event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8 values | source stringclasses 20 values | severity stringclasses 6 values | raw_log stringlengths 91 282 | advanced_metadata dict | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
90db8e60-22c3-4395-a41a-f442cf573240 | 2025-04-22T12:04:09 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install /human/mother.pages by randyperez No additional info | {
"geo_location": "Russia",
"device_hash": "2695037e0b9f3b42e1c0ca00f4394d37dbc389f387c407fd14d2d2560c74cac8",
"user_agent": "Mozilla/5.0 (Android 6.0.1; Mobile; rv:11.0) Gecko/11.0 Firefox/11.0",
"session_id": "0d9e51d9-281a-46fb-b45a-36ebaf2262ed",
"risk_score": 56.87,
"confidence": 0.88
} | null | null | null | null | null | No additional info | Endpoint service_install /human/mother.pages by randyperez No additional info | service_install | null | null | randyperez | /human/mother.pages | 6,237 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a26b6ed2-7648-430f-83ed-5118c54ca9b0 | 2025-03-21T15:31:04 | cloud | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in AWS by valenzuelarobert No additional info noise=TWV0aG9kLg== | {
"geo_location": "Estonia",
"device_hash": "b4e2807e6a2d2e3ca30cfb5fb456fb13f8cadccc",
"user_agent": "Opera/8.71.(Windows NT 5.2; tk-TM) Presto/2.9.178 Version/10.00",
"session_id": "d4b37663-17ab-431c-85b2-93f824945e33",
"risk_score": 62.05,
"confidence": 0.92
} | null | null | null | null | null | No additional info | Cloud lambda_execution in AWS by valenzuelarobert No additional info | lambda_execution | null | null | valenzuelarobert | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-e61a8e63 |
2f3b4349-56f2-47dd-9be9-9ff9e4b97a6e | 2025-03-02T15:38:44 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 7.210.237.25 to 27.249.103.159 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "f1540fd01508dc26a16591376d069fd0f0f9be5e",
"user_agent": "Opera/9.40.(X11; Linux x86_64; ckb-IQ) Presto/2.9.190 Version/12.00",
"session_id": "cb6e18c1-0912-485e-8ca1-3b2847ed71f9",
"risk_score": 14.4,
"confidence": 0.35
} | 7.210.237.25 | 27.249.103.159 | null | null | null | No additional info | Network bandwidth_usage from 7.210.237.25 to 27.249.103.159 No additional info | bandwidth_usage | 746,304 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
79a120be-24eb-4249-9303-68c0b4618bf7 | 2025-05-01T03:11:21 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Mauritania",
"device_hash": "c2139f260aa796f15638355f1e9be879778a4411",
"user_agent": "Opera/9.85.(X11; Linux x86_64; mn-MN) Presto/2.9.163 Version/11.00",
"session_id": "bb5b3b7a-bd36-41c6-98d3-dd7d012cea00",
"risk_score": 50.32,
"confidence": 0.5
} | null | null | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | HVAC | iot-9f481534 | 7.9 | null | null | null | null | null | null | null | null | null | null |
85fd3e00-c44f-4868-b7b0-9057e6ff0046 | 2028-01-09T05:37:48 | endpoint | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection increase by odougherty No additional info | {
"geo_location": "Costa Rica",
"device_hash": "ed9dd79b71a844f9c167866c27fa9ab474c3935e69b7278d103cfaaace4336b9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/3.1)",
"session_id": "47dd459d-eff4-4b53-83b6-f3cfd309603e",
"risk_score": 53.78,
"confidence": 0.77
} | null | null | null | null | null | No additional info | Endpoint memory_injection increase by odougherty No additional info | memory_injection | null | null | odougherty | increase | 1,183 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c04da758-a1df-44e9-8f56-548c15d4f8a0 | 2025-03-07T04:21:39 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth bypass for brownjames via key from 10.3.221.178 No additional info | {
"geo_location": "United States of America",
"device_hash": "59ab2b51f90bd9d8367506a453a64508",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ky-KG) AppleWebKit/532.10.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6532.10.2",
"session_id": "ad5729ff-123e-4547-b653-48b25a25ccee",
"risk_score": 53.04,
"confidence": 0.88
} | 10.3.221.178 | null | null | null | null | No additional info | Auth bypass for brownjames via key from 10.3.221.178 No additional info | bypass | null | null | brownjames | null | null | null | null | null | null | null | null | null | null | key | ec:b2:75:33:14:85 | null | null | null | null | null |
463499c3-f5cf-4d7e-8576-2e1c088b2558 | 2028-03-03T21:43:23 | cloud | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in OCI by anthonybaxter No additional info | {
"geo_location": "Nigeria",
"device_hash": "e11b184ea636ca7ca6103ac91eb727946114771d60709ade7491c121f978b397",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_0 rv:5.0; ca-IT) AppleWebKit/535.39.1 (KHTML, like Gecko) Version/4.0.1 Safari/535.39.1",
"session_id": "fcff3e09-460e-4235-813c-87fd7377c59a",
"risk_score": 38.75,
"confidence": 0.12
} | null | null | null | null | null | No additional info | Cloud storage_access in OCI by anthonybaxter No additional info | storage_access | null | null | anthonybaxter | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-394f0d6b |
014e9de4-8da2-493b-964d-b2c2edd7a74d | 2025-01-19T05:47:48 | firewall | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|low| desc=Firewall deny HTTP traffic from 123.233.7.1:562 to 94.231.143.114:923 Associated Threat Actor: APT34 | {
"geo_location": "North Macedonia",
"device_hash": "49c53e069d255e06c5da761ed71c999ac75c372ad915435f9212fda7abd08fa9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/4.1)",
"session_id": "f24c0a25-4d58-4cfc-bf31-40dbd1f885de",
"risk_score": 29.2,
"confidence": 0.45
} | 123.233.7.1 | 94.231.143.114 | null | null | null | Associated Threat Actor: APT34 | Firewall deny HTTP traffic from 123.233.7.1:562 to 94.231.143.114:923 Associated Threat Actor: APT34 | deny | 109,070 | HTTP | null | null | null | null | null | null | null | null | 562 | 923 | 247 | null | null | null | null | null | null | null |
c156db12-694c-4c11-9f34-48a7cbd54e46 | 2025-01-26T01:23:57 | auth | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for justin46 via SAML from 10.89.151.243 No additional info | {
"geo_location": "Chad",
"device_hash": "1b5e6f1aafd96173c5a77484f096c4386b0a8f91",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_3 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/14.6z4699.0 Mobile/63Z520 Safari/536.1",
"session_id": "e15590c5-9e38-4cfc-9237-898bec488315",
"risk_score": 38.06,
"confidence": 0.63
} | 10.89.151.243 | null | null | null | null | No additional info | Auth challenge for justin46 via SAML from 10.89.151.243 No additional info | challenge | null | null | justin46 | null | null | null | {
"baseline_deviation": 2.29,
"entropy": 3.33,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | SAML | 01:56:8f:ed:6c:aa | null | null | null | null | null |
38ca4355-79b2-4012-8361-ae7f1aa26638 | 2025-02-23T14:40:02 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task /father/accept.mp3 by juliamcgee No additional info | {
"geo_location": "Niue",
"device_hash": "025c8a385d253aaf6a826df25a7097979b49c012",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_2 rv:2.0; os-RU) AppleWebKit/534.13.3 (KHTML, like Gecko) Version/4.0 Safari/534.13.3",
"session_id": "65beddcb-0e92-4e44-808a-241210d6fa33",
"risk_score": 68.29,
"confidence": 0.23
} | null | null | null | null | null | No additional info | Endpoint scheduled_task /father/accept.mp3 by juliamcgee No additional info | scheduled_task | null | null | juliamcgee | /father/accept.mp3 | 5,014 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ff6472e1-8f98-485a-88d8-2fc6370cecf3 | 2025-06-20T09:51:05 | iot | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat sensor_spoofing No additional info | {
"geo_location": "United Kingdom",
"device_hash": "2679d0011210e00d21456eb6165b528b92d5c868",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "98e77c58-d519-4d9c-9207-5ce5c2a55a7f",
"risk_score": 28.53,
"confidence": 0.66
} | null | null | null | null | null | No additional info | IoT device Thermostat sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Thermostat | iot-557b1bc7 | 5.8 | null | null | null | null | null | null | null | null | null | null |
7750505b-b77c-4e8e-90cf-ee30cb2a3ab4 | 2025-04-19T23:20:48 | ai | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by allisonmorrow No additional info | {
"geo_location": "Poland",
"device_hash": "ff91e530e297ba3c01d6f19aca616db4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/4.1)",
"session_id": "cbd20f68-c64d-4112-a9bc-46aa89840b87",
"risk_score": 64.02,
"confidence": 0.74
} | null | null | null | null | null | No additional info | AI system membership_inference by allisonmorrow No additional info | membership_inference | null | null | allisonmorrow | null | null | null | null | null | null | null | null | null | null | null | null | model-8cb86d5e | cf2e5874110ec506cad1831794ab87d5 | c0db363aeb6e0ffae3ae6fb17ecca1f8e039408e25908553f9dfd53effa11e05 | null | null |
7473901d-83b6-493a-a8e1-b19b33c480e7 | 2025-03-01T06:33:42 | auth | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|low| desc=Auth success for hjones via key from 3.105.104.207 Associated Threat Actor: APT41 | {
"geo_location": "Israel",
"device_hash": "d6fb99c1174b7e7204ec4af9d7736b0b9e8d5638",
"user_agent": "Opera/9.78.(X11; Linux i686; gv-GB) Presto/2.9.160 Version/11.00",
"session_id": "77a183a0-771e-4eb7-aa0e-5b070b09e825",
"risk_score": 37.26,
"confidence": 0.04
} | 3.105.104.207 | null | null | null | null | Associated Threat Actor: APT41 | Auth success for hjones via key from 3.105.104.207 Associated Threat Actor: APT41 | success | null | null | hjones | null | null | null | null | null | null | null | null | null | null | key | f1:e5:73:3b:70:0a | null | null | null | null | null |
26dd5326-d07e-4b0d-abbc-3423c5583015 | 2020-10-24T08:05:38 | network | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|info| desc=Network latency_spike from 126.92.193.246 to 177.177.106.142 No additional info | {
"geo_location": "Netherlands",
"device_hash": "fcc591b731fe4dcb63c6085403c1be01c3fec08836eaf941cb2907909d959746",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_5; rv:1.9.4.20) Gecko/4564-05-13 17:29:48 Firefox/12.0",
"session_id": "2e38dc2c-9531-43d8-9393-1b5316ca155b",
"risk_score": 39.34,
"confidence": 0.11
} | 126.92.193.246 | 177.177.106.142 | null | null | null | No additional info | Network latency_spike from 126.92.193.246 to 177.177.106.142 No additional info | latency_spike | 707,976 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6eacf52c-a3c8-45c4-a1c6-2949e69a20f4 | 2025-02-22T18:57:53 | network | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|info| desc=Network beaconing from 179.132.98.47 to 34.35.147.143 No additional info noise=instead|whatever|class | {
"geo_location": "Morocco",
"device_hash": "7bee6e7cb6bc5ca5714e0d4f69efd0c61f6befcdf46a5bcd2b30db594615b1d6",
"user_agent": "Mozilla/5.0 (Android 4.0.2; Mobile; rv:24.0) Gecko/24.0 Firefox/24.0",
"session_id": "619edb2d-d2d8-4987-9278-018a37a4009c",
"risk_score": 41.1,
"confidence": 0.95
} | 179.132.98.47 | 34.35.147.143 | null | null | null | No additional info | Network beaconing from 179.132.98.47 to 34.35.147.143 No additional info | beaconing | 508,620 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b9334a14-ab1a-48e6-8b0d-1299aeedc823 | 2025-06-23T07:44:09 | firewall | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall drop UDP traffic from 89.101.16.221:4 to 114.196.111.72:12 No additional info | {
"geo_location": "Korea",
"device_hash": "fe04bb945384c93ab11cf21a455a956e35861b81",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/4.0)",
"session_id": "cb84748f-4f58-4b84-8004-c50f57dd5c84",
"risk_score": 56.28,
"confidence": 0.97
} | 89.101.16.221 | 114.196.111.72 | null | null | null | No additional info | Firewall drop UDP traffic from 89.101.16.221:4 to 114.196.111.72:12 No additional info | drop | 75,029 | UDP | null | null | null | null | null | null | null | null | 4 | 12 | 2,755 | null | null | null | null | null | null | null |
0733da0c-1203-401d-a1bd-adf2eccbb0ae | 2025-02-28T12:40:30 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth success for susansmith via password from 54.248.73.6 No additional info | {
"geo_location": "North Macedonia",
"device_hash": "f63311fbe7bba098c7bde24e9e5c8ed0",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/23.0.885.0 Safari/533.1",
"session_id": "af7b77f7-8fa6-4d07-bee3-4095caf61b94",
"risk_score": 34.15,
"confidence": 0.31
} | 54.248.73.6 | null | null | null | null | No additional info | Auth success for susansmith via password from 54.248.73.6 No additional info | success | null | null | susansmith | null | null | null | null | null | null | null | null | null | null | password | 91:af:2d:a5:91:d4 | null | null | null | null | null |
ebde3313-c737-4894-9369-76268e4074ae | 2022-02-27T16:40:07 | firewall | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|low| desc=Firewall drop NTP traffic from 61.123.122.15:345 to 38.25.108.110:966 No additional info | {
"geo_location": "Comoros",
"device_hash": "d38bb2fc1b3e71da63034dec931e624db4613696",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/13.7t1292.0 Mobile/57N802 Safari/532.0",
"session_id": "c060f192-ba4b-4217-bce1-4dcd400f2b8e",
"risk_score": 56.91,
"confidence": 0.4
} | 61.123.122.15 | 38.25.108.110 | null | null | null | No additional info | Firewall drop NTP traffic from 61.123.122.15:345 to 38.25.108.110:966 No additional info | drop | 654,984 | NTP | null | null | null | null | null | null | null | null | 345 | 966 | 1,610 | null | null | null | null | null | null | null |
de3951c5-bf4b-4a2e-b709-5b3293a98ec9 | 2025-03-15T18:35:18 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change fear by kpacheco No additional info | {
"geo_location": "Colombia",
"device_hash": "028b53ab5972fe541dba55ba0a8811f684efc135",
"user_agent": "Opera/9.49.(Windows NT 6.2; dz-BT) Presto/2.9.168 Version/11.00",
"session_id": "0655a1ff-1c37-477b-b8d9-2775ded3307b",
"risk_score": 24.14,
"confidence": 0.89
} | null | null | null | null | null | No additional info | Endpoint registry_change fear by kpacheco No additional info | registry_change | null | null | kpacheco | fear | 9,810 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
077d212f-d3e8-4732-97c3-99bd3f525624 | 2025-04-20T01:56:29 | cloud | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Alibaba by haynesanthony Cross-tenant access detected | {
"geo_location": "Puerto Rico",
"device_hash": "3428999de78f2a43efbfea8a9ae37338b883eb67",
"user_agent": "Opera/8.88.(Windows NT 11.0; sk-SK) Presto/2.9.189 Version/10.00",
"session_id": "f411d20d-41f1-4f18-82d3-b71c2c94ec49",
"risk_score": 46.89,
"confidence": 0.2
} | null | null | null | null | null | Cross-tenant access detected | Cloud config_change in Alibaba by haynesanthony Cross-tenant access detected | config_change | null | null | haynesanthony | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-f22a82a3 |
7376c94a-01cd-42b5-bb78-c38ad6019399 | 2025-06-12T12:10:02 | firewall | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect HTTPS traffic from 162.99.192.242:294 to 67.116.74.166:634 MITRE Technique: T1071.001 | {
"geo_location": "Puerto Rico",
"device_hash": "d55d6c0b17a77f4e3f9487695994eb863cb0c468",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_6 rv:6.0; yi-US) AppleWebKit/535.35.1 (KHTML, like Gecko) Version/4.1 Safari/535.35.1",
"session_id": "674153da-6930-4ab7-93f8-d85c3f77b279",
"risk_score": 66.61,
"confidence": 0.02
} | 162.99.192.242 | 67.116.74.166 | null | null | null | MITRE Technique: T1071.001 | Firewall inspect HTTPS traffic from 162.99.192.242:294 to 67.116.74.166:634 MITRE Technique: T1071.001 | inspect | 967,305 | HTTPS | null | null | null | null | null | null | null | null | 294 | 634 | 1,635 | null | null | null | null | null | null | null |
bddc247f-eedb-43c8-936c-4bc5467c301b | 2025-06-05T12:27:57 | network | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|high| desc=Network connection from 40.109.246.123 to 10.152.21.185 No additional info | {
"geo_location": "Serbia",
"device_hash": "f9faf04d718a2f68e87dbe7128d2651d8082dec6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/3.0)",
"session_id": "94558026-bcf6-44a8-b71a-23d67fa77f4b",
"risk_score": 45.13,
"confidence": 0.37
} | 40.109.246.123 | 10.152.21.185 | null | null | null | No additional info | Network connection from 40.109.246.123 to 10.152.21.185 No additional info | connection | 841,484 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a2ffc591-6f67-44b6-b69a-0044dea21ffe | 2025-07-08T21:10:42 | network | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 66.170.41.2 to 10.47.45.121 Unconventional IOC: UEFI variable tampering noise=make|drug|dark | {
"geo_location": "American Samoa",
"device_hash": "e88af37baf0fa668b0cf663980f0045d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "2644b035-0e57-4d74-8fad-022072d2e27a",
"risk_score": 32.82,
"confidence": 0.33
} | 66.170.41.2 | 10.47.45.121 | null | null | null | Unconventional IOC: UEFI variable tampering | Network protocol_anomaly from 66.170.41.2 to 10.47.45.121 Unconventional IOC: UEFI variable tampering | protocol_anomaly | 430,541 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e9717f0c-819c-4388-a624-25d6b6004222 | 2025-05-20T05:04:09 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by pamela55 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Kuwait",
"device_hash": "3301b65013b3afa0475e17396583236f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/4.1)",
"session_id": "ebaf5823-6c4e-4a99-8603-5b7ae7c2121c",
"risk_score": 59.16,
"confidence": 0.55
} | null | null | null | null | null | Unconventional IOC: Quantum random number deviations | AI system api_abuse by pamela55 Unconventional IOC: Quantum random number deviations | api_abuse | null | null | pamela55 | null | null | null | null | null | null | null | null | null | null | null | null | model-c79a1ba4 | e843450fff7f7be36061c87ec56108d9974f8ce9dff4681f522116ad09fc56d5 | 37ce028fe9868e028477c67749ee849585e3207d | null | null |
1887009c-0c96-4e48-9e4a-05ca53c06f33 | 2025-07-09T22:49:02 | iot | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC battery_drain MITRE Technique: T1071.001 | {
"geo_location": "Ecuador",
"device_hash": "c264cbc60748aef0852cf197bfcecddfcf92001aebfe04f115cdecaa75789b8a",
"user_agent": "Opera/8.37.(Windows NT 5.1; doi-IN) Presto/2.9.183 Version/10.00",
"session_id": "baa751d3-2cca-45c0-96b0-794d89a5a897",
"risk_score": 19.53,
"confidence": 0.16
} | null | null | null | null | null | MITRE Technique: T1071.001 | IoT device HVAC battery_drain MITRE Technique: T1071.001 | battery_drain | null | null | null | null | null | null | null | HVAC | iot-78149919 | 10.9 | null | null | null | null | null | null | null | null | null | null |
6ac3c837-970c-49f2-97c0-7bef6a44e104 | 2025-02-27T23:55:32 | cloud | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in Azure by sarabrown No additional info | {
"geo_location": "Ireland",
"device_hash": "65ab4dccfdb08b0b92ef1db45b8efdea",
"user_agent": "Opera/9.29.(Windows NT 5.1; fur-IT) Presto/2.9.169 Version/10.00",
"session_id": "7f304d08-97c1-4736-a6ca-d2162175f865",
"risk_score": 53.1,
"confidence": 0.73
} | null | null | null | null | null | No additional info | Cloud instance_creation in Azure by sarabrown No additional info | instance_creation | null | null | sarabrown | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-74da7eb5 |
a566999f-e026-4160-b114-aa92492b7c61 | 2025-01-22T18:05:50 | ai | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by todd93 No additional info | {
"geo_location": "Korea",
"device_hash": "e10ffa81e14237809aee89d792eac42f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_0) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/39.0.870.0 Safari/531.2",
"session_id": "1c8e1ae8-11a5-44eb-8a47-facc7eae2f55",
"risk_score": 94.75,
"confidence": 0.09
} | null | null | null | null | null | No additional info | AI system adversarial_input by todd93 No additional info | adversarial_input | null | null | todd93 | null | null | null | null | null | null | null | null | null | null | null | null | model-78d82656 | bf24926aa6238bee8f0b8d21940370a0381ea1823c9889bf9dd84a46870e2801 | 1e77fe5067fc7035363cc7fe0a3b4f6f7ed563d9 | null | null |
c61cc557-bee1-4313-9ec8-691456be39d8 | 2025-03-16T01:16:16 | endpoint | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection /use/subject.mp4 by brian55 MITRE Technique: T1547.001 | {
"geo_location": "Botswana",
"device_hash": "fe31f57a7df5d6d6bd4c58d6305546dc7f6d7d8da35cc31e8472f01b6d55eb8f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/5.0)",
"session_id": "46ef8a3a-24ec-41e9-882d-e86c063990f9",
"risk_score": 51.23,
"confidence": 0.42
} | null | null | null | null | null | MITRE Technique: T1547.001 | Endpoint memory_injection /use/subject.mp4 by brian55 MITRE Technique: T1547.001 | memory_injection | null | null | brian55 | /use/subject.mp4 | 1,423 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d70ac45a-950d-454e-8246-b8756c9e7686 | 2025-03-22T06:17:10 | iot | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor unusual_activity Associated Threat Actor: Scattered Spider | {
"geo_location": "Honduras",
"device_hash": "43d34bce722630786708732651f24777e3ede1c3",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/52.0.810.0 Safari/531.0",
"session_id": "849724e1-52b9-4ef8-ba2d-eda6db5adf25",
"risk_score": 90.67,
"confidence": 0.98
} | null | null | null | null | null | Associated Threat Actor: Scattered Spider | IoT device Sensor unusual_activity Associated Threat Actor: Scattered Spider | unusual_activity | null | null | null | null | null | null | null | Sensor | iot-2608f893 | 5.2 | null | null | null | null | null | null | null | null | null | null |
7431c1ee-3dad-41ed-ad00-c5ede9c8c791 | 2025-02-17T10:36:24 | firewall | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only NTP traffic from 94.174.157.65:726 to 113.140.12.246:555 No additional info | {
"geo_location": "Ethiopia",
"device_hash": "2e35c76733cf33fb6c4080997029010f7e616b82",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/4.0)",
"session_id": "5c93224d-0882-4f37-a5b1-30d88dbb8889",
"risk_score": 0,
"confidence": 0.56
} | 94.174.157.65 | 113.140.12.246 | null | null | null | No additional info | Firewall log-only NTP traffic from 94.174.157.65:726 to 113.140.12.246:555 No additional info | log-only | 354,283 | NTP | null | null | null | null | null | null | null | null | 726 | 555 | 2,404 | null | null | null | null | null | null | null |
742ca840-1942-4d34-a122-7dcfdd7d88a6 | 2029-06-12T22:27:13 | network | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 102.192.20.142 to 145.166.215.201 No additional info noise=fill|fast|well | {
"geo_location": "Korea",
"device_hash": "78490069cbf1947a42071dfb65a920e941c40c52",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; sc-IT; rv:1.9.1.20) Gecko/4434-07-30 22:34:41 Firefox/3.6.1",
"session_id": "6a6132dc-b9f7-4dbd-90cf-940ec3980f1c",
"risk_score": 2.35,
"confidence": 0.67
} | 102.192.20.142 | 145.166.215.201 | null | null | null | No additional info | Network data_exfiltration from 102.192.20.142 to 145.166.215.201 No additional info | data_exfiltration | 488,779 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
257c99db-4e8a-4998-8544-b37d231b34a3 | 2025-04-08T07:39:05 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection large by bhensley No additional info noise=posts/tag | {
"geo_location": "Hungary",
"device_hash": "7fc92fa82a45a4b106c7e15f865b100c2eabc87e",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; xh-ZA; rv:1.9.1.20) Gecko/3523-07-01 12:31:50 Firefox/3.6.14",
"session_id": "0950fcce-63ab-47ca-b8f5-7fef485109a5",
"risk_score": 26.57,
"confidence": 0.92
} | null | null | null | null | null | No additional info | Endpoint memory_injection large by bhensley No additional info | memory_injection | null | null | bhensley | large | 7,831 | cmd.exe | {
"baseline_deviation": 0.98,
"entropy": 2.2,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
0ef50a77-4d4b-45ad-8768-0e9bb2383ac1 | 2025-02-06T10:58:13 | iot | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|low| desc=IoT device Medical physical_tamper MITRE Technique: T1078.004 | Associated Threat Actor: Wizard Spider | {
"geo_location": "Kuwait",
"device_hash": "4e10804ac74be2bb8780d2591d059b84e27ee454fad7d98d852aeedf315141d0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/3.1)",
"session_id": "23892962-2e67-4fd7-802a-ab0d88a7827a",
"risk_score": 66.37,
"confidence": 0.37
} | null | null | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: Wizard Spider | IoT device Medical physical_tamper MITRE Technique: T1078.004 | Associated Threat Actor: Wizard Spider | physical_tamper | null | null | null | null | null | null | null | Medical | iot-c9004655 | 6.3 | null | null | null | null | null | null | null | null | null | null |
0a801b4f-e5fe-41ec-87ab-45851f5ccadc | 2025-03-18T07:17:50 | ai | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by carlathomas No additional info | {
"geo_location": "Djibouti",
"device_hash": "660d524dd7ad903403bde06a38f99734",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/31.0.851.0 Safari/532.0",
"session_id": "67d5f2a3-f3dd-48ad-a372-82b410219040",
"risk_score": 57.76,
"confidence": 0.29
} | null | null | null | null | null | No additional info | AI system api_abuse by carlathomas No additional info | api_abuse | null | null | carlathomas | null | null | null | null | null | null | null | null | null | null | null | null | model-cfbb0fdd | 027be21c009770a919d419b2ec8bae65cd6e9511 | 276af241b247c4b482753c05e676ff8f4c60cc9f5182866dd4562634ecee8d27 | null | null |
3a572fe3-41f0-4476-ad12-ba5876f8d4a0 | 2025-02-27T21:07:26 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by christopher46 No additional info | {
"geo_location": "Pitcairn Islands",
"device_hash": "5d3122cf214ba36eefd6811bf73f78754c6fb77bf7117dbc937e6acd089cc3ce",
"user_agent": "Opera/8.58.(Windows 98; hi-IN) Presto/2.9.160 Version/11.00",
"session_id": "a45eaaeb-c5d9-4e00-83f7-fa16e446b531",
"risk_score": 44.58,
"confidence": 0.93
} | null | null | null | null | null | No additional info | AI system membership_inference by christopher46 No additional info | membership_inference | null | null | christopher46 | null | null | null | null | null | null | null | null | null | null | null | null | model-df242bfa | 02467a9381f0ec9fa4b0b60c7b7a8a8f8224a8b8 | 13b4db8f32dfc95f5da28076dc8e73dbfdb536e9d1fa83c10aea03bad74ad7c6 | null | null |
aa089832-d053-4471-9055-5739ae7b123c | 2025-04-02T02:20:30 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop responsibility by carolgordon No additional info noise=57115485 | {
"geo_location": "Australia",
"device_hash": "4c0cf5f4c41748c0dbd509335709b465dfd36293ffad39bf0cdcb4aaa2f9069d",
"user_agent": "Opera/9.26.(Windows NT 10.0; ht-HT) Presto/2.9.188 Version/11.00",
"session_id": "cd7e6719-134a-4bb0-b7e7-d4649aa33dc3",
"risk_score": 82.63,
"confidence": 0.93
} | null | null | null | null | null | No additional info | Endpoint process_stop responsibility by carolgordon No additional info | process_stop | null | null | carolgordon | responsibility | 1,896 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
77bb1cbe-5b06-4640-85d1-f4a0f227548f | 2025-06-14T00:14:01 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Moldova",
"device_hash": "fcf44fbb621bfab4bb3ad52883278cc29b86efe0",
"user_agent": "Opera/9.59.(Windows NT 5.1; he-IL) Presto/2.9.165 Version/10.00",
"session_id": "dcd3c528-b374-4e01-8c49-b1daff45adcb",
"risk_score": 20.97,
"confidence": 0.37
} | null | null | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Camera | iot-96f9b722 | 10.1 | null | null | null | null | null | null | null | null | null | null |
0dce5384-2062-4f5f-bf35-bfba3055e494 | 2025-04-17T13:21:46 | ai | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by hchapman MITRE Technique: T1190 | {
"geo_location": "Mozambique",
"device_hash": "802fd6847a7f0691c6e921cde9e85b30bbb0adc5122190ebaef33f7f3b43458e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/4.1)",
"session_id": "d5086f00-2acf-4f66-80f4-a0045c4ff4d8",
"risk_score": 20.67,
"confidence": 0.89
} | null | null | null | null | null | MITRE Technique: T1190 | AI system prompt_injection by hchapman MITRE Technique: T1190 | prompt_injection | null | null | hchapman | null | null | null | null | null | null | null | null | null | null | null | null | model-658d43bd | 1e6a9d9cf6f301d2084be745d061c3edadf3292375fe53aa94b74c58ce7bc780 | ee9e6121fc7cbef475d533c900e0f22d | null | null |
811568d5-1516-453a-87a5-3f2afbefd81c | 2025-03-30T15:47:50 | ai | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by jacksonpam No additional info | {
"geo_location": "Haiti",
"device_hash": "6ea959691ed68aa92b602e7ccf5213970ef76ca0eac8e412be6f74425a597772",
"user_agent": "Opera/8.41.(Windows NT 4.0; tl-PH) Presto/2.9.170 Version/11.00",
"session_id": "79406ebb-8574-4165-84fb-72790b687d96",
"risk_score": 85.27,
"confidence": 0.4
} | null | null | null | null | null | No additional info | AI system api_abuse by jacksonpam No additional info | api_abuse | null | null | jacksonpam | null | null | null | null | null | null | null | null | null | null | null | null | model-1dac05c8 | 8328a6e0ee58a50b938b969b23568fdc4409d59bada3e57571749e7e551e37db | b2faf401ddc7737b817a153457ad9584ed784926 | null | null |
963225b8-fc91-4941-93c7-34651864417a | 2025-06-23T16:18:40 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: XSS detected from 221.158.65.1 targeting 197.35.28.175 No additional info noise=list/tags | {
"geo_location": "Belgium",
"device_hash": "81c25af39875c74ba8c919280cd41fe9e906c18a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_8_1 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/9.6w4185.0 Mobile/19B351 Safari/531.0",
"session_id": "6f61f41e-2fb4-414c-bbba-03e1ff355e81",
"risk_score": 50.72,
"confidence": 0.48
} | 221.158.65.1 | 197.35.28.175 | XSS | SIG-6161 | Policy | No additional info | Snort Alert: XSS detected from 221.158.65.1 targeting 197.35.28.175 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
54bc0418-f888-4a1e-8bca-b5b1e6cdd70a | 2025-03-13T19:18:26 | iot | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device HVAC firmware_update MITRE Technique: T1543.003 | {
"geo_location": "Lithuania",
"device_hash": "cb8e43c19dc7fe046b5fa89206ce90835e6f3f74",
"user_agent": "Opera/8.22.(Windows 95; xh-ZA) Presto/2.9.180 Version/10.00",
"session_id": "154a3050-8991-4c3b-8866-3bd94ff8148d",
"risk_score": 31.33,
"confidence": 0.1
} | null | null | null | null | null | MITRE Technique: T1543.003 | IoT device HVAC firmware_update MITRE Technique: T1543.003 | firmware_update | null | null | null | null | null | null | null | HVAC | iot-a207d407 | 8.5 | null | null | null | null | null | null | null | null | null | null |
6d544175-aa18-43ed-b0d2-cdace6488495 | 2025-03-22T22:54:42 | firewall | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only UDP traffic from 37.8.202.15:1001 to 86.157.30.32:657 MITRE Technique: T1218.011 | {
"geo_location": "Equatorial Guinea",
"device_hash": "54b8c778d5697565a6bb0d5dee491b664038c0e5506518772def73c5a8fbcca5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/5.0)",
"session_id": "b55b4a3c-c0d2-4d6c-b634-b28c66abd4b0",
"risk_score": 79.97,
"confidence": 0.04
} | 37.8.202.15 | 86.157.30.32 | null | null | null | MITRE Technique: T1218.011 | Firewall log-only UDP traffic from 37.8.202.15:1001 to 86.157.30.32:657 MITRE Technique: T1218.011 | log-only | 320,487 | UDP | null | null | null | null | null | null | null | null | 1,001 | 657 | 2,862 | null | null | null | null | null | null | null |
ec27de6e-a1ca-4d47-b173-b750d8a29000 | 2025-01-15T18:10:49 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by bnguyen Associated Threat Actor: Leafminer | {
"geo_location": "Slovenia",
"device_hash": "fdad82ed15b3484eea121a1a53a1d7d8",
"user_agent": "Mozilla/5.0 (Android 8.1.0; Mobile; rv:33.0) Gecko/33.0 Firefox/33.0",
"session_id": "2df30095-0eb4-4cc2-8891-258e23d58e9b",
"risk_score": 56.51,
"confidence": 0.07
} | null | null | null | null | null | Associated Threat Actor: Leafminer | AI system training_data_poisoning by bnguyen Associated Threat Actor: Leafminer | training_data_poisoning | null | null | bnguyen | null | null | null | null | null | null | null | null | null | null | null | null | model-2480fd5d | d15eb03df47883194b9c3f14ed0dd7c4d1e7464c | 3d10230eaf00058ecd70a8706abba550 | null | null |
8288441f-9afa-42c7-b752-612619f98502 | 2025-01-22T14:30:59 | iot | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|medium| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "Israel",
"device_hash": "0604f67244f0f5064b6cd58e9fee0b18925cc3c6044c7c875d0068037290186f",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/21.0.865.0 Safari/533.2",
"session_id": "bad998f8-deea-4d85-be2c-b078d9498f07",
"risk_score": 44.78,
"confidence": 0.84
} | null | null | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Sensor | iot-1e5c7046 | 4.0 | null | null | null | null | null | null | null | null | null | null |
723c1aae-3542-4cbe-a32f-f0de1205da49 | 2025-04-29T11:45:54 | iot | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Estonia",
"device_hash": "a467b46b774c71890fa3a57a94cc7053",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/17.0.865.0 Safari/535.1",
"session_id": "6bc8c58e-20d9-475b-9fe1-733acb103e71",
"risk_score": 61.13,
"confidence": 0.59
} | null | null | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | HVAC | iot-8e029a97 | 1.8 | null | null | null | null | null | null | null | null | null | null |
39b03964-fa30-467d-8f91-5a4a6afdf39f | 2025-02-25T07:49:10 | ai | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by ffletcher No additional info noise=4F728EC5 | {
"geo_location": "Cayman Islands",
"device_hash": "b6fa200b89e4a0429aba36473bae4ddbbd19043c6dfaaa2dde53bd71a2b84510",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/39.0.884.0 Safari/531.0",
"session_id": "8917a868-075c-48b2-9334-1c6c1c417ac7",
"risk_score": 36.67,
"confidence": 0.87
} | null | null | null | null | null | No additional info | AI system model_access by ffletcher No additional info | model_access | null | null | ffletcher | null | null | null | null | null | null | null | null | null | null | null | null | model-fc729f8b | 54ed378f075a4981641cbfc1b1860267c23fbea72b4d6d454e8a7ea4103853ca | 6519ef87d402036a4e2d8e2fdc8d1dfb9f81527f | null | null |
0638b0a3-ecec-42a4-b815-46187bdea239 | 2025-05-28T12:49:32 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in Azure by jstewart Associated Threat Actor: Leafminer | {
"geo_location": "Kyrgyz Republic",
"device_hash": "b20a71782d805df6313b9f2602ed6e8c2b5d335d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_3 rv:4.0; mk-MK) AppleWebKit/531.49.3 (KHTML, like Gecko) Version/5.0.5 Safari/531.49.3",
"session_id": "36ce2c04-04bb-4806-a2a3-f988ad9e67ed",
"risk_score": 46.35,
"confidence": 0.48
} | null | null | null | null | null | Associated Threat Actor: Leafminer | Cloud crypto_mining in Azure by jstewart Associated Threat Actor: Leafminer | crypto_mining | null | null | jstewart | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-9c907309 |
0d8785aa-c32a-4337-b772-180472d6c588 | 2025-06-24T02:07:25 | network | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 150.229.128.157 to 209.137.11.220 No additional info | {
"geo_location": "Bahrain",
"device_hash": "8980c64dccf30182d9f958a9c4e683961eff9be46874414f7100ed2449f2ae30",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/533.15.2 (KHTML, like Gecko) Version/4.0.4 Safari/533.15.2",
"session_id": "27e60826-6eba-464b-8061-5b8219ee6a0b",
"risk_score": 52.98,
"confidence": 0.3
} | 150.229.128.157 | 209.137.11.220 | null | null | null | No additional info | Network data_exfiltration from 150.229.128.157 to 209.137.11.220 No additional info | data_exfiltration | 989,505 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
af191344-c9a4-4f94-8c4a-097d08e38ca9 | 2025-05-22T20:02:18 | network | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 10.104.15.39 to 89.19.51.172 No additional info | {
"geo_location": "Italy",
"device_hash": "2d9f6c2b7c42256ca381993df8c013d0",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_7; rv:1.9.3.20) Gecko/2019-01-08 23:59:37 Firefox/3.8",
"session_id": "5a76190b-872f-40f4-a094-f9c61ea15f45",
"risk_score": 34.35,
"confidence": 0.87
} | 10.104.15.39 | 89.19.51.172 | null | null | null | No additional info | Network data_exfiltration from 10.104.15.39 to 89.19.51.172 No additional info | data_exfiltration | 725,848 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c95cce9b-d209-4c90-8576-4409ee6afdc5 | 2022-08-30T14:33:54 | ids_alert | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|low| desc=Elastic SIEM Alert: Brute Force detected from 140.3.71.131 targeting 181.196.132.148 MITRE Technique: T1218.011 | Zero-day exploit pattern detected | {
"geo_location": "Djibouti",
"device_hash": "957d00c13c9ee4b38aa8e22c2a1c60f20d76840276b7a4e2e896ecdcd2b189e4",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/9.4r7398.0 Mobile/70R525 Safari/536.1",
"session_id": "0deaab8c-c8da-4922-8d87-b021e87c4dde",
"risk_score": 58.5,
"confidence": 0.34
} | 140.3.71.131 | 181.196.132.148 | Brute Force | SIG-4134 | Policy | MITRE Technique: T1218.011 | Zero-day exploit pattern detected | Elastic SIEM Alert: Brute Force detected from 140.3.71.131 targeting 181.196.132.148 MITRE Technique: T1218.011 | Zero-day exploit pattern detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
00c0806e-a5d8-43c5-b63b-7cbffb4f31ce | 2025-05-04T03:38:07 | cloud | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Azure by craig61 MITRE Technique: T1053.005 noise=attention|clearly|write | {
"geo_location": "Azerbaijan",
"device_hash": "7df1150cc4f6a0e410cde13cb19feb65",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.1) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/58.0.843.0 Safari/531.2",
"session_id": "2e77a0de-171e-4ae6-a3b0-3786ed6ecb7e",
"risk_score": 45.35,
"confidence": 0.2
} | null | null | null | null | null | MITRE Technique: T1053.005 | Cloud config_change in Azure by craig61 MITRE Technique: T1053.005 | config_change | null | null | craig61 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-7f2af137 |
cef5c817-3a7e-414b-83e9-ded438272414 | 2028-09-22T01:01:10 | ai | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by carolwhite No additional info | {
"geo_location": "Sierra Leone",
"device_hash": "6f12b27479cb2eacadbbc8c654afee7472e052593f17fc66cf08804054d02db8",
"user_agent": "Opera/9.56.(X11; Linux i686; fil-PH) Presto/2.9.173 Version/11.00",
"session_id": "5a1eed32-ec71-4a6e-bbe7-f1fc16e7de11",
"risk_score": 70.92,
"confidence": 0.74
} | null | null | null | null | null | No additional info | AI system api_abuse by carolwhite No additional info | api_abuse | null | null | carolwhite | null | null | null | null | null | null | null | null | null | null | null | null | model-a6455cb9 | 60ef3bb42ce092720d615bb8558b019f8280ef27c318a0f483d875ff93c13846 | 68da93062ab9b3c8e811c59f841c3ae4 | null | null |
a4c43fdf-a353-4a35-b3d4-bf44c09ed4e5 | 2025-04-05T21:50:19 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by gfletcher No additional info noise=C28CF255 | {
"geo_location": "Montserrat",
"device_hash": "b4895d0ed6628d2e33d8fec8111effe0341a7fbd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/4.0)",
"session_id": "188b6600-f4de-4428-a884-7d01fa77cee3",
"risk_score": 37.66,
"confidence": 0.37
} | null | null | null | null | null | No additional info | AI system model_access by gfletcher No additional info | model_access | null | null | gfletcher | null | null | null | null | null | null | null | null | null | null | null | null | model-27785843 | 95eaa46fe5762c581299b67a36e1621c1a633ac6 | 2e6fd429fcff8e303bf5a9801d4ad59f0a7d970c | null | null |
0f3273b4-41b7-40ec-8204-45ea0c925ff8 | 2025-06-09T12:05:23 | ids_alert | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|critical| desc=Microsoft Sentinel Alert: ICS Attack detected from 65.128.11.200 targeting 170.7.16.158 MITRE Technique: T1071.001 | {
"geo_location": "Georgia",
"device_hash": "e8d1853dbd1f641db75e54a6eb403a31",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/535.6.5 (KHTML, like Gecko) Version/4.0 Safari/535.6.5",
"session_id": "ed5d4cf7-89a1-4200-a6ee-e94509ab3b7f",
"risk_score": 56.21,
"confidence": 0.69
} | 65.128.11.200 | 170.7.16.158 | ICS Attack | SIG-9304 | Malware | MITRE Technique: T1071.001 | Microsoft Sentinel Alert: ICS Attack detected from 65.128.11.200 targeting 170.7.16.158 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 |
feb67d18-4e6c-4e78-b630-01751bb55ae1 | 2025-01-21T18:42:58 | endpoint | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access /tell/finally.flac by cantrellbryan No additional info | {
"geo_location": "Turkey",
"device_hash": "4b26c9495c952b77a69eca1601db2ec1",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_9; rv:1.9.4.20) Gecko/5888-09-02 14:36:43 Firefox/13.0",
"session_id": "5f56f37e-9230-452a-a210-e955880a13d7",
"risk_score": 49.33,
"confidence": 0.61
} | null | null | null | null | null | No additional info | Endpoint file_access /tell/finally.flac by cantrellbryan No additional info | file_access | null | null | cantrellbryan | /tell/finally.flac | 9,356 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b82154dd-6ee1-45b7-b1b5-a12b546647b0 | 2025-01-21T22:00:28 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth challenge for timothy69 via passwordless from 9.5.101.248 No additional info noise=6019242C | {
"geo_location": "Cyprus",
"device_hash": "c6594aad0bebba7d6c5318f5814dd51d",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/44.0.886.0 Safari/531.0",
"session_id": "77406a59-da3d-4fb8-a0e3-c1d674fb3df4",
"risk_score": 85.66,
"confidence": 0.45
} | 9.5.101.248 | null | null | null | null | No additional info | Auth challenge for timothy69 via passwordless from 9.5.101.248 No additional info | challenge | null | null | timothy69 | null | null | null | null | null | null | null | null | null | null | passwordless | 42:cb:73:bb:0c:4f | null | null | null | null | null |
7dbe670b-2b85-49fa-b1fb-52412558b841 | 2025-07-05T10:03:17 | ai | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by chanson MITRE Technique: T1110.003 noise=2DD46106 | {
"geo_location": "Qatar",
"device_hash": "ef45bca67e2a2bc755537b0016d5df95",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/4.0)",
"session_id": "594dcd12-d079-4082-91bd-3f4547a0db5c",
"risk_score": 38.18,
"confidence": 0.36
} | null | null | null | null | null | MITRE Technique: T1110.003 | AI system prompt_injection by chanson MITRE Technique: T1110.003 | prompt_injection | null | null | chanson | null | null | null | null | null | null | null | null | null | null | null | null | model-5bcb3085 | 2f07829cf5d78d3dc48fe45ce71dfe216ce11307 | 3ff69ce78b38f91676db52254291d7b401e9c69d | null | null |
afce8a75-bfcf-41be-a6e3-15f926adcc03 | 2025-04-12T18:13:46 | ai | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by keith05 No additional info | {
"geo_location": "Mongolia",
"device_hash": "2b215aea784d8c446700d43fe244911f3ca3f4cad35a7906a49309c7374e6ffb",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; bg-BG) AppleWebKit/532.32.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6532.32.4",
"session_id": "376567f0-9ec9-4cfd-b0d5-5408460bb359",
"risk_score": 62.23,
"confidence": 0.61
} | null | null | null | null | null | No additional info | AI system fine_tuning by keith05 No additional info | fine_tuning | null | null | keith05 | null | null | null | {
"baseline_deviation": 2.52,
"entropy": 6.91,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-e7812e91 | bae06a6298e9f38626332d896ec1d6dab2bab1d1 | 6d4217f4ac3c5c075d469c70c5e702deffe49a62 | null | null |
1b411ce5-fc78-4f0f-b145-636b0c18ca94 | 2025-05-17T16:50:13 | ids_alert | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=QRadar Alert: DNS Tunneling detected from 166.167.14.49 targeting 44.32.113.181 No additional info | {
"geo_location": "Micronesia",
"device_hash": "7444b66e2d4e14ebe6e13326cf815531",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/6568-12-04 19:17:55 Firefox/3.8",
"session_id": "2a9f5b2b-5981-4f61-979d-e6cffb626675",
"risk_score": 47.06,
"confidence": 0.48
} | 166.167.14.49 | 44.32.113.181 | DNS Tunneling | SIG-5765 | Recon | No additional info | QRadar Alert: DNS Tunneling detected from 166.167.14.49 targeting 44.32.113.181 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b845d258-33b5-40ab-ac88-75a071280ed7 | 2025-04-04T04:16:30 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth challenge for rodriguezsarah via key from 23.128.255.202 No additional info | {
"geo_location": "Paraguay",
"device_hash": "2ac2774a6e59a9ae23507d394ef49fe9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/3.0)",
"session_id": "196c1a4e-6aea-4a5c-99c0-39165c66bd65",
"risk_score": 27.94,
"confidence": 0.9
} | 23.128.255.202 | null | null | null | null | No additional info | Auth challenge for rodriguezsarah via key from 23.128.255.202 No additional info | challenge | null | null | rodriguezsarah | null | null | null | null | null | null | null | null | null | null | key | 95:3d:fc:3f:42:84 | null | null | null | null | null |
c7905b4b-ab8c-4ad4-93d2-a0236fd84a43 | 2025-02-17T02:17:19 | ids_alert | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: DNS Tunneling detected from 44.246.112.60 targeting N/A Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "1f24241e6215223b0bfad0755654bf546afdaa3171b8545d5bc730aee73d775e",
"user_agent": "Mozilla/5.0 (Android 10; Mobile; rv:7.0) Gecko/7.0 Firefox/7.0",
"session_id": "d90c4f94-e1fe-4fda-b624-333bf5d3ee7f",
"risk_score": 40.34,
"confidence": 0.95
} | 44.246.112.60 | N/A | DNS Tunneling | SIG-8356 | Exploit | Unconventional IOC: Bios timestamp anomalies | Zeek Alert: DNS Tunneling detected from 44.246.112.60 targeting N/A Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e3fb11d1-dff6-415d-b9d0-14b840337cb7 | 2025-01-30T07:11:18 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth locked for duane63 via biometric from 52.125.68.75 MITRE Technique: T1204.002 | {
"geo_location": "Malta",
"device_hash": "33ef68df6adc317053e365b8b3a947e11e05721e",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/54.0.868.0 Safari/535.0",
"session_id": "8dba0849-cd21-4607-9ea8-b8067d8251de",
"risk_score": 47.75,
"confidence": 0.27
} | 52.125.68.75 | null | null | null | null | MITRE Technique: T1204.002 | Auth locked for duane63 via biometric from 52.125.68.75 MITRE Technique: T1204.002 | locked | null | null | duane63 | null | null | null | null | null | null | null | null | null | null | biometric | 5a:7d:d6:70:c9:d8 | null | null | null | null | null |
814568ca-9d80-41c8-a3fe-f64c18e6c8e6 | 2025-01-16T05:20:05 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine HTTPS traffic from 74.191.59.34:761 to 150.11.58.195:59217 No additional info | {
"geo_location": "North Korea",
"device_hash": "bc650ca4141f5566845034ec7a75104f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/5.0)",
"session_id": "0b792eca-2c2a-4249-892f-5ba27bd83565",
"risk_score": 39.21,
"confidence": 0.83
} | 74.191.59.34 | 150.11.58.195 | null | null | null | No additional info | Firewall quarantine HTTPS traffic from 74.191.59.34:761 to 150.11.58.195:59217 No additional info | quarantine | 859,257 | HTTPS | null | null | null | null | null | null | null | null | 761 | 59,217 | 915 | null | null | null | null | null | null | null |
033dba8f-6f72-4c28-88d0-c73768e8c36a | 2025-07-01T06:47:26 | network | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 22.65.247.123 to 33.47.48.2 MITRE Technique: T1190 | Possible protocol tunneling noise=QnVzaW5lc3Mu | {
"geo_location": "Saint Lucia",
"device_hash": "204e3e9a22eab69635314c1d195f15a1",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_4 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/16.1t3751.0 Mobile/76G631 Safari/534.0",
"session_id": "529dca19-a820-42a7-b7e7-a7abf463acca",
"risk_score": 39.71,
"confidence": 0.61
} | 22.65.247.123 | 33.47.48.2 | null | null | null | MITRE Technique: T1190 | Possible protocol tunneling | Network covert_channel from 22.65.247.123 to 33.47.48.2 MITRE Technique: T1190 | Possible protocol tunneling | covert_channel | 541,881 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1964e6f9-ce00-48a5-8add-7a7fdfd93dee | 2025-01-22T04:06:51 | iot | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC command_injection MITRE Technique: T1566.001 noise=put|rich|admit | {
"geo_location": "Belgium",
"device_hash": "ebb1e44ed8902949d45a2d748838d902ef20a04f",
"user_agent": "Mozilla/5.0 (Android 4.1.2; Mobile; rv:15.0) Gecko/15.0 Firefox/15.0",
"session_id": "f3782592-6bd4-4062-9bc4-99e3ee8ff4e2",
"risk_score": 48.75,
"confidence": 1
} | null | null | null | null | null | MITRE Technique: T1566.001 | IoT device HVAC command_injection MITRE Technique: T1566.001 | command_injection | null | null | null | null | null | null | null | HVAC | iot-d105a458 | 2.9 | null | null | null | null | null | null | null | null | null | null |
da54ff02-c888-43e3-a99e-cb4c0f6928b7 | 2025-03-04T05:45:46 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection /probably/authority.wav by emily97 MITRE Technique: T1071.001 | {
"geo_location": "North Macedonia",
"device_hash": "fd7a33d57bd4bcf05b2d270c8f6187f4f13ce1c5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/3.1)",
"session_id": "cde5b84f-e561-4141-9426-df2a60a6683c",
"risk_score": 56.23,
"confidence": 0.32
} | null | null | null | null | null | MITRE Technique: T1071.001 | Endpoint memory_injection /probably/authority.wav by emily97 MITRE Technique: T1071.001 | memory_injection | null | null | emily97 | /probably/authority.wav | 8,601 | cmd.exe | {
"baseline_deviation": 2.97,
"entropy": 7.12,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
57374763-0430-44f3-80e9-1375635b44ba | 2025-05-24T14:42:39 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth timeout for cookgary via passwordless from 97.126.155.67 No additional info | {
"geo_location": "Austria",
"device_hash": "3ec467e8262faefeaced1bec238884c33483c01f",
"user_agent": "Opera/8.46.(X11; Linux i686; en-AU) Presto/2.9.186 Version/10.00",
"session_id": "50804e24-3b6b-4000-9cb5-3b8d7bf6a33d",
"risk_score": 81.74,
"confidence": 0.66
} | 97.126.155.67 | null | null | null | null | No additional info | Auth timeout for cookgary via passwordless from 97.126.155.67 No additional info | timeout | null | null | cookgary | null | null | null | null | null | null | null | null | null | null | passwordless | 02:b1:25:bb:c9:71 | null | null | null | null | null |
95b5daf2-95ea-49bd-8672-94dabc6e6e53 | 2025-05-04T01:17:23 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by davidharris MITRE Technique: T1110.003 | {
"geo_location": "Tanzania",
"device_hash": "5ce7308709cd4fe05cb1f9ca695b09b9d5b95360",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/5.0)",
"session_id": "9afde00c-9696-419f-944d-c2a98f248a47",
"risk_score": 37.45,
"confidence": 0.04
} | null | null | null | null | null | MITRE Technique: T1110.003 | AI system training_data_poisoning by davidharris MITRE Technique: T1110.003 | training_data_poisoning | null | null | davidharris | null | null | null | null | null | null | null | null | null | null | null | null | model-f44a76e1 | 64f61209248b5f0748287d5eb51b25424a9e51ba9009067cd11802707443b081 | 1540b734f687a4946493d9883dc24ae9eeea8afb | null | null |
28bf05ef-9f61-4c25-b52f-3d66a26cc12f | 2026-10-16T02:27:06 | cloud | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in OCI by gharper No additional info | {
"geo_location": "Bahrain",
"device_hash": "8c03b22f75413d5a587a031a027465986fc45e4e",
"user_agent": "Opera/8.86.(X11; Linux i686; fur-IT) Presto/2.9.183 Version/11.00",
"session_id": "e6edd2d1-f991-4b75-9170-9580eff1407f",
"risk_score": 57.91,
"confidence": 0.21
} | null | null | null | null | null | No additional info | Cloud permission_escalation in OCI by gharper No additional info | permission_escalation | null | null | gharper | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-87eb4464 |
458a68e8-8d30-4a99-828e-a140a845c50f | 2025-03-01T04:15:39 | firewall | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny ICMP traffic from 139.2.36.42:573 to 34.151.115.165:142 No additional info | {
"geo_location": "Jamaica",
"device_hash": "3a4cc908433ae52e7e136087b778b9fd",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/39.0.846.0 Safari/536.0",
"session_id": "7e479ccf-5878-460a-ad55-32d6111f5a7a",
"risk_score": 58.33,
"confidence": 0.33
} | 139.2.36.42 | 34.151.115.165 | null | null | null | No additional info | Firewall deny ICMP traffic from 139.2.36.42:573 to 34.151.115.165:142 No additional info | deny | 443,850 | ICMP | null | null | null | null | null | null | null | null | 573 | 142 | 495 | null | null | null | null | null | null | null |
18f4bbb4-d22f-4fb3-b0e7-1277d45b51a0 | 2025-05-04T18:49:44 | ids_alert | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|high| desc=OSSEC Alert: Brute Force detected from 142.102.221.71 targeting 171.157.241.119 No additional info noise=tags | {
"geo_location": "Lesotho",
"device_hash": "67b153af8d95204dc019cabd109fb6711d6e5ab19cb734b141073c2cf523de47",
"user_agent": "Opera/9.77.(Windows NT 5.0; crh-UA) Presto/2.9.168 Version/11.00",
"session_id": "6eb3e7ab-0c1d-4fe8-aff7-07d772b136a9",
"risk_score": 35.49,
"confidence": 0.85
} | 142.102.221.71 | 171.157.241.119 | Brute Force | SIG-7435 | Exploit | No additional info | OSSEC Alert: Brute Force detected from 142.102.221.71 targeting 171.157.241.119 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
13aceb26-d5ce-453f-a28b-2c4c427c50b2 | 2025-06-26T11:24:17 | firewall | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow NTP traffic from 182.11.126.94:1 to 112.11.235.86:794 MITRE Technique: T1053.005 noise=watch|nature|much | {
"geo_location": "Niue",
"device_hash": "784776e42ac9ad4def0be398133bc2ae8a0a0f445425a241772097ced6ded5d5",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/60.0.863.0 Safari/533.2",
"session_id": "2dc23166-7cc2-4c5d-b168-d4a5d3d325ca",
"risk_score": 32.55,
"confidence": 0.62
} | 182.11.126.94 | 112.11.235.86 | null | null | null | MITRE Technique: T1053.005 | Firewall allow NTP traffic from 182.11.126.94:1 to 112.11.235.86:794 MITRE Technique: T1053.005 | allow | 122,228 | NTP | null | null | null | null | {
"baseline_deviation": 1.22,
"entropy": 3.19,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 1 | 794 | 8 | null | null | null | null | null | null | null |
cb2aab1e-ccd9-45cf-a1f7-2839d6b8db3c | 2025-05-20T02:50:28 | ai | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by richard58 No additional info | {
"geo_location": "China",
"device_hash": "867c32a3ca344cc6cc9208e149c048da2e4f090f19487a2e8a6e9c2734a5fa5e",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_4 rv:2.0; mg-MG) AppleWebKit/533.47.3 (KHTML, like Gecko) Version/4.1 Safari/533.47.3",
"session_id": "7dce2b04-8c4b-4837-8dd8-9055365bff5b",
"risk_score": 46.9,
"confidence": 0.83
} | null | null | null | null | null | No additional info | AI system adversarial_input by richard58 No additional info | adversarial_input | null | null | richard58 | null | null | null | null | null | null | null | null | null | null | null | null | model-02e1d9ad | 547c1651d1753c4e8119ccc77f013ddc | cbe6cf00d92ac47a6db06213e568e418e5d2573e | null | null |
80f0954b-bd6c-46f5-9998-e65340b26d23 | 2025-06-25T06:02:27 | auth | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth success for vickiefrancis via OAuth from 10.176.25.177 No additional info noise=8FA13609 | {
"geo_location": "China",
"device_hash": "e61f852a792ecb0fcf99619e86846cc4fe2d44d1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/533.13.1 (KHTML, like Gecko) Version/4.0 Safari/533.13.1",
"session_id": "790e035e-0d8c-48d7-ad44-8a8bbf79733b",
"risk_score": 54.11,
"confidence": 0.7
} | 10.176.25.177 | null | null | null | null | No additional info | Auth success for vickiefrancis via OAuth from 10.176.25.177 No additional info | success | null | null | vickiefrancis | null | null | null | null | null | null | null | null | null | null | OAuth | 77:32:71:fb:41:00 | null | null | null | null | null |
06ead6cc-b6c4-4b01-9b71-a156ae3ef3f7 | 2025-05-05T14:56:15 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load election by alexanderrebecca MITRE Technique: T1218.011 | Fileless execution detected noise=explore/explore | {
"geo_location": "United Arab Emirates",
"device_hash": "717ff4ddfe91f5e17bedb8990d103213306b55e7",
"user_agent": "Opera/8.99.(X11; Linux x86_64; uk-UA) Presto/2.9.171 Version/11.00",
"session_id": "a3b0863b-4c3f-428c-95da-3da41d0eef04",
"risk_score": 52.73,
"confidence": 0.7
} | null | null | null | null | null | MITRE Technique: T1218.011 | Fileless execution detected | Endpoint driver_load election by alexanderrebecca MITRE Technique: T1218.011 | Fileless execution detected | driver_load | null | null | alexanderrebecca | election | 4,786 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2bfc0042-d1cd-4424-beca-c374d46d9dde | 2025-05-22T10:34:30 | ai | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|info| desc=AI system model_access by ulee Associated Threat Actor: BlueNoroff | {
"geo_location": "Gambia",
"device_hash": "122f27e1ca8ab6614c5229c827d9602b87de4eee",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/5487-11-07 04:04:08 Firefox/6.0",
"session_id": "34602ca6-7646-4f5a-a403-ac48dd732d34",
"risk_score": 41.43,
"confidence": 0.98
} | null | null | null | null | null | Associated Threat Actor: BlueNoroff | AI system model_access by ulee Associated Threat Actor: BlueNoroff | model_access | null | null | ulee | null | null | null | {
"baseline_deviation": 0.61,
"entropy": 2.57,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-7d22ade1 | 5563231fce6880a399468b0f37ff22f2086fb709 | eacf9a7a6bfa60f02a612d4084309a64 | null | null |
cc44fdbe-0bd0-40b0-bc25-f6cde20fc626 | 2025-05-27T03:29:11 | cloud | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in Alibaba by zcarter No additional info noise=UHJvamVjdC4= | {
"geo_location": "Czech Republic",
"device_hash": "d3a6f5fdda20ecd912f31f4e2a420a904f78478086c6b2d997fd8267904f88dd",
"user_agent": "Opera/9.15.(X11; Linux x86_64; ce-RU) Presto/2.9.183 Version/10.00",
"session_id": "97708aaa-006a-4a39-9887-585fec821648",
"risk_score": 31.69,
"confidence": 0.04
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Alibaba by zcarter No additional info | lambda_execution | null | null | zcarter | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-e84cecb9 |
6c2ea12d-a98d-49cc-ad22-8651e2e99e93 | 2025-03-31T19:08:30 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 101.240.95.236 to 134.105.30.51 No additional info | {
"geo_location": "Madagascar",
"device_hash": "91c1102dc9637d4b570be152fbda0222",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_9 rv:2.0; uz-UZ) AppleWebKit/535.25.4 (KHTML, like Gecko) Version/5.0 Safari/535.25.4",
"session_id": "735ab9a1-7262-44f3-a6d5-6d66c45d950c",
"risk_score": 77.92,
"confidence": 0.11
} | 101.240.95.236 | 134.105.30.51 | null | null | null | No additional info | Network beaconing from 101.240.95.236 to 134.105.30.51 No additional info | beaconing | 301,555 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8dd6b38b-7a15-4c2e-a346-1bc36bbad36a | 2025-03-02T08:18:30 | ids_alert | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|high| desc=AlienVault Alert: DDoS detected from 113.132.253.190 targeting 117.69.70.229 MITRE Technique: T1547.001 | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "52eb82b5ce273022dc236e5779cd80290d094940",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/3.0)",
"session_id": "d7a41ea2-a5de-40de-83e4-2908874344bb",
"risk_score": 85.11,
"confidence": 0.16
} | 113.132.253.190 | 117.69.70.229 | DDoS | SIG-5959 | Exploit | MITRE Technique: T1547.001 | AlienVault Alert: DDoS detected from 113.132.253.190 targeting 117.69.70.229 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 |
3ec6e59c-0825-4d90-ae52-c04793887e69 | 2025-04-14T04:25:20 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth timeout for stevenmcneil via password from 112.240.184.211 No additional info | {
"geo_location": "Cuba",
"device_hash": "94c1c74afa1960d50c7d34442fec1a6825ad94abf1a63669ba9e638ef1707468",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/3.1)",
"session_id": "5a2a6825-2a42-497d-bb4e-5f66c7a40846",
"risk_score": 24.01,
"confidence": 0
} | 112.240.184.211 | null | null | null | null | No additional info | Auth timeout for stevenmcneil via password from 112.240.184.211 No additional info | timeout | null | null | stevenmcneil | null | null | null | null | null | null | null | null | null | null | password | 30:cc:4a:47:df:23 | null | null | null | null | null |
03f409c4-3084-471d-82d3-a0ec5be13fda | 2025-04-11T11:10:00 | ai | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by stephanie96 MITRE Technique: T1566.001 | {
"geo_location": "French Guiana",
"device_hash": "3a9fb07c76581fc2469a6c01b751b5905513719b9be7e7c4302140361bb7b322",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/2747-07-12 14:14:45 Firefox/14.0",
"session_id": "f8e7c955-59f1-4bc6-ad77-921d55a37963",
"risk_score": 55.81,
"confidence": 0.34
} | null | null | null | null | null | MITRE Technique: T1566.001 | AI system adversarial_input by stephanie96 MITRE Technique: T1566.001 | adversarial_input | null | null | stephanie96 | null | null | null | null | null | null | null | null | null | null | null | null | model-a21c0d8c | 781c3f42ae441dac8d57c556b7351b71af7ea0268dc1d31759003ae53766825e | 07753fef130abe8dd0590fa46689c4061a92c586247e4cb55c06b7fad5d6dc7f | null | null |
d5705f34-255c-4226-b5f2-8ff0ff8432b3 | 2025-04-27T23:15:47 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: MFA Bypass detected from 18.41.113.135 targeting 10.214.190.208 MITRE Technique: T1078.004 | {
"geo_location": "Vietnam",
"device_hash": "59d1e6d9e686736750553a55ac142a94de9e5dfbf4213d2eb4e200ebdc3aed6c",
"user_agent": "Opera/8.87.(Windows NT 11.0; ru-RU) Presto/2.9.164 Version/10.00",
"session_id": "ee60db37-f131-47d5-a569-478bd8c5073a",
"risk_score": 9.89,
"confidence": 0.2
} | 18.41.113.135 | 10.214.190.208 | MFA Bypass | SIG-8684 | Malware | MITRE Technique: T1078.004 | AlienVault Alert: MFA Bypass detected from 18.41.113.135 targeting 10.214.190.208 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d750cdb4-7c09-45ba-b203-95f98b58983c | 2025-05-09T10:49:21 | ai | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by xray No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "0fed12a058b7fc8c5604ffa22bbeaaf20c13472d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_1) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/42.0.871.0 Safari/533.0",
"session_id": "a8f43855-437c-4a3d-8ebf-b74d3a16a7d5",
"risk_score": 71.6,
"confidence": 0.46
} | null | null | null | null | null | No additional info | AI system prompt_injection by xray No additional info | prompt_injection | null | null | xray | null | null | null | null | null | null | null | null | null | null | null | null | model-c4edf13e | e037e513001d4f4edf40c8cf72340547 | c2f7d1e9b798878761b11628125dd0314b5aad37 | null | null |
575eb1c0-4dbd-4fe8-837e-8106af054d8f | 2025-01-24T03:05:31 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth locked for billy15 via biometric from 204.229.187.19 MITRE Technique: T1059.001 | {
"geo_location": "Aruba",
"device_hash": "6ef60731a53be031d6e1a263e3da614079d96866",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/4.1)",
"session_id": "b207b51d-e7dd-41e1-a4b1-1ffc21e86655",
"risk_score": 23.6,
"confidence": 0.62
} | 204.229.187.19 | null | null | null | null | MITRE Technique: T1059.001 | Auth locked for billy15 via biometric from 204.229.187.19 MITRE Technique: T1059.001 | locked | null | null | billy15 | null | null | null | {
"baseline_deviation": 1.37,
"entropy": 3.4,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | biometric | 9f:71:b4:c7:cd:e3 | null | null | null | null | null |
ffda20bb-63fe-4b0a-9b6c-e53af9127e56 | 2025-04-30T22:39:18 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: AI Model Poisoning detected from 10.243.51.55 targeting 193.21.56.31 No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "075d2311f41207dab80ce90f164cc2a069f37bc275e7b22cbb91fbae9fd30b3f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_7 rv:4.0; si-LK) AppleWebKit/534.31.2 (KHTML, like Gecko) Version/4.0 Safari/534.31.2",
"session_id": "df4b17d6-a124-472b-b585-66fad4739a3b",
"risk_score": 93.78,
"confidence": 0.69
} | 10.243.51.55 | 193.21.56.31 | AI Model Poisoning | SIG-3663 | Exploit | No additional info | ArcSight Alert: AI Model Poisoning detected from 10.243.51.55 targeting 193.21.56.31 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8baa5df9-1fbd-4967-bf98-ac1192a8e589 | 2025-05-07T08:20:44 | network | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|high| desc=Network connection from 61.39.224.57 to 115.173.50.202 No additional info noise=42AAEB24 | {
"geo_location": "Greece",
"device_hash": "eebffa063363c23da61b9a5536a85446f2797b39bdfde64776d89b23489949a2",
"user_agent": "Opera/8.34.(X11; Linux x86_64; sl-SI) Presto/2.9.179 Version/12.00",
"session_id": "8e16a470-083d-4007-a240-949bb88f273c",
"risk_score": 39.69,
"confidence": 0.21
} | 61.39.224.57 | 115.173.50.202 | null | null | null | No additional info | Network connection from 61.39.224.57 to 115.173.50.202 No additional info | connection | 555,482 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4660ec46-5887-4f06-9162-5c5a99c0dad9 | 2025-05-13T08:55:00 | network | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 155.252.136.242 to 89.156.129.24 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "2f3d563d83058ea70a63f21b3dc9eb0e3d24ba0027b9866cda5253cb472b0196",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_4 rv:2.0; ast-ES) AppleWebKit/535.3.2 (KHTML, like Gecko) Version/4.0.5 Safari/535.3.2",
"session_id": "fbc903c3-64f4-4010-88b9-1e17e9c47ebe",
"risk_score": 46.66,
"confidence": 0.34
} | 155.252.136.242 | 89.156.129.24 | null | null | null | No additional info | Network latency_spike from 155.252.136.242 to 89.156.129.24 No additional info | latency_spike | 354,580 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
62343cc6-3383-4d4f-8f98-563be20949c5 | 2025-04-06T00:25:06 | endpoint | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change arrive by chaddixon MITRE Technique: T1110.003 | {
"geo_location": "Madagascar",
"device_hash": "eb50b05fe48c2de209ab88993be7ddef8ac77dabbb026f3bd1132a48b426a69a",
"user_agent": "Opera/8.13.(X11; Linux x86_64; brx-IN) Presto/2.9.183 Version/11.00",
"session_id": "325fb66d-050e-4d38-a734-0fa3794b74bc",
"risk_score": 58.95,
"confidence": 0.51
} | null | null | null | null | null | MITRE Technique: T1110.003 | Endpoint registry_change arrive by chaddixon MITRE Technique: T1110.003 | registry_change | null | null | chaddixon | arrive | 8,233 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
685b88bb-1aba-4389-a566-f6e01f9da994 | 2025-02-04T05:30:22 | ids_alert | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|high| desc=Microsoft Sentinel Alert: Container Escape detected from 85.7.204.114 targeting 170.0.229.241 MITRE Technique: T1110.003 | {
"geo_location": "Turkey",
"device_hash": "3d0daca1db866f702e40e3e1a4b6f36a41736b9243e55dc12acda50045eef6be",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_1 rv:3.0; hne-IN) AppleWebKit/534.11.2 (KHTML, like Gecko) Version/4.0.5 Safari/534.11.2",
"session_id": "41427d8d-f5bc-4f73-b8bb-919fba43fd08",
"risk_score": 75.32,
"confidence": 0.35
} | 85.7.204.114 | 170.0.229.241 | Container Escape | SIG-5492 | Policy | MITRE Technique: T1110.003 | Microsoft Sentinel Alert: Container Escape detected from 85.7.204.114 targeting 170.0.229.241 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 |
ddb1715e-80b8-404b-bdcd-dadbc8b5979b | 2025-02-02T20:54:34 | ai | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|high| desc=AI system model_access by grantturner No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "5c45f589b4b85311b07a340a90dae8d48e7d1c2d28c479ed39c0f86d3d630130",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/9225-06-13 05:23:51 Firefox/3.8",
"session_id": "b7837c86-95a0-4bf3-95da-bfdf15c71149",
"risk_score": 52.33,
"confidence": 0.42
} | null | null | null | null | null | No additional info | AI system model_access by grantturner No additional info | model_access | null | null | grantturner | null | null | null | null | null | null | null | null | null | null | null | null | model-ae0468a4 | f173ec9c00d6b4c76250f464a303f65f7044809f544657afcb40cb8962404676 | 8418505fc1e2258416e1f9a11b4d4bec | null | null |
00fb0a73-99ee-45a4-a273-fa22ae69e260 | 2025-07-05T05:40:39 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in Alibaba by andrew76 Associated Threat Actor: APT35 | {
"geo_location": "Belarus",
"device_hash": "e938e5019321a422ceb16c793f8e0b361fdf4f8e",
"user_agent": "Mozilla/5.0 (Android 7.1.1; Mobile; rv:38.0) Gecko/38.0 Firefox/38.0",
"session_id": "a03695be-f6bd-4fbb-860c-3e4dae72990e",
"risk_score": 28.76,
"confidence": 0.63
} | null | null | null | null | null | Associated Threat Actor: APT35 | Cloud storage_access in Alibaba by andrew76 Associated Threat Actor: APT35 | storage_access | null | null | andrew76 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-41953f2e |
501f5369-4780-4b09-a5e4-b5e663f6e142 | 2025-06-11T08:57:35 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: AI Model Poisoning detected from 13.124.132.46 targeting N/A MITRE Technique: T1566.001 | {
"geo_location": "Montenegro",
"device_hash": "7a218b8b8363269d120a369bb9512540",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0.1) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/26.0.864.0 Safari/535.2",
"session_id": "ba3fbf9a-fccd-4f8e-ab5e-50ab10ca098b",
"risk_score": 41.49,
"confidence": 0.16
} | 13.124.132.46 | N/A | AI Model Poisoning | SIG-4574 | Evasion | MITRE Technique: T1566.001 | LogRhythm Alert: AI Model Poisoning detected from 13.124.132.46 targeting N/A 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 |
81abcc9f-e6ff-417f-b485-ea78b5065645 | 2025-03-25T01:04:11 | ids_alert | AlienVault v5.7.0 | emergency | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|emergency| desc=AlienVault Alert: AI Model Poisoning detected from 204.128.183.160 targeting 120.97.11.43 No additional info | {
"geo_location": "Canada",
"device_hash": "78628c9f9e4aa7d46b72acd452f07b02",
"user_agent": "Opera/8.57.(Windows NT 5.01; eu-FR) Presto/2.9.183 Version/10.00",
"session_id": "00ddb258-1f0a-4034-829e-7114968543a9",
"risk_score": 39.74,
"confidence": 0.16
} | 204.128.183.160 | 120.97.11.43 | AI Model Poisoning | SIG-7070 | Malware | No additional info | AlienVault Alert: AI Model Poisoning detected from 204.128.183.160 targeting 120.97.11.43 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f9989fdd-5e52-4305-8b16-132b012a1875 | 2025-06-21T07:31:59 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall drop SSH traffic from 101.95.167.128:731 to 40.29.160.104:408 No additional info noise=personal|describe|certainly | {
"geo_location": "Guam",
"device_hash": "b5f0bad97334c614e572b2b090c8f244",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; sl-SI) AppleWebKit/532.19.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6532.19.7",
"session_id": "3e14c02d-7b36-46d2-b47d-77868e66ea0d",
"risk_score": 10.92,
"confidence": 0.54
} | 101.95.167.128 | 40.29.160.104 | null | null | null | No additional info | Firewall drop SSH traffic from 101.95.167.128:731 to 40.29.160.104:408 No additional info | drop | 980,509 | SSH | null | null | null | null | null | null | null | null | 731 | 408 | 3,168 | null | null | null | null | null | null | null |
c152b431-e5c2-4888-b0a8-18e5cc93951e | 2025-07-05T10:32:29 | network | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 113.136.10.184 to 10.200.161.226 Possible protocol tunneling | {
"geo_location": "Equatorial Guinea",
"device_hash": "c51b0db37a7d517cace3af8efa596610",
"user_agent": "Mozilla/5.0 (Android 3.2.4; Mobile; rv:37.0) Gecko/37.0 Firefox/37.0",
"session_id": "20d2bf98-fb7e-4123-a93e-e6e88142e03d",
"risk_score": 24.07,
"confidence": 0.8
} | 113.136.10.184 | 10.200.161.226 | null | null | null | Possible protocol tunneling | Network protocol_anomaly from 113.136.10.184 to 10.200.161.226 Possible protocol tunneling | protocol_anomaly | 989,192 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
66b2424d-36c3-40c3-adb3-d96259879c3b | 2025-02-22T12:54:57 | network | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 91.183.111.136 to 98.236.217.166 MITRE Technique: T1053.005 | {
"geo_location": "Malawi",
"device_hash": "6b4e08c06764a1ea2edd16b6b127a4ad3b7278f8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/4.0)",
"session_id": "d241c934-4a76-4515-892e-04e184da729d",
"risk_score": 29.15,
"confidence": 0.58
} | 91.183.111.136 | 98.236.217.166 | null | null | null | MITRE Technique: T1053.005 | Network protocol_anomaly from 91.183.111.136 to 98.236.217.166 MITRE Technique: T1053.005 | protocol_anomaly | 935,334 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
83d8e1c3-3e55-44ff-b66a-c1ba3728430d | 2025-05-17T02:33:12 | iot | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera side_channel No additional info | {
"geo_location": "Algeria",
"device_hash": "f1cb0e5d58eca1c6e51efe74d2f338b7e949b750c71a976f931c4c1b18ecb14d",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/53.0.895.0 Safari/533.2",
"session_id": "e061612d-cc8d-491e-bd3d-4341f5ce0542",
"risk_score": 74.59,
"confidence": 0.55
} | null | null | null | null | null | No additional info | IoT device Camera side_channel No additional info | side_channel | null | null | null | null | null | null | null | Camera | iot-c6f7d050 | 6.6 | null | null | null | null | null | null | null | null | null | null |
217d31fa-a403-42fe-8e56-d4a13270ee35 | 2025-04-25T03:53:36 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only SMB traffic from 1.45.80.34:391 to 59.209.243.22:440 No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "26ae3c33318f3ab685b75b786d93152d63c1c250",
"user_agent": "Opera/8.32.(Windows NT 5.0; it-IT) Presto/2.9.188 Version/12.00",
"session_id": "88fa5bfe-61fa-4031-b959-6944e6ea93c5",
"risk_score": 88.59,
"confidence": 0.53
} | 1.45.80.34 | 59.209.243.22 | null | null | null | No additional info | Firewall log-only SMB traffic from 1.45.80.34:391 to 59.209.243.22:440 No additional info | log-only | 830,788 | SMB | null | null | null | null | null | null | null | null | 391 | 440 | 2,017 | null | null | null | null | null | null | null |
d9785a48-3f50-45fa-bb62-a211263bdd45 | 2025-05-07T02:45:41 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth locked for cindy36 via OAuth from 50.24.40.79 No additional info | {
"geo_location": "Gambia",
"device_hash": "d95d92de60613607d7dce11d1588a636",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/2115-06-11 09:56:26 Firefox/14.0",
"session_id": "6f357fee-554d-4c6b-8238-e3276db36d15",
"risk_score": 44.58,
"confidence": 0.35
} | 50.24.40.79 | null | null | null | null | No additional info | Auth locked for cindy36 via OAuth from 50.24.40.79 No additional info | locked | null | null | cindy36 | null | null | null | null | null | null | null | null | null | null | OAuth | e3:2b:34:27:e3:24 | null | null | null | null | null |
1969c11f-364f-4522-aa34-baaecd48f065 | 2025-05-07T08:48:44 | firewall | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|high| desc=Firewall deny HTTP traffic from 42.39.219.70:82 to 163.157.182.38:742 MITRE Technique: T1218.011 | {
"geo_location": "Romania",
"device_hash": "95b2c2afe7dc37bbd86f2eaa0fcc37c4a6d3826141a9542969a218755292cfd8",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/29.0.810.0 Safari/532.2",
"session_id": "0eceadd8-144d-423e-a932-1a0b7e8cc76c",
"risk_score": 0,
"confidence": 0.33
} | 42.39.219.70 | 163.157.182.38 | null | null | null | MITRE Technique: T1218.011 | Firewall deny HTTP traffic from 42.39.219.70:82 to 163.157.182.38:742 MITRE Technique: T1218.011 | deny | 949,272 | HTTP | null | null | null | null | null | null | null | null | 82 | 742 | 1,901 | null | null | null | null | null | null | null |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.