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detection engineering

2 articles on detection engineering.

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Agentic AI Threat Mapping: MITRE ATT&CK Needs Evidence-Rich Workflows
AI & MLJul 8, 2026

Agentic AI Threat Mapping: MITRE ATT&CK Needs Evidence-Rich Workflows

Anthropic mapped AI-enabled cyber activity to MITRE ATT&CK and found gaps around autonomous orchestration. SOC teams need AI summaries tied to evidence, not unsupported verdicts.

4 min read
Hash Reputation at Scale: Building Detection Rules That Survive Real Networks
ResearchApr 22, 2026

Hash Reputation at Scale: Building Detection Rules That Survive Real Networks

Move beyond one-off hash blocks: design reputation pipelines, reduce false positives, and integrate file intelligence with IP and domain context for production-ready detection engineering.

9 min read