SOC AI Analysis

Generated (UTC): 2026-03-05T22:21:16Z
Model: mistral:latest
Window: N/A → N/A
Input: SOC Analysis CSVs
10B10_cohort_scope.csv (file prompt)
SHA256: d4912ae9b5d795f1ee776aaaccf7a29e67c105ae4ed1afcd96aa8fa70dde5e51
Return code: 0
Lines sent: 7
DEEP EVIDENCE COHORTS (high confidence, act first):
  - df_fp_behavior_pack | ip_count=7 | depth=DEEP | Prioritize review of this cohort due to high-confidence behavior-backed evidence.
  - df_fp_high_indicator_ips | ip_count=2 | depth=DEEP | Immediate attention for this deep cohort containing high-confidence hostile indicators.

SHALLOW COHORTS (queue-level, review after):
  - df_fp_review_cohort (broad queue) | ip_count=282 | pct=100.0% | Review this cohort as it represents the broad FP queue.
  - df_fp_queue_trace | ip_count=223 | pct=79.08% | Consider reviewing this cohort due to a large number of IPs and shallow evidence.
  - df_fp_queue_low | ip_count=59 | pct=20.92% | Review this cohort as it contains a notable number of IPs with shallow evidence.
  - df_fp_queue_susp_low | ip_count=7 | pct=2.48% | Although small in size, prioritize review of this cohort due to its deep candidate subset status.

WORKLOAD ESTIMATE:
  - Total IPs across all cohorts: 579
  - Deep cohort IPs (immediate attention): 9
  - Shallow queue IPs (triage/review): 470

REVIEW PRIORITY ORDER:
  1. df_fp_behavior_pack — high-confidence behavior-backed evidence
  2. df_fp_high_indicator_ips — contains high-confidence hostile indicators
  3. df_fp_review_cohort (broad queue) — represents the broad FP queue
  4. df_fp_queue_trace — large number of IPs with shallow evidence
  5. df_fp_queue_low — notable number of IPs with shallow evidence
  6. df_fp_queue_susp_low — deep candidate subset with a small size but high priority.
10B11_artifacts_index.csv (file prompt)
SHA256: a33480b587ecec2f3cf3e0bdbd3e9d60dd1eedcf3dfb8ba2ede41b02ad425a78
Return code: 0
Lines sent: 23
AVAILABLE ARTIFACTS (from index):
  - df_events | type=Dataframe | rows=5497 | Canonical evidence dataframe (windowed, normalized)
  - AUDIT_WINDOW | type=Contract | rows=null | Canonical time window contract
  - df_fp_review | type=Dataframe | rows=282 | FP review queue (broad)
  - df_fp_stratified | type=Dataframe | rows=282 | FP stratification categories (optional)
  - df_fp_queue_summary | type=Dataframe | rows=3 | FP triage queue summary (optional)
  - df_fp_queue_trace | type=Dataframe | rows=223 | Queue: TRACE-dominant (optional)
  - df_fp_queue_low | type=Dataframe | rows=59 | Queue: low-volume (optional)
  - df_fp_queue_susp_low | type=Dataframe | rows=7 | Queue: suspicious-low-volume (optional)
  - df_fp_behavior_pack | type=Dataframe | rows=26 | Behavior-compressed deep evidence pack
  - df_fp_taxonomy_summary | type=Dataframe | rows=2 | Behavior taxonomy summary (counts; optional)
  - df_fp_confidence_summary | type=Dataframe | rows=3 | Hostility confidence distribution (optional)
  - df_fp_high_indicator_ips | type=Dataframe | rows=2 | High-confidence IP list (deep cohort)
  - df_fp_cohort_scope | type=Dataframe | rows=6 | Cohort scope + evidence depth table
  - SOC_NARRATIVE_10B7 | type=Narrative | rows=null | Narrative: behavior taxonomy (10B.7)
  - SOC_NARRATIVE_10B8 | type=Narrative | rows=null | Narrative: hostility confidence triage (10B.8)
  - SOC_NARRATIVE_10B9 | type=Narrative | rows=null | Narrative: review cohorts framing (10B.9)
  - SOC_NARRATIVE_10B10 | type=Narrative | rows=null | Narrative: cohort scope + depth framing (10B.10)
  - df_ip_conf | type=Dataframe | rows=7 | Per-IP confidence rollup (optional)
  - df_fp_cohort_metrics | type=Dataframe | rows=2 | Cohort metrics table (optional)
  - df_ip_roll | type=Dataframe | rows=7 | Per-IP cohort rollup (optional)
  - df_top_indicators | type=Dataframe | rows=20 | Top indicators table (optional)
  - df_fp_taxonomy_ip_counts | type=Dataframe | rows=2 | Taxonomy unique-IP counts (optional)

HIGH-VALUE ARTIFACTS (analyze first):
  - df_fp_high_indicator_ips | High-confidence IP list (deep cohort)
  - df_fp_behavior_pack | Behavior-compressed deep evidence pack

EMPTY OR SPARSE ARTIFACTS:
  - AUDIT_WINDOW | Canonical time window contract (may need investigation)
  - SOC_NARRATIVE_10B7, SOC_NARRATIVE_10B8, SOC_NARRATIVE_10B9, SOC_NARRATIVE_10B10 | Narratives (may need investigation)

RECOMMENDED ANALYSIS ORDER:
  1. df_fp_high_indicator_ips — High-confidence IP list is crucial for threat analysis.
  2. df_fp_behavior_pack — Behavior-compressed deep evidence pack provides valuable insights.
  3. df_events, df_fp_review, df_fp_stratified, df_fp_queue_summary (optional), df_fp_queue_trace (optional), df_fp_queue_low (optional), df_fp_queue_susp_low (optional) — Analyze these artifacts to review and triage FPs.
  4. df_fp_cohort_scope — Cohort scope + evidence depth table for understanding the context.
  5. SOC_NARRATIVE_10B7, SOC_NARRATIVE_10B8, SOC_NARRATIVE_10B9, SOC_NARRATIVE_10B10 (optional) — Analyze these narratives for a better understanding of the findings.
  6. df_ip_conf, df_fp_cohort_metrics, df_ip_roll, df_top_indicators, df_fp_taxonomy_ip_counts (optional) — Optional analysis based on requirements.
10B3_fp_queue_summary.csv (file prompt)
SHA256: 1e41c8bf70b1a53410102d0f8a2a6161032a855684db17030b2145b9917cc28a
Return code: 0
Lines sent: 4
QUEUE SUMMARY:
- TRACE-dominant | ip_count=223 | pct=79.08% | depth=DEEP | verdict=TRACE
- Low-volume | ip_count=59 | pct=20.92% | depth=SHALLOW | verdict=TRACE
- Suspicious-low-volume (SUSPICIOUS >= 3) | ip_count=7 | pct=2.48% | depth=DEEP | verdict=SUSPICIOUS

HIGHEST PRIORITY QUES:
- Suspicious-low-volume (SUSPICIOUS >= 3) — reason: DEEP evidence and SUSPICIOUS-dominant

TRACE-DOMINANT QUEUES:
- TRACE-dominant | count=223 — characterization: predominantly reconnaissance events
- Low-volume | count=59 — characterization: lower volume of likely reconnaissance events

RECOMMENDED REVIEW ORDER:
  1. Suspicious-low-volume (SUSPICIOUS >= 3)
  2. TRACE-dominant
  3. Low-volume
10B7_taxonomy_summary.csv (file prompt)
SHA256: 4bdec8ba2bad16d6f81f194e7b0bd59b819ebf07ab388f0ed79a5ae9e6711f1b
Return code: 0
Lines sent: 3
TAXONOMY RANKINGS (from CSV only):
  Rank | Taxonomy Label | ip_count | event_count | pct
  1    | Other Probing/Recon               | 24        | 24          | 87.50%
  2    | CMS Probing (WordPress)           | 2         | 2           | 6.25%

HIGH-SEVERITY TAXONOMY TYPES:
  - Other Probing/Recon — large number of unique IPs and events indicate potential network scanning or reconnaissance activities, which could be a precursor to more malicious actions like exploitation or data exfiltration.

COMBINED-THREAT TAXONOMY (high IPs + high events):
  - Other Probing/Recon — widespread and active probing behavior indicates a significant risk.

RECOMMENDED DEFENSIVE ACTIONS:
  - For Other Probing/Recon: Implement network monitoring solutions to detect and block potential scanning activities, configure firewalls to deny traffic from suspicious IP addresses, and apply security patches for known vulnerabilities.
10B8_confidence_summary.csv (file prompt)
SHA256: c46d33da2c0b14209ea1d1b13fb5455a0c2cc67b98341a85c2f0291461f9377f
Return code: 0
Lines sent: 4
HIGH HOSTILITY CONFIDENCE:
- IP: 1 | events_in_pack=2 | pct=7.69%

MEDIUM HOSTILITY CONFIDENCE:
- IP: 1 | events_in_pack=22 | pct=84.62%, escalation to HIGH: not specified

CONFIDENCE TRIAGE SUMMARY:
- HIGH: 1 entries
- MEDIUM: 1 entries
- LOW: 1 entries

ESCALATION CANDIDATES (MEDIUM→HIGH):
- IP: 1 — reason: Not specified in the provided data. Further investigation is required.
10B8_ip_conf_rollup.csv (file prompt)
SHA256: 9463442f85517cf0ea36179c2d7d7b0d29554f693adac6d25808c3d8ba860f87
Return code: 0
Lines sent: 8
IP CONFIDENCE RANKINGS (from CSV only):

| Rank | IP      | conf_rank | confidence | behaviors | events   | first_seen | last_seen  | action
|------|---------|----------|-----------|----------|---------|------------|-------------|-----------|
| 1    | 20.63.41.168 | 2        | HIGH      | 5         | 5        | 2026-03-03 11:50:34+00:00 | 2026-03-03 11:50:35+00:00 | BLOCK     |
| 2    | 13.74.146.113 | 2        | HIGH      | 5         | 5        | 2026-03-04 06:28:50+00:00 | 2026-03-04 06:28:52+00:00 | BLOCK     |
| 3    | 161.35.70.154 | 1        | MEDIUM    | 5         | 5        | 2026-03-05 00:08:04+00:00 | 2026-03-05 00:08:04+00:00 | MONITOR   |
| 4    | 202.76.203.18 | 1        | MEDIUM    | 4         | 4        | 2026-03-03 15:47:16+00:00 | 2026-03-04 17:28:32+00:00 | MONITOR   |
| 5    | 185.93.89.110 | 1        | MEDIUM    | 1         | 1        | 2026-03-03 11:50:59+00:00 | 2026-03-03 11:50:59+00:00 | MONITOR   |
| 6    | 5.61.209.96 | 1        | MEDIUM    | 1         | 1        | 2026-03-03 12:35:26+00:00 | 2026-03-03 12:35:26+00:00 | MONITOR   |

RECENT THREATS (last 24h activity):

- 13.74.146.113 | last_seen=2026-03-04 06:28:52+00:00 | conf=2
- 20.63.41.168    | last_seen=2026-03-03 11:50:35+00:00 | conf=2

RECOMMENDED ACTIONS:

- BLOCK: 13.74.146.113, 20.63.41.168
- MONITOR: 161.35.70.154, 202.76.203.18, 185.93.89.110, 5.61.209.96
10B9_high_confidence_ips.csv (file prompt)
SHA256: 3d80b0451e63ef56cca6d968647d3a3e08c96ab195a7959d864651ff4c819a71
Return code: 0
Lines sent: 3
PRIORITY BLOCK LIST (ranked, all IPs from CSV):
  Rank | IP | max_rank | high_events | behaviors | trace_ratio | recommendation
  ----|-----|----------|-------------|-----------|--------------|----------------
  1    | 13.74.146.113 | 2         | 1          | 5          | 0.0          | TBD
  2    | 20.63.41.168 | 2         | 1          | 5          | 0.0          | TBD

IMMEDIATE BLOCKS (high_events + high behaviors):
  - 13.74.146.113 — evidence: max_rank=2, high_events=1, behaviors=5
  - 20.63.41.168 — evidence: max_rank=2, high_events=1, behaviors=5

MONITOR ONLY: (As no other IPs have high_events > 0 AND behaviors > 2)
  - None at this time.
10B9_ip_rollup.csv (file prompt)
SHA256: 2ce0a061930e79676d2ec8ff4206fa7028a4b028e3bd1b0e02c3c4aaf12b26a8
Return code: 0
Lines sent: 8
SOPHISTICATED THREATS (high behavior diversity, from CSV only):
  - 13.74.146.113 | behaviors=5 | events=5 | trace_ratio=0.0
  - 20.63.41.168 | behaviors=5 | events=5 | trace_ratio=0.0

AUTOMATION INDICATORS (high events, low diversity):
  - 185.93.89.110 | behaviors=1 | events=3 | interpretation: potential automated scanning
  - 206.189.21.90 | behaviors=1 | events=5 | interpretation: potential automated scanning or botnet activity

BLOCKING RECOMMENDATIONS:
  - MONITOR: 161.35.70.154, 204.76.203.18, 5.61.209.96
  - BLOCK NOW: 13.74.146.113, 20.63.41.168
11_10_asn_counts_all.csv (file prompt)
SHA256: cab0fa227ecea05cd9d9b12aef318a184c0fbdf742d3b0f97952894796b8397f
Return code: 0
Lines sent: 7
ASN THREAT RANKINGS (from CSV only):
  Rank | ASN | Label/Provider | ip_count | pct | recommendation
  1    | 8075 | MSFT           | 2        | 50.0% | BLOCK ASN
  2    | 14061 | DIGITALOCEAN-161-35-0-0,DIGITALOCEAN-206-189-0-0| 1        | 25.0% | MONITOR
  3    | 206264 | AMARUTU-NL16    | 1        | 12.5% | MONITOR
  4    | 213790 | AMWAJ          | 1        | 12.5% | MONITOR
  5    | 51396 | PFCLOUD-UG      | 1        | 12.5% | MONITOR

MULTI-IP THREAT ASNs (ip_count > 1):
  - ASN8075 (MSFT) | 2 IPs — BLOCK ASN

SINGLE-IP ASNs (monitor):
  - ASN14061 (DIGITALOCEAN-161-35-0-0,DIGITALOCEAN-206-189-0-0) | 1 IP
  - ASN206264 (AMARUTU-NL16) | 1 IP
  - ASN213790 (AMWAJ) | 1 IP
  - ASN51396 (PFCLOUD-UG) | 1 IP

RECOMMENDED ACTIONS:
  - BLOCK ASN: [8075]
  - MONITOR: [14061, 206264, 213790, 51396]
11_10_asn_counts_high.csv (file prompt)
SHA256: 00a12290b7794e4ad1f858636dd75ed6f9d5e5abb5898c1f2404d5f24a6db121
Return code: 0
Lines sent: 2
HIGH-CONFIDENCE ASN THREATS:

  Rank | ASN | Provider | ip_count | action
  ----|-----|----------|----------|--------
  1    | 8075 | MSFT      | 2        | BLOCK ASN traffic

Since the ASN with the highest IP count (8075, owned by MSFT) has a significant number of high-confidence threats, it is recommended to block traffic at the ASN level for this network. This action will help mitigate potential threats more effectively compared to IP-level monitoring.

RECOMMENDED ACTIONS:
  - BLOCK ASN traffic: [8075]
  - IP-level monitoring: None (ASN-level block is recommended)
11_10_country_counts_all.csv (file prompt)
SHA256: 47128abd6748ab424f3d067ccd6e1036abbeb73ff7171b4d0ace7188421c32e9
Return code: 0
Lines sent: 5
COUNTRY THREAT RANKINGS (from CSV only):
  Rank | Country | ip_count | pct | notes
  1    | US      | 4        | N/A  | Noted for potential hosted infrastructure
  2    | IR      | 1        | N/A  | Initial findings, further investigation required
  3    | NL      | 1        | N/A  | Initial findings, further investigation required
  4    | SC      | 1        | N/A  | Initial findings, further investigation required

GEOGRAPHIC CLUSTERS (ip_count > 1):
  - No geographic clusters detected with ip_count > 1.

RECOMMENDED ACTIONS:
  - Enhanced monitoring for: US, IR, NL, SC
11_10_country_counts_high.csv (file prompt)
SHA256: 07b3bc4a2c32596cac017149b994d5a63f11489ea92584b8cd902bedef7ee0e1
Return code: 0
Lines sent: 2
Based on the input provided, there is only one data point for the country 'US' with an 'ip_count' of 2. However, to comply with your instructions, I will still format the output as requested:

HIGH-CONFIDENCE COUNTRY DISTRIBUTION (from CSV only):
- US | ip_count=2 | pct=100% | Note: High ip_count in US may reflect compromised hosting, not national actors.
11_11_hosting_classification_full.csv (file prompt)
SHA256: 06aa0526e00da4c02b84e131912668950e2080e5c1623ca1b07aa6d5da567719
Return code: 0
Lines sent: 8
HIGH-CONFIDENCE THREAT IPs (from CSV only):
  - 13.74.146.113 | conf=2 | hosting=Cloud Provider | ASN=8075 | country=US | BLOCK
  - 20.63.41.168 | conf=2 | hosting=Cloud Provider | ASN=8075 | country=US | BLOCK

HOSTING TYPE DISTRIBUTION:
  - Cloud Provider: 2 IPs (40%)
  - VPS / Hosting Provider: 2 IPs (40%)
  - Unknown / Other: 2 IPs (40%)

INFRASTRUCTURE NOTES:
  - VPN/Datacenter IPs: None — location masking not observed.
  - Residential IPs: None — may indicate botnet/compromised host not present.

RECOMMENDED ACTIONS:
  - BLOCK: 13.74.146.113, 20.63.41.168
  - MONITOR: None
11_11_hosting_classification_summary.csv (file prompt)
SHA256: 9f2cac775a56f295d3be0651e5ff056a9ce3bfaf88df77e6b42f9d72f91a82a4
Return code: 0
Lines sent: 4
HOSTING DISTRIBUTION SUMMARY:
  - Cloud Provider | high_conf_ips=2 | pct=100%
  - VPS / Hosting Provider | high_conf_ips=2 | pct=0%
  - Unknown / Other | high_conf_ips=0 | pct=0%

DOMINANT HOSTING TYPE: Cloud Provider
ATTRIBUTION IMPLICATIONS: All high-confidence IPs can be attributed to Cloud Provider services, making it crucial to focus on these providers for further investigation and potential blocking strategies.
11_12_reverse_context_full.csv (file prompt)
SHA256: 81eececa076624f4b6837b0cd1bdaf560dd87fafaef9d1fe5c4e8c69fafb83ba
Return code: 0
Lines sent: 8
COHOSTING THREAT CONTEXT (from CSV only):
- 13.74.146.113 | conf=HIGH | cohosting=TRUE | domains=0 | ASN=MSFT
- 20.63.41.168 | conf=HIGH | cohosting=TRUE | domains=0 | ASN=MSFT
- 161.35.70.154 | conf=MEDIUM | cohosting=LOW_shared_infra_signal | domains=2 | ASN=DIGITALOCEAN-161-35-0-0
- 206.189.21.90 | conf=MEDIUM | cohosting=LOW_shared_infra_signal | domains=4 | ASN=DIGITALOCEAN-206-189-0-0
- 204.76.203.18 | conf=MEDIUM | cohosting=LOW_shared_infra_signal | domains=0 | ASN=PFCLOUD-UG
- 185.93.89.110 | conf=MEDIUM | cohosting=FALSE | domains=0 | ASN=LIMITEDNETWORK-AS
- 5.61.209.96 | conf=MEDIUM | cohosting=LOW_shared_infra_signal | domains=4 | ASN=AMARUTU-NL16

HIGH COHOSTING RISK IPs:
- 13.74.146.113 — shared infra signal: TRUE
- 20.63.41.168 — shared infra signal: TRUE

DEDICATED INFRASTRUCTURE (zero domains):
- 161.35.70.154 — no visible domains, possible dedicated attack host
- 204.76.203.18 — no visible domains, possible dedicated attack host
- 185.93.89.110 — no visible domains, possible dedicated attack host
- 5.61.209.96 — no visible domains, possible dedicated attack host

RECOMMENDED ACTIONS:
- BLOCK: 13.74.146.113, 20.63.41.168
- INVESTIGATE INFRASTRUCTURE: 161.35.70.154, 204.76.203.18, 185.93.89.110, 5.61.209.96
11_12_reverse_summary_deep.csv (file prompt)
SHA256: 205014f61e7ee6cd89a8561c1b583ddf3d76868c63293cff6260d5f401af7207
Return code: 0
Lines sent: 3
DEEP-COHORT COHOSTING SUMMARY:
  - LOW_shared_infra_signal | ip_count=3 | high_conf_ips=0 | pct=42.86%
  - ZERO_domains_visible | ip_count=4 | high_conf_ips=2 | pct=57.14%

DOMINANT SIGNAL: ZERO_domains_visible
RISK IMPLICATION: A large portion of the deep-cohort IPs have no visible domains associated with them, which could indicate the use of darknet infrastructure or anonymizing services. This may pose a high risk as it can be used for malicious activities such as command and control channels or data exfiltration.
11_12_reverse_summary_high.csv (file prompt)
SHA256: 13c71c3b7874aeaa241a1845846ce870c2f2ba0aee9e254991dadbd8864d43a3
Return code: 0
Lines sent: 2
HIGH-CONF COHOSTING SUMMARY:
  - ZERO_domains_visible | ip_count=2 | pct=100.0%

The dominant cohosting signal in this summary is "ZERO_domains_visible", which indicates that the IPs associated with this signal are not visible on each other's domains (no mutual linking). This could be an indicator of potential malicious activity, such as command and control communication or botnet activity. Further investigation would be required to confirm the nature of these connections.
11_13_asn_counts_deep.csv (file prompt)
SHA256: f4f9802f182c81e890a75794fea90f8ef130a33298e6bd324970b35f1faa8ece
Return code: 0
Lines sent: 6
DEEP-COHORT ASNs:
  - AS14061 (DIGITALOCEAN-ASN) | ip_count=2 | pct=28.57% | Block/Monitor
  - AS8075 (MICROSOFT-CORP-MSN-AS-BLOCK) | ip_count=2 | pct=28.57% | Block/Monitor
  - AS206264 (AMARUTU-TECHNOLOGY) | ip_count=1 | pct=14.29% | Monitor
  - AS213790 (LIMITEDNETWORK-AS) | ip_count=1 | pct=14.29% | Monitor
  - AS51396 (PFCLOUD Pfcloud UG) | ip_count=1 | pct=14.29% | Monitor

Since all ASNs in the deep cohort have at least one IP, we flagged them for monitoring and some are also recommended to be blocked due to having more than one IP in the deep cohort.
11_13_asn_counts_high.csv (file prompt)
SHA256: 06f4f174ef9b2b893c30324b161de6deefd943df1f27d88dab75c6388d87d548
Return code: 0
Lines sent: 2
HIGH-CONFIDENCE DEEP-COHORT ASNs:
  - AS8075 (Microsoft Corporation, US) | ip_count=2 | monitor

This indicates that the ASN 8075, which belongs to Microsoft Corporation in the United States, has a high confidence and a significant number of IP addresses (2) associated with it. Therefore, it is recommended to monitor this ASN for further analysis.
11_13_country_counts_deep.csv (file prompt)
SHA256: bddce9a6c872df6080e509c00bbe52dbe4656ce9391bfa696d2e2e3d1762367b
Return code: 0
Lines sent: 5
DEEP-COHORT COUNTRY DISTRIBUTION:
  - US | ip_count=4 | pct=57.14%
  - IR | ip_count=1 | pct=14.29%
  - NL | ip_count=1 | pct=14.29%
  - SC | ip_count=1 | pct=14.29%

GEOGRAPHIC NOTES:
  - High concentration in US (57.14%) compared to other countries, which may indicate geographic bias or a larger number of monitored entities based in the United States.
11_13_country_counts_high.csv (file prompt)
SHA256: 80ee19d461c3cccf7f6279511d124f8cedb6249d256d6150769d3aeb34df6d65
Return code: 0
Lines sent: 2
HIGH-CONFIDENCE DEEP-COHORT COUNTRIES:
  - US | ip_count=2
11_13_network_counts_deep.csv (file prompt)
SHA256: d9ddf0d91d51fcdead79a86b21445d7025af0686591e5a92246a92988f7dd5b6
Return code: 0
Lines sent: 7
DEEP-COHORT NETWORKS:
  - MSFT | ip_count=2 | pct=28.57% | block
  - AMARUTU-NL16,AMWAJ,DIGITALOCEAN-161-35-0-0,DIGITALOCEAN-206-189-0-0,PFCLOUD-UG | ip_count=1 | pct=14.29% | monitor (no action taken for single IP networks)
11_13_network_counts_high.csv (file prompt)
SHA256: 73c179b71d808262519ff11e09db9c41566dee59f559a668574b9a3d3424d36d
Return code: 0
Lines sent: 2
HIGH-CONFIDENCE NETWORKS:
  - MSFT | ip_count=2 | block

The network 'MSFT' has more than one high-confidence IP addresses and should be blocked or monitored closely due to its high-ip count.
11_14_cross_signal_intersection_full.csv (file prompt)
SHA256: d41a0f2ce852f531725328e2518f0f5b55071416c100ea28001be2cb3e6582fd
Return code: 0
Lines sent: 8
TIER-1 THREATS (from CSV only):
  - 13.74.146.113 | Tier 1 | conf=HIGH | behaviors=5 | events=5 | ASN=8075 | country=US | net=MSFT
  - 20.63.41.168 | Tier 1 | conf=HIGH | behaviors=5 | events=5 | ASN=8075 | country=US | net=MSFT

TIER-2/3 HIGH-CONFIDENCE:
  - 204.76.203.18 | Tier 2 | conf=MEDIUM | behaviors=4 | events=4 | ASN=51396 | country=NL | net=PFCLOUD-UG
  - 206.189.21.90 | Tier 2 | conf=MEDIUM | behaviors=5 | events=5 | ASN=14061 | country=US | net=DIGITALOCEAN-206-189-0-0

INFRASTRUCTURE CLUSTERS (repeated ASN/network):
  - ASN: 8075 — 2 IPs — Multi-signal (Microsoft Corporation, US)
  - ASN: 14061 — 2 IPs — Shared infrastructure (DigitalOcean, LLC, US)

RECOMMENDED ACTIONS:
  - BLOCK: 13.74.146.113, 20.63.41.168
  - MONITOR: 204.76.203.18, 206.189.21.90
11_14_cross_signal_intersection_summary.csv (file prompt)
SHA256: aef54a5d6f9eff1d399164a83b720d342745ffedfcf5253908889fe906bb92cc
Return code: 0
Lines sent: 4
TIER DISTRIBUTION SUMMARY:
- Tier 1 - Multi-signal (high priority) | ip_count=2 | pct=100%
- Tier 2 - Notable (monitor) | ip_count=3 | pct=0%
- Tier 3 - Contextual | ip_count=2 | pct=0%

WORKLOAD IMPLICATION:
- Immediate action required (Tier-1): 2 IPs
- Secondary review (Tier-2): 0 IPs
- Contextual monitoring (Tier-3): 2 IPs

ANOMALIES:
- The Tier 1 population constitutes 100% of the cross-signal population, which may indicate an unusually large number of high priority signals.
11_14_cross_signal_intersection_top.csv (file prompt)
SHA256: 341f472753edbc7a1b5a5a02124b4edd1e81865c92e69addf7d9b59e39341b5f
Return code: 0
Lines sent: 8
TOP THREATS (Tier 1, from CSV only):
- 13.74.146.113 | Tier 1 | conf=HIGH | behaviors=5 | events=5 | ASN=8075 | country=US | net=MSFT
- 20.63.41.168 | Tier 1 | conf=HIGH | behaviors=5 | events=5 | ASN=8075 | country=US | net=MSFT

SECONDARY THREATS (Tier 2/3 with HIGH confidence):
- N/A (No Tier 2 or 3 IPs with HIGH confidence in the provided data)

NETWORK PATTERNS (repeated ASNs/hosters):
- ASN 8075 (Microsoft Corporation, US): appears 2 times — Multi-signal (high priority)
- ASN 14061 (DigitalOcean, LLC, US): appears 2 times — Notable (monitor)

RECOMMENDED BLOCKING DECISIONS:
- BLOCK: [13.74.146.113, 20.63.41.168] — Multi-signal (high priority)
- MONITOR: [161.35.70.154, 206.189.21.90, 204.76.203.18, 185.93.89.110, 5.61.209.96] — Various reasons from contextual to shared infrastructure signals
11_8_ip_triage_roster.csv (file prompt)
SHA256: c9b9c99fa34c1beb82b321c513e029ba22f66fdefb61486ebc2b8a380ae0d3f3
Return code: 0
Lines sent: 8
IMPMEDIATE THREATS (HIGH/Q1 IPs — from CSV only):
- 13.74.146.113 | Q1 | conf=HIGH | behaviors=5 | 2026-03-04 06:28:50+00:00→2026-03-04 06:28:52+00:00 | BURST
- 20.63.41.168 | Q1 | conf=HIGH | behaviors=5 | 2026-03-03 11:50:34+00:00→2026-03-03 11:50:35+00:00 | BURST

SECONDARY THREATS (HIGH not Q1, or MEDIUM/Q1):
- 161.35.70.154 | Q1 | conf=MEDIUM | behaviors=5
- 206.189.21.90 | Q1 | conf=MEDIUM | behaviors=5

ATTACK PATTERNS:
- Burst (evidence-based only): 13.74.146.113, 20.63.41.168
- Persistent: All other HIGH and MEDIUM IPs
- Behavior diversity summary: High for Q1 IPs, low for Q3 IPs

RECOMMENDED ACTIONS:
- BLOCK: 13.74.146.113, 20.63.41.168
- MONITOR: 161.35.70.154, 206.189.21.90 (and all other HIGH and MEDIUM IPs)
- INVESTIGATE: All monitored IPs with further analysis of behavior patterns and potential connections to threats.
11_9_ip_network_enrichment.csv (file prompt)
SHA256: 4cccfc7b89dd943855ec170e36f6d2560761b79cf98ec908efabc853d5f1e9bd
Return code: 0
Lines sent: 8
ENRICHED THREAT IPs:
  - 13.74.146.113 | conf=HIGH | in_high_conf=True | ASN=MSFT | net=MSFT-CORP-MSN-AS-BLOCK | 2026-03-04 06:28:50→2026-03-04 06:28:52
  - 20.63.41.168 | conf=HIGH | in_high_conf=True | ASN=MSFT | net=MSFT-CORP-MSN-AS-BLOCK | 2026-03-03 11:50:34→2026-03-03 11:50:35
  - 161.35.70.154 | conf=MEDIUM | in_high_conf=False | ASN=DIGITALOCEAN-ASN | net=DIGITALOCEAN-161-35-0-0 | 2026-03-05 00:08:04
  - 206.189.21.90 | conf=MEDIUM | in_high_conf=False | ASN=DIGITALOCEAN-ASN | net=DIGITALOCEAN-206-189-0-0 | 2026-03-03 14:39:57
  - 204.76.203.18 | conf=MEDIUM | in_high_conf=False | ASN=51396 | net=PFCLOUD-UG | 2026-03-03 15:47:16→2026-03-04 17:28:32
  - 185.93.89.110 | conf=MEDIUM | in_high_conf=False | ASN=213790 | net=LIMITEDNETWORK-AS | 2026-03-03 11:50:59
  - 5.61.209.96 | conf=MEDIUM | in_high_conf=False | ASN=206264 | net=AMARUTU-NL16 | 2026-03-03 12:35:26

NETWORK CONCENTRATION:
  - MSFT-CORP-MSN-AS-BLOCK: 2 IPs | BLOCK
  - DIGITALOCEAN-ASN: 2 IPs | MONITOR
  - PFCLOUD-UG: 1 IP | MONITOR
  - LIMITEDNETWORK-AS: 1 IP | MONITOR
  - AMARUTU-NL16: 1 IP | MONITOR

RECOMMENDED ACTIONS:
  - BLOCK: MSFT-CORP-MSN-AS-BLOCK (2 IPs)
  - MONITOR: DIGITALOCEAN-ASN (2 IPs), PFCLOUD-UG (1 IP), LIMITEDNETWORK-AS (1 IP), AMARUTU-NL16 (1 IP)