Cybersecurity / Zero trust architecture

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Toward Trustworthy AI: A Zero-Trust Framework for Foundational Models

Toward Trustworthy AI: A Zero-Trust Framework for Foundational Models

A white paper from the Secure Systems Research Center outlines a framework for securing large-scale AI models, emphasizing Zero-Trust principles. It addresses vulnerabilities and ethical risks while proposing strategies for governments and developers to create trustworthy AI systems.


What is the Zero-Trust security framework and how does it apply to AI models?
The Zero-Trust security framework is a model based on the principle of 'never trust, always verify,' requiring strict identity verification for every user and device attempting to access resources. Applied to AI models, it means implementing granular access controls based on least privilege, continuous monitoring, and real-time assessment to ensure that every interaction with AI systems is authenticated and authorized, thereby reducing vulnerabilities and mitigating risks such as data manipulation or unauthorized access.
How does AI enhance the effectiveness of the Zero-Trust security model?
AI enhances the Zero-Trust security model by providing continuous, real-time monitoring and anomaly detection of users, devices, and network activities. It enables context-aware access decisions by analyzing behavioral patterns and environmental factors, allowing dynamic adjustment of permissions. AI also supports predictive analytics to forecast potential security incidents, helping organizations proactively strengthen defenses and respond swiftly to emerging threats within a Zero-Trust framework.

24 June, 2025
IEEE Spectrum

How the US Military Is Redefining Zero Trust

How the US Military Is Redefining Zero Trust

Trust now hinges on the continuous validation and protection of data and identities at every interaction, rather than solely relying on network boundaries. This shift emphasizes the importance of robust security measures in today's digital landscape.


What does 'zero trust' mean in the context of US military cybersecurity?
Zero trust in US military cybersecurity means continuously validating and protecting data and identities at every interaction, rather than relying solely on traditional network boundaries. This approach assumes that adversaries may already have visibility into the network, so security must be enforced at every access point and transaction to prevent unauthorized access and data theft.
Sources: [1]
Why is the US Department of Defense extending zero trust principles to operational technology (OT) and Internet of Things (IoT) systems?
The Department of Defense is extending zero trust to OT and IoT systems because these environments have unique security challenges, such as the need for systems to fail safely without causing harm. OT and IoT require additional controls beyond traditional IT zero trust measures to ensure mission-critical assets like weapons systems and infrastructure remain secure against cyberattacks, especially given the increasing threat of adversaries targeting these systems.
Sources: [1]

24 June, 2025
darkreading

Everything you need to know about NIST’s new guidance in “SP 1800-35: Implementing a Zero Trust Architecture”

Everything you need to know about NIST’s new guidance in “SP 1800-35: Implementing a Zero Trust Architecture”

NIST's SP 1800-35 outlines practical steps for implementing Zero Trust Architecture (ZTA), emphasizing policy enforcement and secure access. Cloudflare's Zero Trust platform integrates seamlessly with various vendors, enhancing compliance and security across diverse environments.


What are the main challenges organizations face when implementing NIST’s Zero Trust Architecture guidance?
Organizations often encounter several challenges when implementing Zero Trust Architecture as outlined by NIST. These include integrating legacy systems that may not be compatible with Zero Trust principles, overcoming cultural resistance within the organization due to changes in security mindset and potential impacts on user experience, managing the complexity and cost of deployment, ensuring scalability as the network environment grows, and addressing operational challenges such as continuous verification that can affect productivity. Additionally, employee resistance can arise because access controls are dynamic and role-based, which may frustrate users with changing or unclear job roles.
Sources: [1], [2]
How does Cloudflare’s Zero Trust platform support compliance and security in implementing NIST’s Zero Trust Architecture?
Cloudflare’s Zero Trust platform integrates seamlessly with various vendors and environments, enhancing compliance and security by enforcing policies and securing access across diverse systems. This integration helps organizations align with NIST’s SP 1800-35 guidance by providing practical tools to implement Zero Trust principles effectively, ensuring secure access control and policy enforcement in complex and heterogeneous IT environments.

19 June, 2025
The Cloudflare Blog

NIST Outlines Real-World Zero Trust Examples

NIST Outlines Real-World Zero Trust Examples

The article discusses SP 1800-35, which provides 19 practical examples for implementing Zero Trust Architecture (ZTA) using readily available commercial technologies, highlighting innovative strategies for enhancing cybersecurity in modern organizations.


What is the main goal of NIST SP 1800-35 in terms of Zero Trust Architecture?
The main goal of NIST SP 1800-35 is to provide practical examples and guidance for implementing Zero Trust Architectures (ZTAs) using commercial technologies. This helps organizations secure their distributed resources and assets by assuming that no user or device can be trusted, regardless of location or previous verification.
Sources: [1]
How does NIST SP 1800-35 support the implementation of Zero Trust Architectures?
NIST SP 1800-35 supports the implementation of Zero Trust Architectures by providing 19 example implementations using commercial technologies. These examples serve as models that organizations can replicate, helping them understand how to apply zero trust principles effectively across different environments.
Sources: [1]

16 June, 2025
darkreading

Zero-Trust, Full Stack: Embedding Cybersecurity Principles Into Site Reliability Engineering Culture

Zero-Trust, Full Stack: Embedding Cybersecurity Principles Into Site Reliability Engineering Culture

As digital threats escalate, cybersecurity must advance beyond perimeter defenses. The article highlights the need for integrating security into DevOps, presenting site reliability engineers with opportunities to implement zero-trust principles throughout infrastructure.


What is Zero Trust, and how does it differ from traditional security models?
Zero Trust is a security framework that requires continuous verification of user and device identities before granting access to resources, unlike traditional models that trust users within the network perimeter. It operates on the principle of 'never trust, always verify' and is designed to secure modern digital infrastructures by enforcing least-privileged access and monitoring connections in real-time.
Sources: [1], [2]
How does integrating Zero Trust principles into Site Reliability Engineering (SRE) enhance cybersecurity?
Integrating Zero Trust principles into SRE enhances cybersecurity by ensuring that security is embedded throughout the infrastructure. This involves continuous monitoring and verification of access requests, enforcing least-privileged access, and dynamically adjusting security policies based on user behavior and device posture. This approach helps prevent data breaches by limiting the spread of potential threats within the network.
Sources: [1], [2]

09 June, 2025
DevOps.com

The Future Of Cybersecurity Leadership: Universal Zero Trust

The Future Of Cybersecurity Leadership: Universal Zero Trust

Universal zero trust enhances traditional zero trust principles by ensuring that every access request undergoes continuous verification and contextual assessment, strengthening security measures and protecting sensitive data in an increasingly complex digital landscape.


What is Universal Zero Trust Network Access (UZTNA), and how does it differ from traditional Zero Trust?
Universal Zero Trust Network Access (UZTNA) extends Zero Trust principles to all users and devices, regardless of location, ensuring consistent security policies. Unlike traditional Zero Trust, UZTNA centralizes access policies and applies them universally, eliminating the need for legacy appliances like VPNs and providing seamless user experiences (HPE, 2025; Zscaler, n.d.; The Network DNA, 2025).
Sources: [1], [2], [3]
How does Universal Zero Trust enhance security measures in a complex digital landscape?
Universal Zero Trust enhances security by continuously verifying and contextually assessing every access request, thereby strengthening security measures and protecting sensitive data. This approach ensures that no user or device is trusted by default, reducing the risk of data breaches in an increasingly complex digital environment (Cloudflare, n.d.).
Sources: [1]

30 May, 2025
Forbes - Innovation

Zero-trust is redefining cyber security in 2025

Zero-trust is redefining cyber security in 2025

The future of zero-trust emphasizes embedding resilience throughout organizations. SRM leaders are urged to rethink strategies to tackle emerging challenges and focus on critical areas for enhanced security and operational effectiveness.


What does the Zero Trust security model mean and how does it differ from traditional security approaches?
Zero Trust is a cybersecurity framework that assumes no user, device, or network—whether inside or outside the organization—should be automatically trusted. Unlike traditional security models that rely on a defined network perimeter and trust users within it, Zero Trust mandates continuous verification of identity and security posture before granting access to resources. It enforces principles such as explicit verification, least-privilege access, and assumes breach scenarios to enhance security resilience across modern digital infrastructures including cloud and remote environments.
Sources: [1], [2]
Why is Zero Trust considered essential for cybersecurity in 2025?
Zero Trust is essential in 2025 because traditional perimeter-based security models are obsolete due to permanent remote work, widespread cloud adoption, frequent supply chain attacks, and rising insider threats. Attackers no longer need to breach a network perimeter; they exploit VPNs, cloud APIs, or compromised devices. Zero Trust addresses these challenges by embedding resilience throughout organizations, requiring continuous authentication and authorization, and focusing on critical areas to enhance security and operational effectiveness.
Sources: [1]

29 May, 2025
ComputerWeekly.com

Phala Cloud

Phala Cloud

The article explores the concept of a zero-trust cloud framework designed to enhance security for artificial general intelligence (AGI). It emphasizes the importance of robust security measures in safeguarding AGI systems against potential threats and vulnerabilities.


What is the core concept behind Phala Cloud's security framework?
Phala Cloud utilizes a decentralized root of trust, combining Trusted Execution Environments (TEEs), Multi-Party Computation (MPC), Zero-Knowledge Proofs (ZKPs), and blockchain game theory to ensure secure and verifiable computations. This approach eliminates single points of failure and enhances security for applications like AGI.
Sources: [1]
How does Phala Cloud's zero-trust model contribute to safeguarding AGI systems?
Phala Cloud's zero-trust model ensures that no entity is trusted by default, continuously verifying the integrity of computations through auditable logs and cryptographic proofs. This framework prevents potential threats by maintaining confidentiality and tamper-proof execution of sensitive information, which is crucial for safeguarding AGI systems.
Sources: [1], [2]

14 May, 2025
Product Hunt

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