DarkTrace

AI Infrastructure and the Evolving Attack Surface As organizations deploy generative AI into production environments, a new layer of infrastructure has emerged inside enterprise cloud environments: AI gateways. AI gateways are systems that sit between users, applications, and foundation models, often holding privileged cloud permissions and managing access to AI services at scale. Because of that role, AI gateways are becoming an increasingly important part of the enterprise attack surface.

Static AI guardrails are inherently limited As organizations adopt generative AI, many still assume that the right set of guardrails will be enough. The problem is you can’t anticipate every way these systems might be misused, abused or attacked. What NIST has done is put a mathematical foundation under that intuition.

Static AI guardrails are inherently limited As organizations adopt generative AI, many still assume that the right set of guardrails will be enough. The problem is you can’t anticipate every way these systems might be misused, abused or attacked. What NIST has done is put a mathematical foundation under that intuition.

The Reality of Securing AI in Motion Traditional security tools were built for environments defined by fixed rules and predictable workflows. But AI behavior is non-deterministic. The same prompt can produce different outcomes, and risk often emerges gradually as AI behavior adapts, and permissions drift over time. This creates a constantly shifting environment where security teams are working to define control in a system that resists stability.

How Darktrace Transformed Cybersecurity at Our Health Center: A CIO’s Perspective In my role as CIO, I bring years of experience leading IT for healthcare organizations. I’ve seen firsthand the unique cybersecurity challenges that nonprofit health centers face: limited budgets, small IT teams, and the constant pressure to prioritize patient care over technology investments.

Why shadow AI is emerging Imagine you’re an employee under pressure, deadlines stacking up, repetitive tasks piling higher by the day. You find a free AI tool online that promises to automate the work in seconds; no approvals are needed. It feels like a simple win, paste in some data, write a quick prompt, and move faster. But in that moment, something changed.

Introduction Darktrace’s Threat Research team is publishing this analysis to help defenders understand an active pattern of macOS tradecraft observed in multiple customer environments. This post summarizes the behaviors observed, how they were assessed, and what defenders can do now.

Why prompt analysis is emerging as a key AI security challenge If securing AI has been one of the defining cybersecurity conversations of the past year, prompt analysis is quickly becoming one of its most interesting frontiers. Security leaders are under pressure to understand how AI is being used across the business. In some organizations, that means governing employee use of chatbots.

Der einzige Anbieter mit einer Leader-Position in zwei Gartner Magic Quadrants – ESP & NDR. Lesen Sie die Branchenanalyse und erfahren Sie, wie Darktrace / EMAIL 55 % der Bedrohungen erkennt, die native Sicherheitslösungen übersehen. Bring every AI interaction into a single view. Understand intent, assess risk, protect sensitive data, and enforce policy across both human and agent activity.

Darktrace joins the OpenAI Daybreak Cyber Partner Program Today, we announced that Darktrace is joining the OpenAI Daybreak Cyber Partner Program. We’ll be partnering with OpenAI to explore how their cyber capabilities can be integrated within Darktrace products and services to bring new capabilities to our customers.