Field notes from the edge.
What our engineers learned this week. Hands-on technical deep-dives, postmortems, and strategy frameworks.
AIFOMO in the SOC: Where AI Platforms like Claude Actually Fit
Security leaders are experiencing pressure to adopt AI technologies as the conversation shifts from whether to integrate AI in Security Operations Centers (SOCs) to identifying optimal use cases. AI platforms like Claude, Codex, and Cursor are already being deployed to assist with detection writing, alert investigation, incident summarization, and workflow automation. The focus has evolved toward
AIAdversarial Exposure Validation Turns Security Visibility into Confident Prioritization
Security teams are drowning in findings and struggle not with visibility but with validation—determining which risks actually matter. The core challenge has shifted from discovering potential vulnerabilities to confidently prioritizing which ones require immediate action amid constant pressure and incomplete information. Adversarial exposure validation emerges as a critical capability for transfor
AIThe Hidden Security Risk in Modern Networks: The Work Between Tools
Despite increased network visibility through expanded tech stacks and AI-driven automation, organizations continue to face prolonged outages lasting hours with significant financial and reputational consequences. The persistent challenge lies in the gaps between security tools, where manual processes and coordination failures create vulnerabilities that automation alone cannot address.