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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
733d163e-66f7-462e-8d04-e393bba6e350 | 2025-07-03T04:26:06 | ai | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by louis82 No additional info | {
"geo_location": "Egypt",
"device_hash": "3d022fedebac96f680d6f4b8a7d2738cf3b584e551551fb3dd21c6d6313decab",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/4.0)",
"session_id": "718ae649-c751-4983-aba5-5c77ba3e1eed",
"risk_score": 54.99,
"confidence": 0.71
} | louis82 | fine_tuning | null | null | null | No additional info | AI system fine_tuning by louis82 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6c0296e9 | fc86bb9adc522cff6456d3b2699dc5be | ef997fd019b53ff68f26fa0c85d2a2fe89233aac06114316592a5dad3191016e | null | null | null | null | null | null | null |
3447c04d-1f88-4eb2-8ba1-f5a8c2e00dad | 2025-01-18T15:09:32 | ai | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by joytaylor MITRE Technique: T1053.005 | {
"geo_location": "Papua New Guinea",
"device_hash": "01d456286b6303943517e1fb600c0d93d2b5d50f8ab76b318a225f94a9ca896a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_2) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/59.0.861.0 Safari/531.1",
"session_id": "023bf979-cd3e-4d40-a413-f3e5e8eec7b0",
"... | joytaylor | membership_inference | null | null | null | MITRE Technique: T1053.005 | AI system membership_inference by joytaylor MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | model-b0bc6376 | 28b62851fc85c69bb6c9613cd42929b327b79018 | fbb7525270b2edcf8a4dba70711ed120dc3f90fc1e8a87828d3fd75c2e80f24d | null | null | null | null | null | null | null |
a1522fb1-9482-44ac-90b1-ea732d69c4c5 | 2025-02-02T13:17:44 | cloud | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in GCP by allison31 MITRE Technique: T1110.003 noise=explore/explore/tag | {
"geo_location": "Panama",
"device_hash": "46efbc4bd04b738adfaff06fca5a0a15a7956fe3573e35b512369308a354d197",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; nds-NL) AppleWebKit/531.40.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6531.40.2",
"session_id": "ff70c30f-1494-4aa4-a4... | allison31 | crypto_mining | null | null | null | MITRE Technique: T1110.003 | Cloud crypto_mining in GCP by allison31 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | GCP | res-4475a5cf | null | null | null | null | null | null | null | null | null | null |
88e31f37-674c-430f-93de-0e68b026ab5c | 2025-06-01T01:48:40 | cloud | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in GCP by manderson No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "087f80d68d5763efa83fa5bed8dcff949b4610facc4776722866a1b3955e3b24",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; sk-SK) AppleWebKit/534.3.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6534.3.1",
"session_id": "d3fa2000-6ba1-4413-... | manderson | instance_creation | null | null | null | No additional info | Cloud instance_creation in GCP by manderson No additional info | null | null | null | null | null | null | null | null | null | GCP | res-50339f5e | null | null | null | null | null | null | null | null | null | null |
adeb7b7a-f528-4def-a852-34214ee43fea | 2025-05-02T12:09:42 | ai | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by william41 No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "8e91ac044404c36c098855de99c4fa81",
"user_agent": "Opera/9.44.(Windows 98; os-RU) Presto/2.9.160 Version/12.00",
"session_id": "6c59918f-ae26-40fd-9b3d-e5ba0dbdb2d4",
"risk_score": 29.66,
"confidence": 0.94
} | william41 | membership_inference | null | null | null | No additional info | AI system membership_inference by william41 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-f20b94af | a54e0e92698389029274041f88c29f1c986467cb7c19d7fa82bae96346f4405d | e619fd71e7b67f4e4924fb198f9bc13269ca7401 | null | null | null | null | null | null | null |
064d808e-f7f2-46e0-9c40-e8899d5deb5f | 2022-03-28T00:41:40 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in AWS by austincohen MITRE Technique: T1190 | {
"geo_location": "Norway",
"device_hash": "ba6aabf5ee34ccefe0f78e9c13203867",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; niu-NZ) AppleWebKit/535.30.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6535.30.5",
"session_id": "b35f6cf6-02d7-4799-beb5-2916bff895a6",
"risk_score"... | austincohen | permission_escalation | null | null | null | MITRE Technique: T1190 | Cloud permission_escalation in AWS by austincohen MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | AWS | res-99c456a4 | null | null | null | null | null | null | null | null | null | null |
db96083c-bc19-473b-bd67-e5a1d072fe4a | 2025-07-06T02:02:41 | network | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 154.223.79.154 to 223.136.95.157 No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "95e7b36cfe4a7895341ce164ea37e3b8",
"user_agent": "Opera/8.22.(Windows NT 6.2; es-VE) Presto/2.9.170 Version/12.00",
"session_id": "0226a1f8-d2cf-4807-b579-38729c24406d",
"risk_score": 24.8,
"confidence": 0.15
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 154.223.79.154 to 223.136.95.157 No additional info | null | null | null | null | 154.223.79.154 | 223.136.95.157 | null | null | null | null | null | null | null | null | null | null | HTTPS | 530,030 | null | null | null |
bcfdc526-5b10-4db8-8fcd-0e9c1af29727 | 2025-03-19T00:20:22 | auth | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for tabithaharding via biometric from 65.46.223.176 Associated Threat Actor: Wizard Spider | {
"geo_location": "Djibouti",
"device_hash": "a729871b608dd7e2d96a42795a17d928255e1036701e870d3f23f95bbd9fe39d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_9 rv:3.0; mi-NZ) AppleWebKit/531.43.1 (KHTML, like Gecko) Version/4.1 Safari/531.43.1",
"session_id": "8554f963-c9ee-4a8d-aede-0839683532f2... | tabithaharding | challenge | null | null | null | Associated Threat Actor: Wizard Spider | Auth challenge for tabithaharding via biometric from 65.46.223.176 Associated Threat Actor: Wizard Spider | null | null | null | null | 65.46.223.176 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 75:77:aa:a7:d5:32 |
b4900f55-fe54-4612-8d98-e2f12ab48ab6 | 2025-03-03T11:43:19 | network | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 17.23.8.211 to 88.181.170.0 MITRE Technique: T1543.003 noise=tags/app | {
"geo_location": "Portugal",
"device_hash": "f7423f84bcf76478d8e329cb19d9e2f09f41322eacb27b5bf50f5d3b10b666c7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/5.0)",
"session_id": "02a2e221-d35f-4020-a543-15a5b066ebe5",
"risk_score": 25.39,
"confidence": 0.84
} | null | covert_channel | null | null | null | MITRE Technique: T1543.003 | Network covert_channel from 17.23.8.211 to 88.181.170.0 MITRE Technique: T1543.003 | null | null | null | null | 17.23.8.211 | 88.181.170.0 | null | null | null | null | null | null | null | null | null | null | ICMP | 865,701 | null | null | null |
a247cf4a-2db5-4d60-b981-7339c9000cff | 2025-04-01T18:28:50 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by lguerra No additional info | {
"geo_location": "Namibia",
"device_hash": "5bfd37e8000241378df1739b7f30de26ae78a33b56415845bff4b5dbace198b5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/5.1)",
"session_id": "3553e75a-45fc-4de4-8e4b-7e1e3c1cd5d8",
"risk_score": 36.96,
"confidence": 0.36
} | lguerra | adversarial_input | null | null | null | No additional info | AI system adversarial_input by lguerra No additional info | {
"baseline_deviation": 2.08,
"entropy": 2.31,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-732c5f39 | d50d69eac5964629ba98f6a1a7c161f8d18e6911 | aa57224ea204dee8d9fb00c0fa67de55baca9762 | null | null | null | null | null | null | null |
f89fac5d-2520-485e-8ed0-fe5a66e4f9cd | 2025-01-15T20:16:05 | ids_alert | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|low| desc=Palo Alto Cortex Alert: Supply Chain Compromise detected from 205.161.32.16 targeting 35.75.214.251 MITRE Technique: T1486 | Associated Threat Actor: Inception Framework | {
"geo_location": "Russia",
"device_hash": "c45d7127a6285f6561a658ed1357c1d9",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_5; rv:1.9.2.20) Gecko/5811-04-23 09:31:51 Firefox/3.8",
"session_id": "b0170baa-70dc-4bb6-aef1-46ea91e6e1cb",
"risk_score": 74.87,
"confidence": 0.6
} | null | null | null | null | null | MITRE Technique: T1486 | Associated Threat Actor: Inception Framework | Palo Alto Cortex Alert: Supply Chain Compromise detected from 205.161.32.16 targeting 35.75.214.251 MITRE Technique: T1486 | Associated Threat Actor: Inception Framework | null | null | null | null | 205.161.32.16 | 35.75.214.251 | Supply Chain Compromise | SIG-2596 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
4d4d3eae-b50d-44e8-9077-71efad3703d8 | 2025-03-09T21:54:11 | network | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 81.95.80.61 to 193.69.222.139 MITRE Technique: T1071.001 | {
"geo_location": "Germany",
"device_hash": "927fcbf03667581a6ecd1c0dbc772128",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_9; rv:1.9.2.20) Gecko/9105-04-14 08:30:18 Firefox/4.0",
"session_id": "b15a86b9-1529-4228-bf56-ab63d45c2c7d",
"risk_score": 57.22,
"confidence": 0.42
} | null | bandwidth_usage | null | null | null | MITRE Technique: T1071.001 | Network bandwidth_usage from 81.95.80.61 to 193.69.222.139 MITRE Technique: T1071.001 | null | null | null | null | 81.95.80.61 | 193.69.222.139 | null | null | null | null | null | null | null | null | null | null | HTTP | 912,095 | null | null | null |
e9f1ec46-aef1-4683-b587-1aae21638692 | 2025-02-21T09:50:10 | ids_alert | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|low| desc=Darktrace Alert: DNS Tunneling detected from 10.100.91.146 targeting 10.253.71.150 MITRE Technique: T1071.001 noise=blog/main | {
"geo_location": "Chile",
"device_hash": "c6f453bc64e0ff225c0eb42780007f4c93a01670",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/61.0.842.0 Safari/533.0",
"session_id": "6b423b92-4cab-4a28-a2f3-cd42cf442717",
"risk_score": 55.93,
"confidence": 0.1
} | null | null | null | null | null | MITRE Technique: T1071.001 | Darktrace Alert: DNS Tunneling detected from 10.100.91.146 targeting 10.253.71.150 MITRE Technique: T1071.001 | null | null | null | null | 10.100.91.146 | 10.253.71.150 | DNS Tunneling | SIG-8637 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
1f5d2615-1244-4bb6-8d7b-c38cb38752c8 | 2025-06-16T15:25:13 | network | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 140.191.178.191 to 56.130.49.21 No additional info | {
"geo_location": "Netherlands",
"device_hash": "13704a97a7797f509b99eefcf382040b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/4.0)",
"session_id": "cbc04fac-2d74-4ae9-9880-8dce2f2e73e7",
"risk_score": 88.87,
"confidence": 0.99
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 140.191.178.191 to 56.130.49.21 No additional info | null | null | null | null | 140.191.178.191 | 56.130.49.21 | null | null | null | null | null | null | null | null | null | null | TCP | 49,974 | null | null | null |
bf27131c-b5ac-4501-9984-76396d7bf265 | 2025-06-20T19:30:39 | cloud | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in AWS by rachael99 No additional info | {
"geo_location": "Poland",
"device_hash": "f56878359e093b2c8f324f95b4466602724a78c77cb4f8ff6ca105253e18d77c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/46.0.862.0 Safari/535.2",
"session_id": "a5b7927c-17c2-452c-87e2-2c59f7291f31",
"risk_score": 78.57,
"confi... | rachael99 | container_escape | null | null | null | No additional info | Cloud container_escape in AWS by rachael99 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-9c69ba19 | null | null | null | null | null | null | null | null | null | null |
060393db-70d5-4527-8c92-06ec37e63b22 | 2025-04-01T11:24:46 | ids_alert | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Zeek Alert: Credential Stuffing detected from 142.147.154.181 targeting 198.90.208.130 No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "41b559f69c3735677470f9a7c196a419e1f6b18a94d843116556817c2cd69ed2",
"user_agent": "Opera/8.11.(X11; Linux x86_64; pap-CW) Presto/2.9.180 Version/11.00",
"session_id": "d7e7342f-bdca-46b1-8115-c30bc1c42f48",
"risk_score": 27.7,
"confidence": 0.04
} | null | null | null | null | null | No additional info | Zeek Alert: Credential Stuffing detected from 142.147.154.181 targeting 198.90.208.130 No additional info | null | null | null | null | 142.147.154.181 | 198.90.208.130 | Credential Stuffing | SIG-5149 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
46ac48fd-5fdb-4335-8b5d-9381220d77b4 | 2025-02-21T22:42:36 | cloud | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in OCI by jennifer36 Unconventional IOC: ACPI table modifications | {
"geo_location": "Bhutan",
"device_hash": "63675679aea288b42ae495b72dbe5bfad96406b9fd77351aeea8815c16482937",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.0)",
"session_id": "081bd50d-6a1e-463b-82fa-928f5e774e27",
"risk_score": 65.59,
"confidence": 0.22
} | jennifer36 | instance_creation | null | null | null | Unconventional IOC: ACPI table modifications | Cloud instance_creation in OCI by jennifer36 Unconventional IOC: ACPI table modifications | null | null | null | null | null | null | null | null | null | OCI | res-6fc2200a | null | null | null | null | null | null | null | null | null | null |
a68f851c-4a9d-4e0c-b5de-9930dfa9aea5 | 2025-03-14T03:22:45 | ids_alert | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|low| desc=Wazuh Alert: ICS Attack detected from 190.194.130.209 targeting N/A Unconventional IOC: UEFI variable tampering | {
"geo_location": "Montserrat",
"device_hash": "017cc7ee1ddef3d051aece490c263803598250ac",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/534.50.6 (KHTML, like Gecko) Version/5.1 Safari/534.50.6",
"session_id": "6a73b54c-86ce-41ca-bc9a-1a22a8d7fcce",
"risk_score": 50.65,
"confidence": ... | null | null | null | null | null | Unconventional IOC: UEFI variable tampering | Wazuh Alert: ICS Attack detected from 190.194.130.209 targeting N/A Unconventional IOC: UEFI variable tampering | null | null | null | null | 190.194.130.209 | N/A | ICS Attack | SIG-4501 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
6f00e5a4-5d56-464d-be1d-f27b15ee5c88 | 2025-02-21T12:29:10 | firewall | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow NTP traffic from 39.168.81.198:905 to 36.128.186.172:866 No additional info | {
"geo_location": "Kenya",
"device_hash": "1c9c18f66f5bdcb62abbefee9165761c1e8a57be590d3ca41ff78f4b8a3231a1",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/9735-09-21 14:27:23 Firefox/3.8",
"session_id": "f02bbd05-65d3-4713-a732-dbf395743ce5",
"risk_score": 22.04,
"confidence": 0.44
} | null | allow | null | null | null | No additional info | Firewall allow NTP traffic from 39.168.81.198:905 to 36.128.186.172:866 No additional info | null | null | null | null | 39.168.81.198 | 36.128.186.172 | null | null | null | null | null | null | null | null | 905 | 866 | NTP | 880,786 | 2,527 | null | null |
152c9b7f-639b-49d8-8f2e-5f46997fecf8 | 2027-09-02T10:32:48 | ai | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by danielle50 No additional info | {
"geo_location": "Latvia",
"device_hash": "88785d7bb412c2751ed280433442e2dddaac724c184859a7caefe80f0895d24c",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_8 rv:4.0; hy-AM) AppleWebKit/534.7.4 (KHTML, like Gecko) Version/4.0.3 Safari/534.7.4",
"session_id": "b05373a9-3042-480c-b987-163afb348d62",
... | danielle50 | membership_inference | null | null | null | No additional info | AI system membership_inference by danielle50 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ccf4ff6e | a0e368cc3803b185b03b12419373c320014ade2d | 353d38dd16bf4f6023a56b5ab74a4a2a | null | null | null | null | null | null | null |
1c47276e-00e6-46c5-b7e0-b48772e403e9 | 2025-03-17T23:59:17 | cloud | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in AWS by andrewburns No additional info | {
"geo_location": "Denmark",
"device_hash": "ea544211e30a6f382b83329d14d75948f7e6a395",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/5.0)",
"session_id": "b1b1b048-3cfc-4de6-b211-edcb57113c1b",
"risk_score": 40.09,
"confidence": 0.11
} | andrewburns | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by andrewburns No additional info | null | null | null | null | null | null | null | null | null | AWS | res-0f79b054 | null | null | null | null | null | null | null | null | null | null |
c3d860d8-78df-4a7a-989d-9fac94bc3a66 | 2025-05-28T16:22:49 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in Alibaba by paulrobinson MITRE Technique: T1218.011 | {
"geo_location": "Jersey",
"device_hash": "23a8b4ec10ee7b3f0595e071357ff850",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/43.0.806.0 Mobile/20C056 Safari/531.1",
"session_id": "5b153271-4b28-49f7-a410-6ff2ae2c93e7",
"risk_score": 33.24,
"c... | paulrobinson | lambda_execution | null | null | null | MITRE Technique: T1218.011 | Cloud lambda_execution in Alibaba by paulrobinson MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | Alibaba | res-52866333 | null | null | null | null | null | null | null | null | null | null |
126ac25d-d20f-4b4a-9998-8acb27577b9d | 2025-03-12T22:50:10 | endpoint | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access off by barbara93 No additional info | {
"geo_location": "Taiwan",
"device_hash": "bd170a66f9b9bd43808abcb5e228020e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/4980-01-08 22:27:23 Firefox/3.8",
"session_id": "c4cb29be-da5d-41f3-a268-111aa6d37837",
"risk_score": 43.73,
"confidence": 0.81
} | barbara93 | file_access | off | 9,565 | powershell.exe | No additional info | Endpoint file_access off by barbara93 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9cee86b1-8b59-4e27-a7a9-ac7e79d7637b | 2025-05-01T12:39:18 | endpoint | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop significant by jacqueline89 No additional info noise=letter|Congress|general | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "4134d80f79ada8389553cf720812cdbd72a41ca5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/4.0)",
"session_id": "a50e0d16-f65e-4201-90e2-3e75bd1a66aa",
"risk_score": 44.47,
"confidence": 0.98
} | jacqueline89 | process_stop | significant | 757 | cmd.exe | No additional info | Endpoint process_stop significant by jacqueline89 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4cae0bd6-682d-4bfd-b288-793f1a3aa04b | 2025-06-25T09:11:25 | ai | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by toni39 No additional info | {
"geo_location": "Myanmar",
"device_hash": "deb5f970d1f68816044936e135558041b5d967879ebf46dbe78801c66a90f1aa",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/35.0.813.0 Mobile/37U861 Safari/532.0",
"session_id": "c8b43ff5-ea5c-4f0a-b3e4-5a76cfb... | toni39 | membership_inference | null | null | null | No additional info | AI system membership_inference by toni39 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7dbb26c0 | 5b8606b4d1367aeccf7978ad44fe1e4ca4d98f9d72ad75b4ec193608f7b4f93e | 2d1ecfaa365178aa24df89add75362bd29fbffb6403802c86fa5923276857117 | null | null | null | null | null | null | null |
719b3fab-8c4e-45cd-982f-bc3beafadfa0 | 2025-03-12T16:06:52 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth bypass for alieduardo via key from 171.41.57.149 No additional info | {
"geo_location": "American Samoa",
"device_hash": "9dcbe4b3fb878776a6e3f4068fa008222080111e66c3c9525f25a3b56f3083fd",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_8 rv:6.0; ik-CA) AppleWebKit/533.17.3 (KHTML, like Gecko) Version/5.0 Safari/533.17.3",
"session_id": "ecfa575d-2f3b-4390-9b58-33c1e2... | alieduardo | bypass | null | null | null | No additional info | Auth bypass for alieduardo via key from 171.41.57.149 No additional info | null | null | null | null | 171.41.57.149 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 1c:8a:e7:1d:13:95 |
f76c42fe-fc33-4530-be7c-05150277727e | 2025-02-25T16:40:47 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network disconnection from 36.221.130.165 to 106.232.97.107 No additional info | {
"geo_location": "United States of America",
"device_hash": "c33734beed88ef9d10f09016e6e163462f107525",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/4.1)",
"session_id": "d3484968-5a4b-4b9a-b4b0-0f5e869dd698",
"risk_score": 62.17,
"confidence": 0.28
} | null | disconnection | null | null | null | No additional info | Network disconnection from 36.221.130.165 to 106.232.97.107 No additional info | null | null | null | null | 36.221.130.165 | 106.232.97.107 | null | null | null | null | null | null | null | null | null | null | HTTP | 826,365 | null | null | null |
06c3f479-55fd-4079-b779-2e21f3330b74 | 2025-06-22T02:10:34 | cloud | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in AWS by mcleankelly MITRE Technique: T1110.003 | {
"geo_location": "Netherlands Antilles",
"device_hash": "7c9c81fe51eec77bda72e4b0d866267669b7d61e",
"user_agent": "Opera/9.98.(Windows NT 11.0; de-LI) Presto/2.9.184 Version/12.00",
"session_id": "e70bda29-990f-4d6d-a956-314e65fe133d",
"risk_score": 58.46,
"confidence": 0.61
} | mcleankelly | config_change | null | null | null | MITRE Technique: T1110.003 | Cloud config_change in AWS by mcleankelly MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | AWS | res-1d2647a8 | null | null | null | null | null | null | null | null | null | null |
fc62ae39-21a2-47a0-a0a1-0ec6f662043c | 2025-02-21T01:05:38 | auth | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|info| desc=Auth success for tonya76 via passwordless from 137.167.39.83 No additional info noise=C84B3CC3 | {
"geo_location": "Russia",
"device_hash": "bd6732da0fed12596ef1c01763ab100228aa5ef4",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_9 rv:3.0; nso-ZA) AppleWebKit/533.9.2 (KHTML, like Gecko) Version/5.0.2 Safari/533.9.2",
"session_id": "d31b1249-9c0f-4423-a65b-0231e10b41c2",
"risk_score": 71.95,
... | tonya76 | success | null | null | null | No additional info | Auth success for tonya76 via passwordless from 137.167.39.83 No additional info | null | null | null | null | 137.167.39.83 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 31:9d:45:ca:43:f2 |
9e0fbada-56a6-4067-b7d0-3a2eae51b3aa | 2025-02-20T08:42:14 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 3.3.9.38 to 75.51.154.210 No additional info | {
"geo_location": "Armenia",
"device_hash": "4c0102d5c9f3b57522f7ae4a318b87bc",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_0; rv:1.9.2.20) Gecko/2987-01-28 11:22:26 Firefox/10.0",
"session_id": "ada9d60b-bda0-450e-8897-a4fdb3242717",
"risk_score": 53.55,
"confidence": 0.68
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 3.3.9.38 to 75.51.154.210 No additional info | null | null | null | null | 3.3.9.38 | 75.51.154.210 | null | null | null | null | null | null | null | null | null | null | HTTP | 417,925 | null | null | null |
88f68159-4f57-45af-93ce-6f362752ac05 | 2025-06-14T03:18:56 | auth | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for rachel01 via MFA from 93.145.68.212 Credential stuffing pattern detected | {
"geo_location": "Turkey",
"device_hash": "11197d7a2c7acb52404a44daecb828d72f64f0c91d0c013e36d8b2a60f77bf95",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/24.0.803.0 Safari/531.1",
"session_id": "a6689ba3-4193-41d2-83ff-780b7f6721b3",
"risk_score": 31.39,
"con... | rachel01 | challenge | null | null | null | Credential stuffing pattern detected | Auth challenge for rachel01 via MFA from 93.145.68.212 Credential stuffing pattern detected | null | null | null | null | 93.145.68.212 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | b6:7f:d4:c1:38:74 |
e70edcc4-79ed-4339-9ca1-56dc5bcf2ac9 | 2027-02-23T16:12:49 | network | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 204.252.26.172 to 67.75.160.237 No additional info | {
"geo_location": "Sierra Leone",
"device_hash": "2111963aae7452c52fc39e2a55d9e061",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_6 rv:6.0; ss-ZA) AppleWebKit/531.45.6 (KHTML, like Gecko) Version/5.0 Safari/531.45.6",
"session_id": "6d34fbe8-3138-473c-baac-12f322b3fde7",
"risk_score": 53.75,
... | null | beaconing | null | null | null | No additional info | Network beaconing from 204.252.26.172 to 67.75.160.237 No additional info | null | null | null | null | 204.252.26.172 | 67.75.160.237 | null | null | null | null | null | null | null | null | null | null | HTTP | 630,655 | null | null | null |
f90753b1-5d46-42b6-a38c-22cf7051be55 | 2025-04-22T14:57:35 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism /reach/miss.mov by hartruben No additional info | {
"geo_location": "Argentina",
"device_hash": "e90336d36ec5edb74a1b0f43537fc605f5b647e9f5c7a14d2f9a6de6cc78b750",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/8319-02-21 21:58:27 Firefox/9.0",
"session_id": "d62cd9cd-3bbf-4021-99bc-bd428337ec4d",
"risk_score": 66.04,
"confidence": 0.03
... | hartruben | persistence_mechanism | /reach/miss.mov | 3,293 | cmd.exe | No additional info | Endpoint persistence_mechanism /reach/miss.mov by hartruben No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
260e76f1-e31e-437c-96a6-1787c93e6f64 | 2025-06-16T07:16:56 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by padams Associated Threat Actor: APT29 | {
"geo_location": "Isle of Man",
"device_hash": "dff5092d57441611b6d24761e2c052ad1c05ff9b512dc9f8a89f7d047913c1cf",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_3; rv:1.9.4.20) Gecko/2237-09-26 22:13:29 Firefox/15.0",
"session_id": "0ad4b014-dc59-4a11-b9c4-351b866df353",
"risk_score": 43.9,
... | padams | model_inversion | null | null | null | Associated Threat Actor: APT29 | AI system model_inversion by padams Associated Threat Actor: APT29 | null | null | null | null | null | null | null | null | null | null | null | model-4496378d | 79f8ecabc542744b49c7b6e2a901718c4cb0faa9 | 4f0721699ffaac5c96b6e40d6205dfec | null | null | null | null | null | null | null |
b889d60d-6650-4841-b2d8-185a13b5ca95 | 2025-07-07T15:17:21 | network | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 101.143.64.200 to 90.244.245.61 MITRE Technique: T1574.002 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "9ab971995f5d9994627850fc5747e9c1ec837db8",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_7 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/62.0.875.0 Mobile/64J981 Safari/534.0",
"session_id": "d9d31e01-645f-4ceb-828c-7935d793ef51",
... | null | latency_spike | null | null | null | MITRE Technique: T1574.002 | Network latency_spike from 101.143.64.200 to 90.244.245.61 MITRE Technique: T1574.002 | {
"baseline_deviation": 2.3,
"entropy": 4.24,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 101.143.64.200 | 90.244.245.61 | null | null | null | null | null | null | null | null | null | null | UDP | 668,173 | null | null | null |
2ec91ca7-3daa-4165-a6c8-70ae5f4d5dbe | 2025-03-22T05:48:57 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth challenge for dixonheather via MFA from 45.11.64.108 MITRE Technique: T1071.001 | {
"geo_location": "Ghana",
"device_hash": "510166297a34554f32922494600704715b824047f56e59b23764301b0103d6bc",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/6965-10-07 04:42:22 Firefox/3.6.1",
"session_id": "708fcd40-d54d-42be-afaf-d79fe1401299",
"risk_score": 44.98,
"confidence": 0.68
} | dixonheather | challenge | null | null | null | MITRE Technique: T1071.001 | Auth challenge for dixonheather via MFA from 45.11.64.108 MITRE Technique: T1071.001 | null | null | null | null | 45.11.64.108 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 94:6a:b5:b5:66:3e |
6bf9ebc7-0031-4869-92ad-a551c807478e | 2025-07-08T00:46:41 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall drop HTTP traffic from 91.75.49.88:807 to 166.180.132.137:926 No additional info | {
"geo_location": "Belize",
"device_hash": "9c20bcd769b3437c1a2441de27f463a7e2be257114e092e2b1113159167a96bf",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ru-RU) AppleWebKit/533.42.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6533.42.2",
"session_id": "5ae64f21-0f76-4579-96e... | null | drop | null | null | null | No additional info | Firewall drop HTTP traffic from 91.75.49.88:807 to 166.180.132.137:926 No additional info | null | null | null | null | 91.75.49.88 | 166.180.132.137 | null | null | null | null | null | null | null | null | 807 | 926 | HTTP | 610,484 | 3,285 | null | null |
ae2ad73a-2a88-47f6-912b-16260fa05b50 | 2025-06-30T16:38:25 | cloud | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in GCP by hudsonphyllis MITRE Technique: T1059.005 | {
"geo_location": "Tunisia",
"device_hash": "f098734b82e25874e10096b5bb9ae3a4b0694c59",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/26.0.851.0 Safari/535.1",
"session_id": "b2c76b82-b1b0-463e-96a1-861792b06b5b",
"risk_score": 42.31,
"confidence": 0.99
} | hudsonphyllis | shadow_it | null | null | null | MITRE Technique: T1059.005 | Cloud shadow_it in GCP by hudsonphyllis MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | GCP | res-fa858f84 | null | null | null | null | null | null | null | null | null | null |
b7925947-2928-4d8d-8358-c15583170f22 | 2025-04-06T00:05:42 | firewall | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only DNS traffic from 8.122.104.245:358 to 13.169.117.132:41721 MITRE Technique: T1059.001 | {
"geo_location": "Latvia",
"device_hash": "b95882c946b80d0d98fc6c2e05d9ba0a3c6ca2a7c358c758ed68ea213ed83d4c",
"user_agent": "Opera/9.72.(Windows 95; bho-IN) Presto/2.9.162 Version/11.00",
"session_id": "4c0398d5-149a-4f1d-8c72-d408d497f423",
"risk_score": 72.64,
"confidence": 0.79
} | null | log-only | null | null | null | MITRE Technique: T1059.001 | Firewall log-only DNS traffic from 8.122.104.245:358 to 13.169.117.132:41721 MITRE Technique: T1059.001 | null | null | null | null | 8.122.104.245 | 13.169.117.132 | null | null | null | null | null | null | null | null | 358 | 41,721 | DNS | 228,522 | 1,492 | null | null |
ff4ec36b-a48d-4643-9294-fe0bcb9aada5 | 2025-05-04T04:52:34 | endpoint | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /mother/name.mov by operez No additional info | {
"geo_location": "Sri Lanka",
"device_hash": "62003142bbac3d9b6391d1537f7f8e1eb41f0bbd9d9c83f99a55d0ea8cd436d1",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 8_4_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/60.0.821.0 Mobile/97O206 Safari/533.1",
"session_id": "aec623a0-a101-4b13-b98d-7ee9758e... | operez | persistence_mechanism | /mother/name.mov | 3,858 | explorer.exe | No additional info | Endpoint persistence_mechanism /mother/name.mov by operez No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b17933ae-9777-4bcb-9452-fb8558fab0d2 | 2025-01-20T12:53:44 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat physical_tamper No additional info | {
"geo_location": "Guernsey",
"device_hash": "bb2971c439ded0ead05a5e6e2c7e776f198a09b7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/532.21.2 (KHTML, like Gecko) Version/5.1 Safari/532.21.2",
"session_id": "10f4b25a-8c88-4ed4-b537-937d883a4dd2",
"risk_score": 79.92,
"confidence": 0.8... | null | physical_tamper | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | null | Thermostat | iot-5fecaaed | 2.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
636dafb6-fab3-4947-97d1-6a77579d23b4 | 2025-04-18T21:22:41 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by kevinmacias No additional info | {
"geo_location": "Tajikistan",
"device_hash": "ef8021f03d1b84897aeea26c96cd9cfcfecb89bbb14bc63f0db73bdca2af6f58",
"user_agent": "Mozilla/5.0 (Linux; Android 1.1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/22.0.893.0 Safari/532.0",
"session_id": "34d79b3f-b0a6-4ce9-b5fb-62365f2b55b5",
"risk_score": 28.01,
... | kevinmacias | membership_inference | null | null | null | No additional info | AI system membership_inference by kevinmacias No additional info | null | null | null | null | null | null | null | null | null | null | null | model-5d6fd36c | 1a94224092af443b448373aef97febba | 1495faf0c7568897197839270d2c1a55 | null | null | null | null | null | null | null |
b2ad80ec-8cbe-4aba-af6f-c6accd7b4493 | 2025-04-12T15:33:21 | ai | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by larry43 No additional info | {
"geo_location": "Cuba",
"device_hash": "686dd8b045c5ccbb6f9038d6af1295c3",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 5_1_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/24.0.873.0 Mobile/96J559 Safari/536.2",
"session_id": "a5657c1f-91e9-44cb-9eb0-3f5050837fc3",
"risk_score": 44.35,
"conf... | larry43 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by larry43 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6937452f | 80880c75527e955767ab074aa222aa6caea8a5d4750461f17d4a5336855c025c | f57de32fff73d0c08b7f5f61bb32a1ce | null | null | null | null | null | null | null |
73f5fc75-af1a-4d9b-b798-74d973ea5d94 | 2025-06-06T22:21:51 | cloud | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|low| desc=Cloud config_change in Azure by alyssaortiz Unconventional IOC: Unusual DNS TXT records noise=place|live|outside | {
"geo_location": "Cameroon",
"device_hash": "582fc8ce0f6160cdcb2ff9359747eee8f34789c30c0bbea36a03f6a69ac9fbe6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/4.1)",
"session_id": "88ae86ea-9232-4f23-ba69-b199d0cd043e",
"risk_score": 77.09,
"confidence": 0.84
} | alyssaortiz | config_change | null | null | null | Unconventional IOC: Unusual DNS TXT records | Cloud config_change in Azure by alyssaortiz Unconventional IOC: Unusual DNS TXT records | null | null | null | null | null | null | null | null | null | Azure | res-8d7fe157 | null | null | null | null | null | null | null | null | null | null |
7f76da9a-2f84-4a2c-9bab-d7b6f5768c07 | 2025-03-28T14:49:07 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system model_access by jeremy16 No additional info | {
"geo_location": "Nigeria",
"device_hash": "2b3be81a455140f9511834e6d8fe3870",
"user_agent": "Opera/9.33.(Windows NT 5.2; da-DK) Presto/2.9.190 Version/12.00",
"session_id": "66aba5aa-5aa8-45e5-bd7d-9c9b0df15852",
"risk_score": 60.65,
"confidence": 0.77
} | jeremy16 | model_access | null | null | null | No additional info | AI system model_access by jeremy16 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-3f5bcd29 | b68d9bb4116c249f9457be98743f7aedb1918cfb64ca21ae11a971ad28404906 | 20803c8a37f8b80eb9a2a418f819cdbe183b9d0cc64083ecf5a6786270d389bf | null | null | null | null | null | null | null |
ad1697d2-18e2-4632-8373-a568500f7542 | 2025-02-20T07:17:47 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in OCI by timothyperry MITRE Technique: T1053.005 | {
"geo_location": "New Caledonia",
"device_hash": "efc9cf09f41c00b21edd6133464d4fcc",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/37.0.884.0 Safari/532.2",
"session_id": "aa84d2ba-3440-49b6-9e74-ab15a2596a41",
"risk_score": 41.49,
"confidence": 0.89
} | timothyperry | api_abuse | null | null | null | MITRE Technique: T1053.005 | Cloud api_abuse in OCI by timothyperry MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | OCI | res-5c7ee021 | null | null | null | null | null | null | null | null | null | null |
3a19c012-0a02-42a9-a136-829d3a7233ba | 2025-04-16T21:15:10 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change /just/job.css by joshuafranklin No additional info | {
"geo_location": "Iran",
"device_hash": "344a295b2d6d512eee7d6cf8becf7303",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_0 rv:6.0; sc-IT) AppleWebKit/534.45.3 (KHTML, like Gecko) Version/5.1 Safari/534.45.3",
"session_id": "ec7e4343-3352-474d-acae-1c89f1cfac9f",
"risk_score": 42.72,
"confidence... | joshuafranklin | registry_change | /just/job.css | 6,564 | cmd.exe | No additional info | Endpoint registry_change /just/job.css by joshuafranklin No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d30da071-e98f-45d4-af56-f48430472681 | 2026-10-20T05:42:14 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system model_inversion by vdouglas No additional info | {
"geo_location": "Gambia",
"device_hash": "892d1ec726d216002e5516a048e8a0002af7bb8e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/4.1)",
"session_id": "d2f5eac9-0bcb-4a25-950b-5f878385362f",
"risk_score": 47.6,
"confidence": 0.24
} | vdouglas | model_inversion | null | null | null | No additional info | AI system model_inversion by vdouglas No additional info | null | null | null | null | null | null | null | null | null | null | null | model-329a63fd | ceddf0a19da5c8f642bc072ddfccf44a7427883ff17dc12cb20c77c7570abc46 | 77e01296ebafebb77b535e9269c61c8fb9b91ad798432fa05aace815bfcd0c6f | null | null | null | null | null | null | null |
93d27879-f496-442a-980a-13b7983c89ea | 2025-01-22T11:30:10 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint driver_load /increase/TV.html by samuel35 No additional info | {
"geo_location": "China",
"device_hash": "9e9080db1b3a705ecb348f015d32b803",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/4.0)",
"session_id": "5805fdd7-b2da-4f59-ad73-5bedaedf27ac",
"risk_score": 65.66,
"confidence": 0.49
} | samuel35 | driver_load | /increase/TV.html | 4,195 | svchost.exe | No additional info | Endpoint driver_load /increase/TV.html by samuel35 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
642334d7-25da-4035-9ccc-afd26e2d48eb | 2025-06-30T03:20:33 | ai | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by patricksmith No additional info | {
"geo_location": "Algeria",
"device_hash": "0fec10f5948f0c998a89c79435c83d930894710b2e410fc6e1e49af935dfb1a8",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_0 rv:6.0; wal-ET) AppleWebKit/533.47.5 (KHTML, like Gecko) Version/5.0.3 Safari/533.47.5",
"session_id": "f851e2d5-4433-4d5c-a88c-2d65c0183f3a"... | patricksmith | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by patricksmith No additional info | null | null | null | null | null | null | null | null | null | null | null | model-56f87947 | 10e1ab48dfdfeac70e3e96fc029a195f | 874caa404168cd1a0cc0b9efc96bdf73c43d9b9b | null | null | null | null | null | null | null |
de06728f-293b-49fd-814f-9348c11fd02e | 2025-03-20T16:37:23 | cloud | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in AWS by thorn No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "8a39eb4c3f9f50385fb275f59c9ac978b704508db217726cf0d23c2ca675fcbc",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/18.2a7352.0 Mobile/50H611 Safari/534.2",
"session_id": "fe0d160d-a764-4678-87e1-cdbc6... | thorn | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in AWS by thorn No additional info | {
"baseline_deviation": 2.44,
"entropy": 4.02,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | AWS | res-6a7831c3 | null | null | null | null | null | null | null | null | null | null |
55c9df54-d94d-4e1c-b2a1-46e3c858479a | 2025-06-08T10:20:58 | ids_alert | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|high| desc=Suricata Alert: MFA Bypass detected from 161.20.69.50 targeting N/A Associated Threat Actor: BlueNoroff | {
"geo_location": "Singapore",
"device_hash": "a4c2367faf1ab7b62e2be59e90cd1632",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/5.0)",
"session_id": "d6c9ae58-a6c4-4725-bd44-48be7ba97849",
"risk_score": 55.62,
"confidence": 0.92
} | null | null | null | null | null | Associated Threat Actor: BlueNoroff | Suricata Alert: MFA Bypass detected from 161.20.69.50 targeting N/A Associated Threat Actor: BlueNoroff | null | null | null | null | 161.20.69.50 | N/A | MFA Bypass | SIG-9342 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
bbf52cc3-9787-4287-b239-277237170137 | 2025-06-20T12:00:52 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 54.84.103.252 to 50.182.240.100 No additional info noise=TWFya2V0Lg== | {
"geo_location": "Uzbekistan",
"device_hash": "851318fefd7f65c543557414c4b12c9bd627a4ec3450b63bf3072002a55418f5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0)",
"session_id": "f79855a7-0392-4e1a-8e80-ed017fe2076b",
"risk_score": 60.52,
"confidence": 0.83
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 54.84.103.252 to 50.182.240.100 No additional info | null | null | null | null | 54.84.103.252 | 50.182.240.100 | null | null | null | null | null | null | null | null | null | null | HTTP | 411,034 | null | null | null |
a87f3d87-55c2-4382-918f-793a028f4684 | 2025-01-15T09:58:11 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task /explain/music.avi by jmiller No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "f01908831d57d9b92e8a6998eaeabced",
"user_agent": "Opera/9.21.(Windows NT 5.01; cs-CZ) Presto/2.9.188 Version/12.00",
"session_id": "583c9c92-805d-4a1c-890f-4f67b25fcf8c",
"risk_score": 53.66,
"confidence": 0.53
} | jmiller | scheduled_task | /explain/music.avi | 7,432 | svchost.exe | No additional info | Endpoint scheduled_task /explain/music.avi by jmiller No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a2a83270-c5d9-4433-aafe-cfd70e598fd3 | 2025-03-18T23:11:04 | auth | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for fgriffin via OAuth from 54.70.86.93 No additional info | {
"geo_location": "Russian Federation",
"device_hash": "3bfeb32b2928181d80fd562985c1cacc",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/47.0.801.0 Safari/533.0",
"session_id": "aef17ffd-c401-462b-be20-9421070ae3d2",
"risk_score": 37.32,
"confidence": 0.41
} | fgriffin | bypass | null | null | null | No additional info | Auth bypass for fgriffin via OAuth from 54.70.86.93 No additional info | null | null | null | null | 54.70.86.93 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 79:e4:c4:ad:79:bd |
4811c6d8-67d3-4b78-8e8e-1d0e859cba68 | 2025-02-22T04:49:38 | iot | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor firmware_update No additional info noise=force|themselves|song | {
"geo_location": "Cambodia",
"device_hash": "82e777458adb633ba46bf1ef3d52b721e41bfda0",
"user_agent": "Opera/8.94.(Windows 95; oc-FR) Presto/2.9.165 Version/11.00",
"session_id": "4232d599-3bcb-4d03-971d-9afdce408b56",
"risk_score": 59.47,
"confidence": 0.15
} | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | null | Sensor | iot-c343e103 | 5.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
301b70cc-eacb-4ab2-a29f-f3e7f0b3ac90 | 2025-05-12T02:37:00 | firewall | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine NTP traffic from 34.125.141.181:50 to 126.10.18.145:794 No additional info | {
"geo_location": "Lesotho",
"device_hash": "055957f6b9a9f491c8b0307acc19318854a29c123c9df751d5f4ac0dd63648d3",
"user_agent": "Opera/8.14.(Windows NT 5.1; bem-ZM) Presto/2.9.166 Version/11.00",
"session_id": "23b0d1ad-3193-4329-931f-9f983c1f8444",
"risk_score": 57.15,
"confidence": 0.07
} | null | quarantine | null | null | null | No additional info | Firewall quarantine NTP traffic from 34.125.141.181:50 to 126.10.18.145:794 No additional info | null | null | null | null | 34.125.141.181 | 126.10.18.145 | null | null | null | null | null | null | null | null | 50 | 794 | NTP | 421,359 | 2,900 | null | null |
16c85c47-5383-4703-a8b7-a004dc8f9ca5 | 2022-02-11T23:57:01 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install trial by obaker MITRE Technique: T1134.001 noise=wp-content/list/blog | {
"geo_location": "Romania",
"device_hash": "90f723bb8660cae351e47b40ba53fb33ddba52fb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/3.0)",
"session_id": "df9f223d-712b-4c1b-b063-73eedf4b32f5",
"risk_score": 46.15,
"confidence": 0.57
} | obaker | service_install | trial | 5,814 | powershell.exe | MITRE Technique: T1134.001 | Endpoint service_install trial by obaker MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0160b069-0d48-4a1c-b441-eaeb9cc6f345 | 2025-01-16T08:21:55 | 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 kevinsweeney No additional info | {
"geo_location": "Namibia",
"device_hash": "c30273df31160bc2d3196e66929e943f9109462f99221ade520c27a94981f511",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; sw-TZ) AppleWebKit/535.24.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6535.24.3",
"session_id": "ae4cda1f-2df4-4c39-9b... | kevinsweeney | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by kevinsweeney No additional info | {
"baseline_deviation": 0.99,
"entropy": 4.11,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-19550e58 | ac5bd3eaec34461545b1d26d5e7888769c8966a40270ac418ca5bbea88ee4ce2 | 53fec52c597ed6477b69a1ac6650f4fa04c3f87681bf54dbe0fbfd6e9df36b63 | null | null | null | null | null | null | null |
02531173-28b6-4272-b409-8393c57e3155 | 2025-04-08T05:20:55 | endpoint | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop /from/international.json by corykelley MITRE Technique: T1566.001 | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "cdc1056e56bdd8c71f0e308bfa6eb4687628e3b2",
"user_agent": "Mozilla/5.0 (Android 5.1; Mobile; rv:46.0) Gecko/46.0 Firefox/46.0",
"session_id": "829d427e-7b32-4d18-b5b6-0e349d502c1b",
"risk_score": 73.09,
"confidence": 0.75
} | corykelley | process_stop | /from/international.json | 1,608 | explorer.exe | MITRE Technique: T1566.001 | Endpoint process_stop /from/international.json by corykelley MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5be45aac-945f-47fd-bb59-540846d1c808 | 2025-03-24T14:16:28 | firewall | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect HTTPS traffic from 2.137.153.107:938 to 189.33.214.195:64243 MITRE Technique: T1543.003 | {
"geo_location": "Moldova",
"device_hash": "83720ee561e182f988b94bacf40ad95819cebb0a",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/53.0.895.0 Safari/535.2",
"session_id": "8812e7f8-4c64-4105-9631-9293483eb7cf",
"risk_score": 53.49,
"confidence": 0.83
} | null | inspect | null | null | null | MITRE Technique: T1543.003 | Firewall inspect HTTPS traffic from 2.137.153.107:938 to 189.33.214.195:64243 MITRE Technique: T1543.003 | null | null | null | null | 2.137.153.107 | 189.33.214.195 | null | null | null | null | null | null | null | null | 938 | 64,243 | HTTPS | 768,559 | 864 | null | null |
0bca9fe7-9a22-4ecd-8fd6-34091682e42e | 2025-04-25T01:15:07 | network | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|medium| desc=Network connection from 10.87.152.214 to 10.16.113.110 No additional info noise=UGFydG5lci4= | {
"geo_location": "South Africa",
"device_hash": "d30d65bfa6c3ff6166c70ea15db32f06249309542fed3622bbd7795e76b0f51f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/3.1)",
"session_id": "26ff864e-804b-4ae0-9944-1fccb984a3c6",
"risk_score": 56.58,
"confidence": 0.36
} | null | connection | null | null | null | No additional info | Network connection from 10.87.152.214 to 10.16.113.110 No additional info | null | null | null | null | 10.87.152.214 | 10.16.113.110 | null | null | null | null | null | null | null | null | null | null | UDP | 178,517 | null | null | null |
c615604e-8153-4005-ae3f-a22fe1ed8b20 | 2025-06-17T19:11:01 | ids_alert | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|low| desc=Darktrace Alert: Credential Stuffing detected from 136.87.51.120 targeting 203.184.253.9 MITRE Technique: T1547.001 noise=A66B5FF0 | {
"geo_location": "Nepal",
"device_hash": "b49b76d13fff6ec2ad2afcdcc58cc9b3222b84f2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/534.20.7 (KHTML, like Gecko) Version/5.1 Safari/534.20.7",
"session_id": "2952e7cd-2eb3-4c6a-9b36-1c12ccff6a13",
"risk_score": 89.3,
"confidence": 0.81
} | null | null | null | null | null | MITRE Technique: T1547.001 | Darktrace Alert: Credential Stuffing detected from 136.87.51.120 targeting 203.184.253.9 MITRE Technique: T1547.001 | null | null | null | null | 136.87.51.120 | 203.184.253.9 | Credential Stuffing | SIG-7190 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
1ba0bef3-0c87-40ed-8988-7eeed5628f0d | 2025-04-04T01:58:24 | firewall | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect SMB traffic from 125.24.40.183:14904 to 217.6.168.60:375 No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "00cb8e50861a09ada33d6aafc14178f061fab79a",
"user_agent": "Opera/9.30.(X11; Linux x86_64; el-GR) Presto/2.9.161 Version/11.00",
"session_id": "dfe73eed-53c4-47b0-b1a2-808f2fe723f8",
"risk_score": 14.3,
"confidence": 0.98
} | null | inspect | null | null | null | No additional info | Firewall inspect SMB traffic from 125.24.40.183:14904 to 217.6.168.60:375 No additional info | {
"baseline_deviation": 2.49,
"entropy": 6.87,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 125.24.40.183 | 217.6.168.60 | null | null | null | null | null | null | null | null | 14,904 | 375 | SMB | 524,366 | 2,368 | null | null |
83c5c9e9-0d6d-4b1f-8f49-1c7aa324cf05 | 2025-02-21T09:19:33 | network | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 10.211.148.8 to 126.195.37.202 Unconventional IOC: Power consumption spikes | {
"geo_location": "Turkey",
"device_hash": "84e9e6d277c237f91aadc2307239b5d5bed35bd4",
"user_agent": "Mozilla/5.0 (Linux; Android 14) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/43.0.836.0 Safari/531.1",
"session_id": "e1405f59-c6b9-4eb3-a7d8-8f6ca53dd51f",
"risk_score": 54.46,
"confidence": 0.91
} | null | bandwidth_usage | null | null | null | Unconventional IOC: Power consumption spikes | Network bandwidth_usage from 10.211.148.8 to 126.195.37.202 Unconventional IOC: Power consumption spikes | null | null | null | null | 10.211.148.8 | 126.195.37.202 | null | null | null | null | null | null | null | null | null | null | TCP | 699,223 | null | null | null |
7135af0f-a648-4c7d-9085-608a3c086f76 | 2025-03-05T13:03:49 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth failed for vmadden via SAML from 133.131.191.214 MITRE Technique: T1078.004 | {
"geo_location": "Russian Federation",
"device_hash": "645643b305a026325105e005b51816a8f1cb56cd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; bs-BA) AppleWebKit/534.47.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6534.47.6",
"session_id": "eecb9521-fc75-4025-97d6-8eb63d61fe... | vmadden | failed | null | null | null | MITRE Technique: T1078.004 | Auth failed for vmadden via SAML from 133.131.191.214 MITRE Technique: T1078.004 | null | null | null | null | 133.131.191.214 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 94:83:a8:b7:c1:ee |
1bc4cf1f-b650-402e-9406-4b14d36e0960 | 2025-02-24T22:04:14 | iot | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|high| desc=IoT device Camera firmware_update MITRE Technique: T1218.011 | {
"geo_location": "Namibia",
"device_hash": "20f7766ef64d20ef04c650e6c8a34f529ca03cc8ff4fa910c024e9b32fa9775d",
"user_agent": "Opera/8.85.(Windows 98; Win 9x 4.90; kk-KZ) Presto/2.9.166 Version/10.00",
"session_id": "9d994fc2-0aa9-463c-98e0-77be5d341bce",
"risk_score": 70.27,
"confidence": 0.49
} | null | firmware_update | null | null | null | MITRE Technique: T1218.011 | IoT device Camera firmware_update MITRE Technique: T1218.011 | null | Camera | iot-7c1b48f0 | 6.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f9f925b5-729f-42b1-85fb-2a0c3d066a68 | 2025-05-26T15:12:19 | ids_alert | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=QRadar Alert: Fileless Attack detected from 69.237.211.115 targeting 81.80.78.127 No additional info | {
"geo_location": "Switzerland",
"device_hash": "4d82c0cc9be6518b267fb184b4f410862e6ebc182ccaf1c12549d20e679cb9ac",
"user_agent": "Opera/9.87.(X11; Linux i686; ko-KR) Presto/2.9.182 Version/10.00",
"session_id": "5078ec50-a4cf-444a-993c-95fffcd0ab25",
"risk_score": 32.36,
"confidence": 0.89
} | null | null | null | null | null | No additional info | QRadar Alert: Fileless Attack detected from 69.237.211.115 targeting 81.80.78.127 No additional info | null | null | null | null | 69.237.211.115 | 81.80.78.127 | Fileless Attack | SIG-9880 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
06f3905a-fc4d-42e1-ab2a-1b27eb707d99 | 2025-05-18T03:41:16 | iot | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat protocol_violation MITRE Technique: T1190 | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "c359b898b3fc5215947d573d0fb841dd",
"user_agent": "Mozilla/5.0 (Android 5.1.1; Mobile; rv:33.0) Gecko/33.0 Firefox/33.0",
"session_id": "314935f7-fc05-4637-961c-ada5d0106f0b",
"risk_score": 70.28,
"confidence": 0.61
} | null | protocol_violation | null | null | null | MITRE Technique: T1190 | IoT device Thermostat protocol_violation MITRE Technique: T1190 | null | Thermostat | iot-b083e74a | 2.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9eed6ffd-c843-4ad0-93b8-e538c0c3af8c | 2025-03-23T17:18:33 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth locked for perkinsjessica via MFA from 1.194.232.107 No additional info | {
"geo_location": "Yemen",
"device_hash": "fd924a8195dc74e8842a29dac502a4a10dc184deff7c0699cce98926718abf45",
"user_agent": "Opera/8.45.(Windows NT 5.01; ckb-IQ) Presto/2.9.167 Version/10.00",
"session_id": "bb2471c2-0fe3-4a0d-92ea-e4f285eabba1",
"risk_score": 77.12,
"confidence": 0.93
} | perkinsjessica | locked | null | null | null | No additional info | Auth locked for perkinsjessica via MFA from 1.194.232.107 No additional info | null | null | null | null | 1.194.232.107 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 27:72:61:c5:80:b7 |
3a784c05-069d-41bf-8e74-3dadfa4117b6 | 2025-04-26T14:28:18 | cloud | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in GCP by stephen39 No additional info | {
"geo_location": "Myanmar",
"device_hash": "24e2b95fbeb1d50cbc912c985baf4abee03d9be82f86b636ad4a1a371f40cb36",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/532.36.1 (KHTML, like Gecko) Version/4.0.4 Safari/532.36.1",
"session_id": "646e6e29-b102-4791-a172-21c09fb14744",
"risk_score": 1... | stephen39 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in GCP by stephen39 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-9bb65379 | null | null | null | null | null | null | null | null | null | null |
af899748-91cc-49b9-b761-5a6b46ef5928 | 2025-04-23T20:10:59 | endpoint | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection /performance/cultural.flac by sherryreyes Associated Threat Actor: Leafminer | {
"geo_location": "Mongolia",
"device_hash": "cdf9c26a89b8d2bc39b7e08f20c1bdce",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/4.1)",
"session_id": "580519c1-d653-4e56-9e61-dfef4d82c23c",
"risk_score": 59.84,
"confidence": 0.24
} | sherryreyes | memory_injection | /performance/cultural.flac | 1,706 | svchost.exe | Associated Threat Actor: Leafminer | Endpoint memory_injection /performance/cultural.flac by sherryreyes Associated Threat Actor: Leafminer | {
"baseline_deviation": 2.74,
"entropy": 3.69,
"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 |
e0287ea0-3bb8-4d8d-a800-a4fc1ff1262c | 2025-03-31T12:04:14 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in Alibaba by mdawson No additional info | {
"geo_location": "Tonga",
"device_hash": "05eb735ef371d9591033599ac82f9242",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/5.1)",
"session_id": "ecea8da0-ef9a-4e50-8f08-dcbfab9385e1",
"risk_score": 30.78,
"confidence": 0.99
} | mdawson | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Alibaba by mdawson No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-ff4d8205 | null | null | null | null | null | null | null | null | null | null |
980c10f3-b5ea-4c63-b584-46301ce674f5 | 2025-06-21T19:22:54 | ai | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by owilson No additional info | {
"geo_location": "Paraguay",
"device_hash": "2e1ba03ad964ce54f155b9e4656dc15726ea9888",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_2 rv:3.0; bs-BA) AppleWebKit/532.27.4 (KHTML, like Gecko) Version/4.0 Safari/532.27.4",
"session_id": "cf3856e2-a00d-4f59-a703-d0762c2aca11",
"risk_score": 42.... | owilson | api_abuse | null | null | null | No additional info | AI system api_abuse by owilson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-65cd6199 | c107f5724753284c2da1114de38fbd4524e9bfb6 | f6ea002e7bfa660a164b084e8ec097845ab0bee9f2b94a6fb0980ab7e822f0f8 | null | null | null | null | null | null | null |
fc8b1a27-1338-4d3b-b745-ea2b0644a118 | 2025-04-02T01:29:08 | iot | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat sensor_spoofing No additional info | {
"geo_location": "Uganda",
"device_hash": "65a0f02b806a2ff63997d2019dbd1cb56156762d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/4.0)",
"session_id": "6d7e0b57-d961-423b-b93b-81676e8a4aed",
"risk_score": 59.29,
"confidence": 0.2
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Thermostat sensor_spoofing No additional info | null | Thermostat | iot-3b818ea6 | 2.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5afe4e58-c930-45c0-9ec4-80d534b1a5f8 | 2025-03-07T13:39:46 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by rileyrobin MITRE Technique: T1566.001 | {
"geo_location": "Palestinian Territory",
"device_hash": "42bf2b518aaf7b88efe4f197b2483de0",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_1 rv:4.0; li-BE) AppleWebKit/531.29.4 (KHTML, like Gecko) Version/5.0.1 Safari/531.29.4",
"session_id": "6c7daa14-1f4c-4e0d-8ef9-dcc7fbe5e5fc",
"risk_score"... | rileyrobin | prompt_injection | null | null | null | MITRE Technique: T1566.001 | AI system prompt_injection by rileyrobin MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-604e10d5 | c98b931fd1cd20ed1a826cfd93f8d5830a88108886b80226daf5b093d58441d2 | 8815dcf1568b6c55701f9aaea5f1a55d | null | null | null | null | null | null | null |
4d5f16bc-3235-45fd-99f3-b03e268bdf5d | 2025-04-30T03:18:31 | ai | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by marquezrichard MITRE Technique: T1134.001 | {
"geo_location": "Hong Kong",
"device_hash": "bd174bd82788da5f2c331b7f182f8530",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/3.0)",
"session_id": "b6848a05-a8fd-4419-8d4e-52a8e8448afd",
"risk_score": 34.93,
"confidence": 0.73
} | marquezrichard | training_data_poisoning | null | null | null | MITRE Technique: T1134.001 | AI system training_data_poisoning by marquezrichard MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | model-2ddf0d57 | 15e3319cd1c60a18cee65e1e4647daf8b85465f3f4198007f1ab956ffc82bf43 | 8c3644f08b168822489d4dc7639af849 | null | null | null | null | null | null | null |
2176ea13-2b6c-4b4b-8c75-e5fc62682667 | 2025-04-16T23:56:19 | ai | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by tpatel No additional info | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "035943eabde1178a866c1d62386347cf2f3ebeac",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/39.0.843.0 Safari/534.0",
"session_id": "e8403abd-a2cd-44fa-896b-0e0c982bd0c5",
"risk_score": 7... | tpatel | fine_tuning | null | null | null | No additional info | AI system fine_tuning by tpatel No additional info | null | null | null | null | null | null | null | null | null | null | null | model-f136bdf8 | 1a495e7821550c4b6f49cedb7ca21da56dd28bef5df3b038d15ca0f6798fc183 | cfef154ebdd951727c053d6279073421c1f8e702dab6febae4c02193134564ae | null | null | null | null | null | null | null |
42f637ce-287a-48e1-be79-9622fb3d312c | 2025-03-30T08:30:02 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by msanchez No additional info | {
"geo_location": "Mongolia",
"device_hash": "2daed956e4f10510fa089b559156fd6ab0f24cf0",
"user_agent": "Mozilla/5.0 (Android 4.1.1; Mobile; rv:22.0) Gecko/22.0 Firefox/22.0",
"session_id": "9bd38dfa-9bbf-4cb5-ba94-b9108706be6b",
"risk_score": 41.04,
"confidence": 0.65
} | msanchez | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by msanchez No additional info | null | null | null | null | null | null | null | null | null | null | null | model-9ed7a05a | 2a1726e832e5da47599b36827d6a789e2b65961e | 30706ec8dc6dfe2f1fc01e9a088f4d16 | null | null | null | null | null | null | null |
acdf6215-dc42-44c0-985c-01886aad3778 | 2028-07-07T06:56:40 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Azure by cheryl52 MITRE Technique: T1574.002 | {
"geo_location": "Jamaica",
"device_hash": "53e621626ca24e4997b2d99d9dc91c26c71e5d54",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_6) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/36.0.890.0 Safari/533.2",
"session_id": "e1068967-90de-4d9d-8c18-edb507ab1717",
"risk_score": 35.1,
"confiden... | cheryl52 | lambda_execution | null | null | null | MITRE Technique: T1574.002 | Cloud lambda_execution in Azure by cheryl52 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | Azure | res-71dc1b47 | null | null | null | null | null | null | null | null | null | null |
b5f6b94d-fd11-40d5-aee1-956fb8330105 | 2025-01-24T14:21:59 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access /need/pay.js by dblack No additional info | {
"geo_location": "Malaysia",
"device_hash": "bec7e0845ffd5de630410a91f7b15256ba342511",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/3.0)",
"session_id": "d0504706-cf70-4dfb-86e4-5a5a5f887ac1",
"risk_score": 30.9,
"confidence": 0.72
} | dblack | file_access | /need/pay.js | 328 | powershell.exe | No additional info | Endpoint file_access /need/pay.js by dblack No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0798ae4f-c080-4463-a7d3-f37c3f51ac99 | 2025-01-14T07:32:23 | network | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 10.210.17.119 to 178.81.15.73 MITRE Technique: T1053.005 | {
"geo_location": "Isle of Man",
"device_hash": "9b1950232fd119e20a3dd6d904e68279a3b9f47bb640b4abd282e451a95995ad",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; lo-LA) AppleWebKit/535.40.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6535.40.5",
"session_id": "d9fc2cdf-3aa4-402... | null | latency_spike | null | null | null | MITRE Technique: T1053.005 | Network latency_spike from 10.210.17.119 to 178.81.15.73 MITRE Technique: T1053.005 | null | null | null | null | 10.210.17.119 | 178.81.15.73 | null | null | null | null | null | null | null | null | null | null | HTTPS | 376,646 | null | null | null |
40b8f8ff-6b95-40ef-aa1e-3eb1eb357172 | 2025-03-25T12:18:44 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system api_abuse by karen61 MITRE Technique: T1071.001 | {
"geo_location": "Western Sahara",
"device_hash": "c2152fb4afa8650b5074b4bba11a0dc3e28076c4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ti-ET) AppleWebKit/535.28.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6535.28.4",
"session_id": "60783676-e7bf-44ef-b56c-eada981f02e6",... | karen61 | api_abuse | null | null | null | MITRE Technique: T1071.001 | AI system api_abuse by karen61 MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | model-c873c7ee | 56adb9ba48e5c0624e0159828f57783a | 5dd7c625710ce1406aa37753e115aea5 | null | null | null | null | null | null | null |
00c84d51-2fad-4403-a3b4-c433651a2017 | 2025-05-19T07:16:48 | network | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 10.151.122.108 to 128.35.113.142 MITRE Technique: T1566.001 | {
"geo_location": "Faroe Islands",
"device_hash": "ac2db9ec628f35d33a70fc641f5384aa",
"user_agent": "Opera/9.52.(Windows NT 11.0; hsb-DE) Presto/2.9.162 Version/10.00",
"session_id": "d4f2c8ed-2505-4fca-b79a-9d7442f27949",
"risk_score": 59.93,
"confidence": 0.81
} | null | data_exfiltration | null | null | null | MITRE Technique: T1566.001 | Network data_exfiltration from 10.151.122.108 to 128.35.113.142 MITRE Technique: T1566.001 | null | null | null | null | 10.151.122.108 | 128.35.113.142 | null | null | null | null | null | null | null | null | null | null | UDP | 186,181 | null | null | null |
02fcff20-d829-4fc8-8e20-c2ff7fcb5d34 | 2025-06-06T02:48:51 | ids_alert | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|low| desc=Palo Alto Cortex Alert: Credential Stuffing detected from 63.214.186.11 targeting 34.198.111.181 No additional info | {
"geo_location": "Antigua and Barbuda",
"device_hash": "c7bf5a556a4eb7faba168c527fd59f5f6e2dbaa9a2c6dde79223cf8815d7267b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; it-CH) AppleWebKit/532.44.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6532.44.3",
"session_id": "b3dec49d-... | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: Credential Stuffing detected from 63.214.186.11 targeting 34.198.111.181 No additional info | null | null | null | null | 63.214.186.11 | 34.198.111.181 | Credential Stuffing | SIG-2453 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
2be0fe76-bef0-445b-ae39-07393343440d | 2025-07-11T06:54:29 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task /production/discussion.tiff by changalex No additional info | {
"geo_location": "Pitcairn Islands",
"device_hash": "d2e5c21b5b0d40c6dfe1ee19707351e7eb5984602c587a1f354bf09741164a00",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_9 rv:5.0; sid-ET) AppleWebKit/534.48.2 (KHTML, like Gecko) Version/5.0 Safari/534.48.2",
"session_id": "ec6481d2-51e2-4d6c-a2c4-d6ec... | changalex | scheduled_task | /production/discussion.tiff | 6,105 | powershell.exe | No additional info | Endpoint scheduled_task /production/discussion.tiff by changalex No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
87807164-116f-4f88-93fe-e251256b8ea4 | 2025-06-29T14:15:52 | network | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 110.57.249.223 to 10.149.67.73 No additional info noise=search/wp-content/posts | {
"geo_location": "North Korea",
"device_hash": "5787dcc0835d56358b790417d819850a6c9a93bce9f9ae648bf736bd15e28af1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ar-YE) AppleWebKit/531.32.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6531.32.7",
"session_id": "f992fc34-c88d-491... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 110.57.249.223 to 10.149.67.73 No additional info | null | null | null | null | 110.57.249.223 | 10.149.67.73 | null | null | null | null | null | null | null | null | null | null | HTTPS | 795,102 | null | null | null |
afaff6b4-cdf5-42a4-b215-810bccb0715c | 2025-04-25T07:00:28 | endpoint | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install tax by abbottstacy MITRE Technique: T1110.003 | {
"geo_location": "Dominican Republic",
"device_hash": "232cb043ff5e25fc0161830bf42ab926c3858615d7c5821276f46cb6d1c7a972",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/5164-04-26 10:23:07 Firefox/3.8",
"session_id": "3d299dbb-7fe4-403c-8c59-4946f67fb7be",
"risk_score": 74.63,
"confidenc... | abbottstacy | service_install | tax | 6,900 | cmd.exe | MITRE Technique: T1110.003 | Endpoint service_install tax by abbottstacy MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3900e68e-8187-4e62-b029-cdfd4220bf00 | 2025-02-13T19:54:54 | ids_alert | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|critical| desc=CrowdStrike Alert: Brute Force detected from 10.91.94.136 targeting 29.139.170.201 MITRE Technique: T1059.005 | {
"geo_location": "Germany",
"device_hash": "22e92f1681082618268c686e1494d26cfe67acb484ac7208a61ab7053f70a902",
"user_agent": "Opera/9.45.(X11; Linux x86_64; fur-IT) Presto/2.9.164 Version/11.00",
"session_id": "6fa3bad2-ee19-424d-ac83-187652ad63ec",
"risk_score": 73.57,
"confidence": 0.98
} | null | null | null | null | null | MITRE Technique: T1059.005 | CrowdStrike Alert: Brute Force detected from 10.91.94.136 targeting 29.139.170.201 MITRE Technique: T1059.005 | null | null | null | null | 10.91.94.136 | 29.139.170.201 | Brute Force | SIG-4217 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
5a3dcade-acba-463d-bf23-b1437cdffbec | 2025-05-09T17:14:40 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 198.51.252.150 to 171.40.17.123 No additional info noise=main/category/tag | {
"geo_location": "Cambodia",
"device_hash": "2fd95aab781f6bdb4e0aaf740f54386b27b19871d8b985d59939592712697293",
"user_agent": "Opera/9.57.(Windows 95; dz-BT) Presto/2.9.183 Version/11.00",
"session_id": "191b9fdb-8f39-4c60-a9b8-9a1db0260849",
"risk_score": 20.06,
"confidence": 0.78
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 198.51.252.150 to 171.40.17.123 No additional info | {
"baseline_deviation": 2.61,
"entropy": 3.14,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 198.51.252.150 | 171.40.17.123 | null | null | null | null | null | null | null | null | null | null | TCP | 823,643 | null | null | null |
85f14e9e-8cff-4d3d-8202-c832604560d7 | 2025-06-15T10:30:48 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by ejohnson No additional info | {
"geo_location": "Sierra Leone",
"device_hash": "c41076d71e1008c8e15bc6ac311acb9b",
"user_agent": "Mozilla/5.0 (Linux; Android 11) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/33.0.877.0 Safari/536.0",
"session_id": "199fb834-1aec-48d0-b61e-fc5ecbe6c5da",
"risk_score": 50.63,
"confidence": 0.16
} | ejohnson | adversarial_input | null | null | null | No additional info | AI system adversarial_input by ejohnson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-775c0368 | 2db6a89f5f99f9b845c91cf86827f777 | fa553c50d5be2153adff3746daebb7a64869eacf335ac452978c6edf2cdbf7f6 | null | null | null | null | null | null | null |
f41e885b-b627-4340-9626-36f3bdb9a063 | 2025-01-19T13:57:56 | endpoint | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec drop by samueldavis No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "b4461be46fd69e7795d70fe76141f1a07e118b4e3479f8ec6a23376bee6141eb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/5.1)",
"session_id": "773dfc24-6509-4cf1-a767-5f8aff810027",
"risk_score": 25.86,
"confidence": 0.33
} | samueldavis | powershell_exec | drop | 2,913 | powershell.exe | No additional info | Endpoint powershell_exec drop by samueldavis No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c407179a-5509-4737-9bee-0c3b9ffbb7fc | 2025-02-14T11:07:07 | endpoint | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism improve by wallsjulian No additional info | {
"geo_location": "Anguilla",
"device_hash": "e5e954681cd54b269998b9ab4bae52584972a266",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/4.1)",
"session_id": "b958c179-757d-452f-b2d0-61f63b501f91",
"risk_score": 69.98,
"confidence": 0.31
} | wallsjulian | persistence_mechanism | improve | 7,470 | cmd.exe | No additional info | Endpoint persistence_mechanism improve by wallsjulian No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bd2e59f1-e9e1-4db5-bfe3-e90b1784071f | 2025-07-04T04:56:37 | ai | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by andersonkristi No additional info noise=onto|your|stock | {
"geo_location": "Peru",
"device_hash": "b6a69835262115818c129219faa5949e1124407a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/4.0)",
"session_id": "cc1e8f8c-9466-470e-b51c-4a0834b7c254",
"risk_score": 95.73,
"confidence": 0.73
} | andersonkristi | model_access | null | null | null | No additional info | AI system model_access by andersonkristi No additional info | {
"baseline_deviation": 0.51,
"entropy": 3.76,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-b2fb7d3f | 912a24bd31ef99b73c0dc964b4a7c8ec | cc0e9c484cb2d763f3c9fdee4da28859 | null | null | null | null | null | null | null |
03f6fcc0-74a1-4d4f-8080-342d8df9d3b4 | 2025-02-27T09:30:40 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall drop RDP traffic from 24.58.75.55:398 to 186.103.12.108:1021 MITRE Technique: T1204.002 | {
"geo_location": "Bulgaria",
"device_hash": "aa0c6d2f2cd80897ef5e4940652f683b",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_2; rv:1.9.5.20) Gecko/6517-08-01 23:45:28 Firefox/9.0",
"session_id": "d2db3676-ccae-4fb3-9f7c-8bf6b1d09ad9",
"risk_score": 73.41,
"confidence": 0.6
} | null | drop | null | null | null | MITRE Technique: T1204.002 | Firewall drop RDP traffic from 24.58.75.55:398 to 186.103.12.108:1021 MITRE Technique: T1204.002 | null | null | null | null | 24.58.75.55 | 186.103.12.108 | null | null | null | null | null | null | null | null | 398 | 1,021 | RDP | 438,726 | 3,081 | null | null |
2dd93ba1-6f63-43b3-8821-e804e9cc0fa2 | 2025-03-10T22:32:43 | firewall | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|high| desc=Firewall drop SSH traffic from 168.182.3.35:396 to 58.187.197.197:938 Associated Threat Actor: DarkSide | {
"geo_location": "Guatemala",
"device_hash": "5e4270213f39fde3f2c3c80ae9ea5ee9cfb1e723",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/26.0.803.0 Safari/531.1",
"session_id": "34bda710-61c0-445f-a0bd-27f6421aaa81",
"risk_score": 57.49,
"confidence": 0.84
} | null | drop | null | null | null | Associated Threat Actor: DarkSide | Firewall drop SSH traffic from 168.182.3.35:396 to 58.187.197.197:938 Associated Threat Actor: DarkSide | null | null | null | null | 168.182.3.35 | 58.187.197.197 | null | null | null | null | null | null | null | null | 396 | 938 | SSH | 510,527 | 3,304 | null | null |
9f9f9b20-07a5-4193-8559-f8ffdc56bb98 | 2025-02-02T14:20:47 | endpoint | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change /little/already.jpg by tylerisaac Unconventional IOC: CPU microcode changes | {
"geo_location": "Ecuador",
"device_hash": "7a3bef903e07da3ba18f0aaca75c9a71ada6446faf8414ad5d727f8a473f3f20",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/43.0.899.0 Safari/535.0",
"session_id": "a908466b-35c3-4038-8638-113e4d65bc18",
"risk_score": 47.98,
"c... | tylerisaac | registry_change | /little/already.jpg | 8,403 | svchost.exe | Unconventional IOC: CPU microcode changes | Endpoint registry_change /little/already.jpg by tylerisaac 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 |
e15dbebb-4f53-4d7c-9bf7-8161a6b0fb48 | 2025-03-12T15:01:14 | iot | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|info| desc=IoT device Medical protocol_violation MITRE Technique: T1566.001 | {
"geo_location": "Bhutan",
"device_hash": "8f56fc1d3cda2c3c0518a538087f78bf5b2f75d4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/531.4.7 (KHTML, like Gecko) Version/4.0.4 Safari/531.4.7",
"session_id": "1ba8e6e8-4ab9-44a5-835b-9207df7e2de7",
"risk_score": 79.12,
"confidence": 0.85
... | null | protocol_violation | null | null | null | MITRE Technique: T1566.001 | IoT device Medical protocol_violation MITRE Technique: T1566.001 | null | Medical | iot-c6a65433 | 3.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1fdaaccd-d8bc-442b-823a-bc41f9500474 | 2025-04-11T15:56:49 | cloud | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in Alibaba by gordonbrandon No additional info | {
"geo_location": "Lithuania",
"device_hash": "7dc8ee0c6aa5584de32ef86d2bc54607159ca765",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/8973-05-24 09:10:39 Firefox/3.6.17",
"session_id": "c5094ccb-b4a2-43b0-851c-74dc66f8fc20",
"risk_score": 35.93,
"confidence": 0.04
} | gordonbrandon | api_abuse | null | null | null | No additional info | Cloud api_abuse in Alibaba by gordonbrandon No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-f9f149cf | null | null | null | null | null | null | null | null | null | null |
84fa967f-7288-42f3-a0a7-d405a540a3cb | 2025-01-22T06:34:24 | firewall | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|info| desc=Firewall deny RDP traffic from 22.70.100.107:67 to 149.210.74.242:199 MITRE Technique: T1059.001 | {
"geo_location": "Turkmenistan",
"device_hash": "8c04dc4709429b526dab92d745bc87858f79669b01ada61fa36586e0ef566808",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/5.0)",
"session_id": "f6d1b81c-3c68-4319-ac0f-99cac3732b52",
"risk_score": 29.95,
"confidence": 0.81
} | null | deny | null | null | null | MITRE Technique: T1059.001 | Firewall deny RDP traffic from 22.70.100.107:67 to 149.210.74.242:199 MITRE Technique: T1059.001 | null | null | null | null | 22.70.100.107 | 149.210.74.242 | null | null | null | null | null | null | null | null | 67 | 199 | RDP | 488,870 | 2,188 | null | null |
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