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AI in Cybersecurity

FireCompass IEEE Research Diagram - Belief-State Engine for Autonomous Security

(IEEE) Belief-State Engines: Solving Uncertainty in Autonomous Security Systems

FireCompass Research has published a new IEEE TecRxiv paper examining a technical weakness increasingly visible in autonomous cybersecurity systems built around large language models.  The work, Belief-State Engine: Augmenting LLMs for Principled Planning Under Partial Observability, was authored by two members of the FireCompass research team, including FireCompass co-founder and Head of Research, Arnab Chattopadhayay. … Read More »(IEEE) Belief-State Engines: Solving Uncertainty in Autonomous Security Systems

The Great AI Divide: Why the Security Industry Is About to Split in Two

Every major technology shift produces the same pattern. A new capability emerges. A small group of organizations moves fast and builds structural advantages. The rest watch, deliberate, run pilots, and wait for consensus. By the time consensus arrives, the gap is already too wide to close quickly. That pattern is playing out right now in… Read More »The Great AI Divide: Why the Security Industry Is About to Split in Two

Why AI May Disrupt Application Pentesting Earlier Than Most Security Teams Expect

What our firsthand experience building pentest agents taught us about verifiability, benchmark saturation, and where human researchers still matter most Our firsthand experience with application pentest agents at FireCompass has been unexpected. When we started building them, I assumed AI would become a useful force multiplier for researchers. I did not expect it to start… Read More »Why AI May Disrupt Application Pentesting Earlier Than Most Security Teams Expect

The AI Shift in Offensive Security: From Manual to Autonomous Agents

AI is fundamentally reshaping how offensive security operates. What was once a manual, checklist-driven exercise conducted once or twice a year is rapidly evolving into continuous, autonomous testing powered by intelligent agents. In this exclusive FireCompass webinar, industry leaders explored what this shift means for attackers, defenders, and security leaders navigating an increasingly hostile threat… Read More »The AI Shift in Offensive Security: From Manual to Autonomous Agents

Panel Brief | Top Breaches in Cyber Security in 2025

Executive Summary By the end of 2025, one reality became impossible to ignore: the barrier to executing high-impact cyberattacks has collapsed. The most damaging breaches of the year were not driven by novel zero-days or exotic techniques. Instead, they reflected something more concerning-capabilities once limited to nation-state or elite criminal groups are now widely accessible.… Read More »Panel Brief | Top Breaches in Cyber Security in 2025

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