdf42cb1ac6c4044e5062d6ac6c970cff943 | null | null | null | null | null | null | null |
2c3fbe6e-5c23-41df-92c8-f5672d72b271 | 2025-02-03T11:08:02 | ai | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by iowen Associated Threat Actor: APT34 noise=UHJvY2Vzcy4= | {
"geo_location": "Cayman Islands",
"device_hash": "d3845ba1a1183cdff7caecfde28778496345c44e5c41863a75ba8678aa1bec59",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.4) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/48.0.871.0 Safari/534.2",
"session_id": "a91d9b25-c790-4381-b5de-0a433a33dc46",
"risk_score": 49... | iowen | api_abuse | null | null | null | Associated Threat Actor: APT34 | AI system api_abuse by iowen Associated Threat Actor: APT34 | null | null | null | null | null | null | null | null | null | null | null | model-16853342 | 691a94b4d1944705ec0d7402cd0e679c | 89b3a9930dbf7be135dbd99132663174729626c909c856a7d8e11eb96cf2c123 | null | null | null | null | null | null | null |
56953989-4bf3-4d28-92ae-67ece0d6c5ec | 2025-07-01T16:32:28 | ai | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by ashleycarter No additional info | {
"geo_location": "Seychelles",
"device_hash": "f7035f8938f923d88fe9ca0046b92c3fbea07a11",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/26.0.822.0 Safari/536.0",
"session_id": "2fc8823c-7fce-45be-af2a-4914e58312f7",
"risk_score": 40.1,
"confidence": 0.9
} | ashleycarter | model_inversion | null | null | null | No additional info | AI system model_inversion by ashleycarter No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1f82eec8 | ee215e0349962af83a18c02167cc8760410ba3a3 | 59153c6b9a824b919bf62cadffab917d4f8ac57a | null | null | null | null | null | null | null |
50168b3b-7978-48c7-8a6a-8888f16e645b | 2025-06-14T18:53:46 | iot | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "France",
"device_hash": "60ef99dda9f792ec535700e65375ed78",
"user_agent": "Opera/8.55.(Windows NT 6.0; ga-IE) Presto/2.9.170 Version/10.00",
"session_id": "ff928766-1cab-4c33-b44d-14f246b89f84",
"risk_score": 53.75,
"confidence": 0.42
} | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | null | Sensor | iot-259f301f | 1.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
48613c80-25e3-4d6a-b5d0-f3c47ebaba9f | 2025-06-08T21:20:30 | endpoint | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec /over/central.odp by nnorman Fileless execution detected | {
"geo_location": "Wallis and Futuna",
"device_hash": "9d10172f08972173d496f22a186967f88a064e8a3099b553d2572668265cae96",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/17.0.899.0 Safari/532.1",
"session_id": "5f2acfc7-4e6d-42b1-8960-daa7d521e0d9",
"risk_score": 72.98,
... | nnorman | wmi_exec | /over/central.odp | 2,269 | cmd.exe | Fileless execution detected | Endpoint wmi_exec /over/central.odp by nnorman Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
75a993b9-0bb6-4c1e-8ec9-858f44701f04 | 2025-02-24T21:52:22 | ai | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by zmorrison No additional info | {
"geo_location": "United Kingdom",
"device_hash": "a8a84c70f07dad5aa4c0549e689a60195f16e61d",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/8576-05-03 14:40:20 Firefox/3.8",
"session_id": "38a5ac1e-f597-4360-ac52-7447d773c315",
"risk_score": 56.12,
"confidence": 0.4
} | zmorrison | model_inversion | null | null | null | No additional info | AI system model_inversion by zmorrison No additional info | null | null | null | null | null | null | null | null | null | null | null | model-4a2f8bc6 | 96362c53fd9c32dbbb143890b95fd596 | 9f8177d71ee3c7e2e28207691f9bb06e3520dade | null | null | null | null | null | null | null |
887edfe8-b720-4fbe-960b-6f7b0300d4a8 | 2025-05-01T13:02:11 | firewall | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|info| desc=Firewall allow SMB traffic from 56.238.189.240:317 to 75.104.108.227:835 Geo anomaly: Impossible travel detected noise=search | {
"geo_location": "Sudan",
"device_hash": "d2305d66b14eb782c6531bfcdb50a50b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/4.0)",
"session_id": "93704287-dba0-4171-8f44-a757f7fa0e0d",
"risk_score": 20.87,
"confidence": 0.08
} | null | allow | null | null | null | Geo anomaly: Impossible travel detected | Firewall allow SMB traffic from 56.238.189.240:317 to 75.104.108.227:835 Geo anomaly: Impossible travel detected | null | null | null | null | 56.238.189.240 | 75.104.108.227 | null | null | null | null | null | null | null | null | 317 | 835 | SMB | 948,278 | 1,631 | null | null |
01708c90-ae56-4b16-8501-f66a59762a13 | 2030-03-05T21:02:26 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change hand by rebecca64 MITRE Technique: T1059.001 | {
"geo_location": "Cameroon",
"device_hash": "39e57744ee6eda7e21fd3c921ef244312419d0ccb007fea06e6a05e9c73dfbe8",
"user_agent": "Opera/8.30.(Windows NT 5.2; ber-MA) Presto/2.9.183 Version/10.00",
"session_id": "0d787e41-83f2-468a-a170-54e4f8cb3000",
"risk_score": 47.1,
"confidence": 0.99
} | rebecca64 | registry_change | hand | 2,004 | svchost.exe | MITRE Technique: T1059.001 | Endpoint registry_change hand by rebecca64 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 |
69c98151-acfd-4294-8ea9-f7618e5b254d | 2025-05-22T02:18:48 | auth | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|medium| desc=Auth failed for xjohnson via biometric from 166.235.100.89 MITRE Technique: T1543.003 | Unconventional IOC: GPU memory artifacts noise=UGFydCB3ZXN0Lg== | {
"geo_location": "Ukraine",
"device_hash": "62e488429859097fb6fff327da73ce95",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/15.0.830.0 Safari/535.1",
"session_id": "4595ab75-e629-4ad6-ab1b-e5377f459c52",
"risk_score": 44.47,
"confidence": 0.49
} | xjohnson | failed | null | null | null | MITRE Technique: T1543.003 | Unconventional IOC: GPU memory artifacts | Auth failed for xjohnson via biometric from 166.235.100.89 MITRE Technique: T1543.003 | Unconventional IOC: GPU memory artifacts | {
"baseline_deviation": 2.14,
"entropy": 2.45,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 166.235.100.89 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 45:3d:ea:4e:d0:14 |
f1061422-cd12-4f10-afb5-339e244ba622 | 2025-01-27T02:00:11 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 8.227.2.86 to 101.49.58.91 No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "982ec81e3ab55f2c57f03da7f47a2ac8adc0071d",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/9.8g5007.0 Mobile/57X875 Safari/535.0",
"session_id": "b0f239a3-54ea-45aa-aab7-048261cecd63",
"risk_s... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 8.227.2.86 to 101.49.58.91 No additional info | {
"baseline_deviation": 1.76,
"entropy": 5.6,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 8.227.2.86 | 101.49.58.91 | null | null | null | null | null | null | null | null | null | null | TCP | 895,560 | null | null | null |
3a31cb9a-5978-4f6b-b02b-93587b6a12a2 | 2025-05-24T22:09:38 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth bypass for efields via MFA from 10.219.59.52 No additional info | {
"geo_location": "Fiji",
"device_hash": "422acd757e476705948b7561f1c90aad",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/4.0)",
"session_id": "7a4f70c1-8ae4-4066-aa82-aacf15a1ec47",
"risk_score": 50.08,
"confidence": 0.94
} | efields | bypass | null | null | null | No additional info | Auth bypass for efields via MFA from 10.219.59.52 No additional info | {
"baseline_deviation": 1.64,
"entropy": 4.24,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 10.219.59.52 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | fb:69:1b:be:ad:b1 |
43047b76-c3ca-4cd0-8640-1389e083aeea | 2025-06-22T13:38:18 | iot | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|high| desc=IoT device Camera side_channel No additional info | {
"geo_location": "Russia",
"device_hash": "2d7f35bca36835f82f03fa4c86e6608ff7ba8883ade4c2e28f84e91d5e086f11",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/2312-11-10 07:52:46 Firefox/5.0",
"session_id": "40ce042e-15d3-4c7c-93d5-86431e768953",
"risk_score": 22.36,
"confidence": 0.43
} | null | side_channel | null | null | null | No additional info | IoT device Camera side_channel No additional info | null | Camera | iot-68314139 | 3.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4976036e-7910-4ee2-a58d-62b03d2fcfb6 | 2025-06-03T14:42:59 | network | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 152.7.235.169 to 48.163.147.54 MITRE Technique: T1134.001 | {
"geo_location": "Comoros",
"device_hash": "d243ceebf20713f663df861c9e337cc1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; os-RU) AppleWebKit/531.24.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6531.24.7",
"session_id": "ca166773-6095-4f98-a364-4940e82975ad",
"risk_score"... | null | latency_spike | null | null | null | MITRE Technique: T1134.001 | Network latency_spike from 152.7.235.169 to 48.163.147.54 MITRE Technique: T1134.001 | null | null | null | null | 152.7.235.169 | 48.163.147.54 | null | null | null | null | null | null | null | null | null | null | ICMP | 832,442 | null | null | null |
f889ab8d-dfc7-4dfe-a863-0fc684738d00 | 2025-01-29T03:23:22 | endpoint | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|medium| desc=Endpoint driver_load /letter/office.gif by connerdaniel MITRE Technique: T1053.005 | {
"geo_location": "China",
"device_hash": "82eaeda74f4cf56e6d62b5d3dc49cc88965665315c66c76f634c599b68e8abf1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/531.21.2 (KHTML, like Gecko) Version/5.0 Safari/531.21.2",
"session_id": "8fe58938-ce7a-4e34-913f-2a6321c90ead",
"risk_score": 41.67... | connerdaniel | driver_load | /letter/office.gif | 1,179 | svchost.exe | MITRE Technique: T1053.005 | Endpoint driver_load /letter/office.gif by connerdaniel 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 |
b8b961e0-ee72-4b45-a434-2f776c319dce | 2025-06-07T17:18:57 | 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 161.113.96.119 targeting N/A MITRE Technique: T1053.005 noise=list/explore | {
"geo_location": "Montserrat",
"device_hash": "2895a45b32afc44dd6bf283209839e69a4787911ce2b23a6c1fad703843e01fe",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/534.11.1 (KHTML, like Gecko) Version/4.0.2 Safari/534.11.1",
"session_id": "e719e9fd-75bb-41d2-a1ab-9dcd52d6f57b",
"risk_score"... | null | null | null | null | null | MITRE Technique: T1053.005 | Snort Alert: DNS Tunneling detected from 161.113.96.119 targeting N/A MITRE Technique: T1053.005 | null | null | null | null | 161.113.96.119 | N/A | DNS Tunneling | SIG-2928 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
f903a445-dd24-4824-99e6-0d1f3aa7d7c5 | 2025-01-15T19:33:35 | iot | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Maldives",
"device_hash": "3729428de153f116f6849ead0f91ee5833d9cf30cd31296c04f2abaeb8de511f",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/16.0.812.0 Safari/532.1",
"session_id": "dd792926-3dac-4f89-9670-8a901ce6721f",
"risk_sco... | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | {
"baseline_deviation": 1.16,
"entropy": 6.69,
"frequency_anomaly": true,
"sequence_anomaly": true
} | Camera | iot-4009ddf1 | 7.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
84d923dc-fef8-4211-83aa-afc224238f38 | 2025-03-06T20:53:43 | network | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 206.85.149.14 to 195.18.114.46 Possible protocol tunneling | {
"geo_location": "Hungary",
"device_hash": "3024a4a46b83dbc6c14f47029b1e1d67",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_8 rv:2.0; lt-LT) AppleWebKit/532.10.3 (KHTML, like Gecko) Version/5.0.3 Safari/532.10.3",
"session_id": "15fc87a9-d9c6-496f-8ee3-a7157ac7f040",
"risk_score": 25.48,
"c... | null | disconnection | null | null | null | Possible protocol tunneling | Network disconnection from 206.85.149.14 to 195.18.114.46 Possible protocol tunneling | null | null | null | null | 206.85.149.14 | 195.18.114.46 | null | null | null | null | null | null | null | null | null | null | TCP | 925,830 | null | null | null |
115d0b80-c882-438e-9219-c1eefbede93a | 2025-06-04T23:09:14 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: Zero-Day Exploit detected from 95.97.136.242 targeting N/A No additional info noise=easy|with|relationship | {
"geo_location": "Kazakhstan",
"device_hash": "e723ec51c91ecf608747237aeb624acf0daf2e590f09152bfa90422004ac8a2e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_3 rv:4.0; sat-IN) AppleWebKit/533.13.4 (KHTML, like Gecko) Version/4.0.4 Safari/533.13.4",
"session_id": "8d381d95-35d1-4f56-9765-a0d9b37f... | null | null | null | null | null | No additional info | Snort Alert: Zero-Day Exploit detected from 95.97.136.242 targeting N/A No additional info | null | null | null | null | 95.97.136.242 | N/A | Zero-Day Exploit | SIG-5808 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
a8c3341f-cf2d-4a44-a4cc-3cb554028193 | 2025-06-04T05:43:38 | iot | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera side_channel No additional info | {
"geo_location": "Bhutan",
"device_hash": "e1e6913cebf03382b67d71958fef1bf094703c0535199814044b63061bedc0b2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/534.11.4 (KHTML, like Gecko) Version/5.0.3 Safari/534.11.4",
"session_id": "acefc8aa-cec3-493d-8a47-6ea8cf53eb5c",
"risk_score": 48... | null | side_channel | null | null | null | No additional info | IoT device Camera side_channel No additional info | null | Camera | iot-3fab0e26 | 9.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3f25f3ab-fac4-4cad-837c-ebdde85495e7 | 2025-01-28T07:21:22 | ids_alert | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|critical| desc=Carbon Black Alert: Fileless Attack detected from 54.101.203.125 targeting 10.241.84.187 MITRE Technique: T1547.001 | Associated Threat Actor: APT35 | {
"geo_location": "Mexico",
"device_hash": "871b203db6aaf137786ef7cfa3fa20b0596dcc53b4ca3490f2c4d6117d27f21b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/533.50.1 (KHTML, like Gecko) Version/4.0 Safari/533.50.1",
"session_id": "1f77e3e1-f3a5-4b17-a550-0ae26d8ea895",
"risk_score": 38.53,
... | null | null | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: APT35 | Carbon Black Alert: Fileless Attack detected from 54.101.203.125 targeting 10.241.84.187 MITRE Technique: T1547.001 | Associated Threat Actor: APT35 | null | null | null | null | 54.101.203.125 | 10.241.84.187 | Fileless Attack | SIG-6085 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
57c4fb8c-f49f-4e2e-a137-564cbff4a361 | 2025-06-14T08:04:30 | iot | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor side_channel MITRE Technique: T1078.004 | {
"geo_location": "San Marino",
"device_hash": "f28e1599e1e7dbca65ebc5b583d5329b5fa3f03bc238a19955dea46ff4f7371a",
"user_agent": "Opera/8.37.(Windows CE; ss-ZA) Presto/2.9.162 Version/12.00",
"session_id": "b9659e6a-a031-4750-9b77-d445aaa89984",
"risk_score": 56.3,
"confidence": 0.03
} | null | side_channel | null | null | null | MITRE Technique: T1078.004 | IoT device Sensor side_channel MITRE Technique: T1078.004 | null | Sensor | iot-44991a37 | 1.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
34c99a8c-0ed5-4b39-92e3-4879a64a7638 | 2025-03-18T18:35:21 | firewall | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|low| desc=Firewall inspect SMB traffic from 116.235.118.84:583 to 129.3.55.227:109 No additional info | {
"geo_location": "Russia",
"device_hash": "d201c4ba559a74b8de50624a2193ed6ef3ae7939",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/10.1c2231.0 Mobile/62X419 Safari/531.1",
"session_id": "b3417f7e-bc8f-4137-90c7-799e3cc7a1b7",
"risk_score": ... | null | inspect | null | null | null | No additional info | Firewall inspect SMB traffic from 116.235.118.84:583 to 129.3.55.227:109 No additional info | null | null | null | null | 116.235.118.84 | 129.3.55.227 | null | null | null | null | null | null | null | null | 583 | 109 | SMB | 963,179 | 1,986 | null | null |
00e44c63-b249-42e3-8908-4af7170a7f7e | 2025-05-03T04:19:33 | network | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|critical| desc=Network disconnection from 129.92.68.28 to 168.195.98.247 No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "76af4f3cc7813f2546eda6324d8f9fab1e12ab35f1a4ffabed95e742440e3617",
"user_agent": "Opera/8.38.(X11; Linux i686; gez-ER) Presto/2.9.164 Version/11.00",
"session_id": "761c4059-5998-42fd-a677-b9a020f1211e",
"risk_score": 76.69,
"confidence": 0.53
} | null | disconnection | null | null | null | No additional info | Network disconnection from 129.92.68.28 to 168.195.98.247 No additional info | null | null | null | null | 129.92.68.28 | 168.195.98.247 | null | null | null | null | null | null | null | null | null | null | TCP | 857,851 | null | null | null |
b3264a2b-c5a7-40d3-baba-4e1fc818ffb5 | 2025-06-28T03:09:04 | ids_alert | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|medium| desc=Darktrace Alert: Fileless Attack detected from 137.44.55.145 targeting 131.148.55.240 No additional info noise=enter|those|better | {
"geo_location": "Afghanistan",
"device_hash": "ed4479a2f16094041f0db261fd84ae4b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_1) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/34.0.858.0 Safari/535.0",
"session_id": "1bafde05-8fab-48e0-b654-44f4af8dfea4",
"risk_score": 52.55,
"confidence":... | null | null | null | null | null | No additional info | Darktrace Alert: Fileless Attack detected from 137.44.55.145 targeting 131.148.55.240 No additional info | null | null | null | null | 137.44.55.145 | 131.148.55.240 | Fileless Attack | SIG-2530 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
0d830b12-a039-411a-8627-cba0f721a3aa | 2025-02-06T00:41:18 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop /parent/certain.css by crystal36 MITRE Technique: T1071.001 | {
"geo_location": "Guam",
"device_hash": "2678e428e59250bbbb5b823629d39fbe4a41f22c620340c0870d92188369b5e5",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/9.4n6072.0 Mobile/99K890 Safari/535.2",
"session_id": "615d223c-72fc-4373-8cf2-5d327034dbca... | crystal36 | process_stop | /parent/certain.css | 7,576 | powershell.exe | MITRE Technique: T1071.001 | Endpoint process_stop /parent/certain.css by crystal36 MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0318cc4b-3740-4b68-a8ff-44705a3b0736 | 2025-01-24T16:39:38 | ai | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by deannamoore Unconventional IOC: Thermal sensor anomalies noise=5A9E309D | {
"geo_location": "North Macedonia",
"device_hash": "c355563e815fc433f6fe4dd4bdb3f2566af24621",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/3.0)",
"session_id": "441db5ff-014c-45f0-a56c-e6346efd8cca",
"risk_score": 10.82,
"confidence": 0.16
} | deannamoore | model_inversion | null | null | null | Unconventional IOC: Thermal sensor anomalies | AI system model_inversion by deannamoore Unconventional IOC: Thermal sensor anomalies | null | null | null | null | null | null | null | null | null | null | null | model-f9beb665 | 22acb1c3e4e2e45a84d743fb1d18c886 | edc404d4763cfb567f29596d829922f8ac83e0f1e96fc8eeff35b140dab167fd | null | null | null | null | null | null | null |
4a6e9fbb-5c46-4faf-b2d1-6603cf88e4ad | 2025-07-02T21:26:24 | endpoint | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism /cut/current.wav by teresarusso MITRE Technique: T1218.011 | {
"geo_location": "United States of America",
"device_hash": "79554260dee34f103ae6680ba71b2ad0d4f1230dce9976d5f8e127e414f94124",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/4.1)",
"session_id": "2b60bdf3-9f89-4a7c-bec9-97c11f695e7e",
"risk_score": 54.88,
"confidence": 0.46
} | teresarusso | persistence_mechanism | /cut/current.wav | 906 | powershell.exe | MITRE Technique: T1218.011 | Endpoint persistence_mechanism /cut/current.wav by teresarusso MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
150aead0-f4dd-4499-a894-c835c4dc7fd9 | 2025-01-24T09:18:56 | iot | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Ukraine",
"device_hash": "65eafb0af537f72e27cc6c3da599cebc924fb2a7",
"user_agent": "Opera/9.55.(X11; Linux x86_64; bs-BA) Presto/2.9.174 Version/10.00",
"session_id": "d3fb22e5-0d90-4cc4-a272-4b04d98a8b20",
"risk_score": 48.04,
"confidence": 0.26
} | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-e76127ec | 3.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eedd74b5-4aed-4e2b-ba15-d9ac35dc90fd | 2025-07-06T13:53:36 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in Alibaba by lisafuller No additional info | {
"geo_location": "Portugal",
"device_hash": "4512a84637257687b12c1c470038d536",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_1_3 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/49.0.876.0 Mobile/51P593 Safari/532.2",
"session_id": "c406d2f4-844a-4c79-b1ea-efe974daede7",
"risk_score": 56.67,... | lisafuller | container_escape | null | null | null | No additional info | Cloud container_escape in Alibaba by lisafuller No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-ba3a1c61 | null | null | null | null | null | null | null | null | null | null |
41482321-9ac8-4b2c-8d0a-23b19928f3f5 | 2025-02-15T00:38:55 | ai | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by kmurphy No additional info | {
"geo_location": "Belgium",
"device_hash": "faaa8e6c27cf32e8aaac56096abc1f5cf13f47f2b8900d7a134bfb11f6017ec5",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; doi-IN; rv:1.9.1.20) Gecko/9537-12-05 01:52:05 Firefox/3.6.1",
"session_id": "020b4f08-5f71-4332-83d8-7d25933e084c",
"risk_score": 36.62,
"confidence":... | kmurphy | adversarial_input | null | null | null | No additional info | AI system adversarial_input by kmurphy No additional info | null | null | null | null | null | null | null | null | null | null | null | model-dc2bbfb1 | 5a6c3ccd80e8c098feb3a85dcfd489eb | 79e61760dffe26078b0470662bdfe4ce | null | null | null | null | null | null | null |
820b408e-6b73-4580-bbe1-65bf995131ed | 2025-02-04T18:37:27 | cloud | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in Azure by jonescassandra Associated Threat Actor: Wizard Spider | {
"geo_location": "Barbados",
"device_hash": "67ea399017fa3595b9370ec1ee90881d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/36.0.848.0 Safari/532.1",
"session_id": "ac5d9c5d-d44a-41c2-aec0-15f1551e7ea4",
"risk_score": 39.89,
"confidence": 0.89... | jonescassandra | container_escape | null | null | null | Associated Threat Actor: Wizard Spider | Cloud container_escape in Azure by jonescassandra Associated Threat Actor: Wizard Spider | null | null | null | null | null | null | null | null | null | Azure | res-f3b39b13 | null | null | null | null | null | null | null | null | null | null |
9ebd515b-9331-4ee6-a012-4f3a6b91fe6f | 2025-07-07T10:46:02 | 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 zacharymoore MITRE Technique: T1078.004 | {
"geo_location": "Maldives",
"device_hash": "8d46d3122683040ee88f074c5a303d16b29c5cddc306aa8b5ca6e888d71502d4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/3.1)",
"session_id": "1c81e097-3950-4d2f-916e-98d3e4e21cd5",
"risk_score": 30.27,
"confidence": 0.25
} | zacharymoore | training_data_poisoning | null | null | null | MITRE Technique: T1078.004 | AI system training_data_poisoning by zacharymoore MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-226f3883 | bb1955165e79db2977404565afa2528996afc719 | e415188440c167c5f3591dae42566fa0 | null | null | null | null | null | null | null |
b84afa24-9465-4d5d-8355-6556ec979b12 | 2025-04-28T10:01:54 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for vvalenzuela via key from 144.48.127.251 No additional info | {
"geo_location": "Western Sahara",
"device_hash": "91bf94ec43d45cf783e94a5ca171373ca23f442b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; mni-IN) AppleWebKit/534.39.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6534.39.3",
"session_id": "06fad7d9-e85f-4939-bd11-eb32c692db86"... | vvalenzuela | challenge | null | null | null | No additional info | Auth challenge for vvalenzuela via key from 144.48.127.251 No additional info | {
"baseline_deviation": 0.78,
"entropy": 2.14,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 144.48.127.251 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | c8:d9:64:6f:84:17 |
8c35e1b1-0bc7-449e-84b6-4dcb2f8d45b6 | 2025-03-29T12:31:12 | cloud | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in Alibaba by sullivandenise No additional info noise=VGhlbiB0cmVlLg== | {
"geo_location": "New Caledonia",
"device_hash": "16a4ee446721cf6eca85df94d78095e7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/535.36.6 (KHTML, like Gecko) Version/4.0 Safari/535.36.6",
"session_id": "7c534461-8432-411b-b30f-536b6d02fe8d",
"risk_score": 53.58,
"confidence": 0.51
} | sullivandenise | config_change | null | null | null | No additional info | Cloud config_change in Alibaba by sullivandenise No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-1d719230 | null | null | null | null | null | null | null | null | null | null |
590fa4a7-90d4-4f05-88de-b76a38577d8b | 2025-02-12T10:32:54 | cloud | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Azure by daniel52 No additional info | {
"geo_location": "Congo",
"device_hash": "c8d061f6a6b542f056854c37ff9ace5f",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.3) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/15.0.882.0 Safari/536.1",
"session_id": "3090c494-2205-4805-ba7d-bda057d2cd31",
"risk_score": 67.89,
"confidence": 0.69
} | daniel52 | config_change | null | null | null | No additional info | Cloud config_change in Azure by daniel52 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-46502d85 | null | null | null | null | null | null | null | null | null | null |
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