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AI System Reduces Attack Reconstruction Time From Weeks to Hours

ID: 384bab7d-77a7-5cd9-a2cb-122e615df7fe

STIX ID: report--384bab7d-77a7-5cd9-a2cb-122e615df7fe

Feed Name: Dark Reading

Date Published: 2026-01-16

Date Updated: 2026-05-05

Author: Robert Lemos, Contributing Writer

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The article describes PNNL's ALOHA (Agentic LLMs for Offensive Heuristic Automation), an AI-based system that uses Anthropic's Claude and MITRE Caldera to automatically reconstruct and run attack emulations from threat reports, speeding defensive testing from weeks to hours and aiding purple-team workflows by generating TTP playbooks and mitigations.

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