A Practical Detection Engineering Framework — 5-stage lifecycle from hypothesis to shipped rule used by modern SOCs · Hypothesis · Data · Logic · Validation · Metrics
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Posted in Cyber Threat

A Practical Detection Engineering Framework Used by Modern SOCs

A five-stage detection engineering framework — hypothesis, data inventory, logic, validation, metrics — with an AWS GuardDuty worked example, YAML rule template, and a failure-analysis playbook for noisy or silent detections.

What Cloud Logs You Actually Need to Hunt — log dependency map across AWS, Azure, and GCP for threat hunting · VPC Flow · CloudTrail · K8s Audit · coverage · blind spots
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Posted in Cyber Threat

What Cloud Logs You Actually Need for Threat Hunting (And Why Most Teams Fail)

A practitioner’s guide to the minimum viable cloud log set: CloudTrail, identity, DNS at tier one. Coverage matrix across AWS, Azure, GCP plus cost trade-offs.

How to Measure Detection Quality — precision, recall, MTTD, FP rate, SLO — metrics every detection engineer must track
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Posted in Cyber Threat

How to Measure Detection Quality: Metrics Every Detection Engineer Must Track

Precision, recall, F1, alert-fatigue math, ATT&CK saturation and a working scorecard template. The metrics every detection engineer must track — with formulas and a downloadable CSV.

Weekly Threat Advisory cover · Top Cyber Adversaries May 24 – 31, 2026 · 1.35M observations · 87 adversary clusters · CobaltStrike · Cloud Atlas · DPRK · Kimsuky · Void Dokkaebi · AdaptixC2 · VShell
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Posted in Threat Intelligence

Weekly Threat Advisory: Top Cyber Adversaries May 24 – 31, 2026

Weekly Threat Advisory · May 24 – 31, 2026 · 1.35M observations · 87 adversary clusters · CobaltStrike dominant · DPRK-linked activity (Kimsuky, Void Dokkaebi) · Cloud Atlas · AdaptixC2 / VShell emerging C2 frameworks · MITRE T1190 / T1105 / T1041 / T1082 pressure.

Weekly Threat Advisory cover for May 18-24 2026
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Posted in Threat Intelligence

Weekly Threat Advisory: Top Cyber Adversaries May 18 – 24, 2026

Weekly Threat Advisory | Supply Chain | INJ3CTOR3 | BadIIS | AMOS | Anatsa | SD-WAN CVE-2026-20182