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AI Safety & Governance

Making autonomous security systems safe, accountable and governable.

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

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

FireCompass Research has published a new IEEE TechRxiv 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 TechRxiv & arXiv) Belief-State Engines: Solving Uncertainty in Autonomous Security Systems

Visual showing the widening gap between AI-powered attackers and traditional security defenders

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

Autonomous Penetration Testing Is Growing Up

For the last few years, autonomous penetration testing has been defined by proof of possibility that machines can plan and execute attacks without human operators. That question has been answered. The real question today is far more important: Can autonomous penetration testing operate credibly inside real enterprise environments continuously, safely, and at scale? At FireCompass,… Read More »Autonomous Penetration Testing Is Growing Up

The Coming Shift in Enterprise Cyber Offense : Why Autonomous Penetration Testing Will Redefine Cyber Strategy

1 Introduction Across industries, cybersecurity leaders are confronting a problem that is no longer defined by the strength of their controls, but by the speed at which their environments change. Cloud services now scale in minutes, SaaS ecosystems evolve without central visibility, and DevOps pipelines introduce configuration changes hundreds of times per day. As a… Read More »The Coming Shift in Enterprise Cyber Offense : Why Autonomous Penetration Testing Will Redefine Cyber Strategy

GenAi Risks Firecompass and CISO

Generative AI Risks & Impact On CISOs and Their Teams

Generative AI can be used in a variety of applications, including image and speech recognition, natural language processing, and cybersecurity. In the context of cybersecurity, generative AI can be used to learn from existing data or simulation agents and then generate new artifacts. For example, generative cybersecurity AI can be used to develop secure application… Read More »Generative AI Risks & Impact On CISOs and Their Teams

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