Confidential Containers
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dstack-capsule: Pod-Level Remote Attestation for Confidential Workloads on Kubernetes
arXiv:2606.03323v1 Announce Type: new Abstract: The rise of LLM-as-a-Service and other confidential cloud workloads demands cryptographic proof that user data is processed in a trusted, untampered environment. Existing solutions, notably Confidential Containers (CoCo), enforce a strict "one Pod per VM" model that attests only the Guest OS stack, leaving container-level identity unverified and incurring prohibitive per-VM resource overhead. We present dstack-capsule, a Kubernetes platform...
Implement Kubernetes Pod-Level Remote Attestation for Confidential Workloads on dstack
arXiv:2606.03323v2 Announce Type: replace Abstract: The rise of LLM-as-a-Service and other confidential cloud workloads demands cryptographic proof that user data is processed in a trusted, untampered environment. Existing solutions, notably Confidential Containers (CoCo), enforce a strict "one Pod per VM" model that attests only the Guest OS stack, leaving container-level identity unverified and incurring prohibitive per-VM resource overhead. We present dstack-capsule, a Kubernetes platform...
Differentially Private Joint Independence Test
Announce Type: replace-cross Abstract: Identification of joint dependence among several random vectors plays an important role in many statistical applications, where the data may contain sensitive or confidential information. In this paper, we consider the $d$-variable Hilbert-Schmidt independence criterion (dHSIC) in the context of differential privacy. Given that the limiting distribution of the empirical estimate of dHSIC is a complicated Gaussian chaos, constructing tests in the...
Another KPMG leader steps aside amid audit leak scandal fallout
KPMG Australia chief operating officer Eileen Hoggett steps aside as audit leak fallout widens Wed 3 Jun 2026 at 4:32pm In short: Eileen Hoggett's move marks another major change in the firm's leadership team after the chief executive and head of audit resigned last week. Ms Hoggett will return to a full-time audit role as investigations continue. The changes come after publicly aired revelations by a whistleblower that auditors at the firm had misused confidential client documents.
Bayeux Tapestry set to go on show at the British Museum
The medieval masterpiece will go on show at the London museum from September 2026 to July 2027, marking the 1,000th anniversary of William the Conqueror. The Bayeux Tapestry is preparing to leave France. A medieval masterpiece, this embroidery, which stretches for 70 metres and recounts the Norman conquest of England, will go on display at the British Museum in London from September 2026 to July 2027, to mark the 1,000th anniversary of William the Conqueror.
Show HN: Nucleus – A security-hardened, Nix-native container runtime
Extremely lightweight, security-hardened, declarative container runtime for agents and production services Nucleus is a minimalist container runtime for Linux. It provides isolated execution environments using Linux kernel primitives without the overhead of traditional container runtimes. For production services, it is designed around a fully declarative model: Nix builds the root filesystem, the NixOS module declares the service, and Nucleus mounts a pinned, reproducible closure at runtime.
Former Trump adviser John Bolton to plead guilty to retaining national security information
John Bolton, who served as national security adviser during President Donald Trump’s first term and later became one of his fiercest critics, has agreed to plead guilty to one count of retaining national security information, two sources familiar with the matter said. As part of the agreement reached with federal prosecutors, Bolton will be arraigned again on June 26, at which point the judge will have up to 90 days to render a sentence, the sources said. Bolton faces a potential sentence...
Why Ireland is under fire over its alumina exports to Russia
Though legal, Ireland's alumina exports to Russia have prompted outrage just as the country prepares to assume the EU Council's presidency. Ireland is under fire over its continued sales of alumina to Russia, raising concerns that the country might be indirectly helping Moscow fuel its war machine against Ukraine. Sold as white powder, alumina is the raw material used to produce aluminium, a lightweight metal commonly found in weapons and ammunition on the battlefield.
Automated Framework to Evaluate and Harden LLM System Instructions against Encoding Attacks
arXiv:2604.01039v2 Announce Type: replace Abstract: System Instructions in Large Language Models (LLMs) are commonly used to enforce safety policies, define agent behavior, and protect sensitive operational context in agentic AI applications. These instructions may contain sensitive information such as API credentials, internal policies, and privileged workflow definitions, making system instruction leakage a critical security risk highlighted in the OWASP Top 10 for LLM Applications....
Google shares 'Extortion email' sample that US firms may end up losing millions to
Google has published a new report warning against ongoing targeted campaigns against American companies by cyber criminals. Published by Google’s cybersecurity teams Mandiant and Google Threat Intelligence Group, the report highlighted a financially motivated data theft extortion campaign executed by the threat cluster UNC3753 (also tracked as "Luna Moth," “Chatty Spider,” and "Silent Ransom Group") targeting dozens of organizations across professional, legal, and financial services in the...