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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...
Azure Linux 4.0 is Microsoft's first general-purpose Linux
Azure Linux 4.0 is Microsoft’s first general-purpose Linux Microsoft’s in-house Linux, the distribution that grew out of CBL-Mariner, just hit public preview as a general-purpose cloud OS you can run on any Azure VM. Here is why that is a real step in Microsoft’s Linux journey, not just a version bump. Microsoft shipped Azure Linux 4.0 into public preview at Build 2026, and for the first time you can run it on any Azure virtual machine, not just as the host underneath Azure Kubernetes Service.
LoopFM: Learning frOm HistOrical RePresentations of Foundation Model for Recommendation
arXiv:2605.29280v2 Announce Type: replace Abstract: Knowledge distillation (KD) transfers a single scalar prediction from a large foundation model (FM) to compact vertical models (VMs), suffering from diminishing transfer ratio -- the fraction of FM improvement captured by the VM -- as a single scalar cannot convey the rich intermediate knowledge that larger FMs learn. To address this bottleneck, we propose LoopFM (Learning frOm HistOrical RePresentations of FM), a framework that opens a...
Netrin-1 drives cell-type-specific plasticity of human dopaminergic neurons during circuit integration in a Parkinsonian model
The survival of transplanted ventral midbrain (vm) dopaminergic neurons (DAn) and their innervation of host striatal tissue are crucial for ameliorating motor symptoms in Parkinson`s disease (PD). However, human pluripotent stem cells (hPSC) show inferior axonal plasticity compared to fetal donor tissue. While modulation of the host environment with trophic cues, such as glial cell-derived neurotrophic factor (GDNF), can improve graft outcomes, these cues lack specificity for DAn, resulting...
Guard Analysis and Safe Erasure Gradual Typing: a Type System for Elixir
Announce Type: replace Abstract: We formalize a new type system for Elixir, a dynamically typed functional programming language of growing popularity that runs on the Erlang virtual machine. Our system combines gradual typing with semantic subtyping to enable precise, sound, and practical static type analysis, without requiring any changes to Elixir's compilation pipeline or runtime. Type soundness is ensured by leveraging runtime checks -- both implicit, from the Erlang VM, and explicit,...
Commvault says it's time to rethink resiliency as AI crooks leave victims in a 'dark, dead' state
AI-enabled cybercriminals have better tools and are inflicting more pain on their victims, wiping out virtual machines and hypervisors and leaving infrastructure in a "dark, dead" state after an attack, said Commvault Chief Technology Officer Brian Brockway. "The majority of cyber cases that we've seen in the customer base have moved well beyond the breaking inside, and encrypting and corrupting some of your key files and folders, to taking over control of your entire VM environment, wiping...
Capstone – multi-platform, multi-architecture disassembly framework
Welcome Capstone is a lightweight multi-platform, multi-architecture disassembly framework. Our target is to make Capstone the ultimate disassembly engine for binary analysis and reversing in the security community. Highlight features - Multi-architectures: ARM, ARM64 (ARMv8), BPF, Ethereum VM, M68K, M680X, Mips, MOS65XX, PowerPC, RISC-V, SH, Sparc, SystemZ, TMS320C64X, TriCore, Webassembly, XCore and X86 (16, 32, 64).
Linux Basics for Hackers
A structured course built from personal study notes of the book Linux Basics for Hackers by OccupyTheWeb. Each module breaks down the core concepts, commands, and practical examples in plain English — straightforward enough for beginners, detailed enough to actually be useful. - Plain English explanations of every concept - All key commands with examples - Quick reference tables - Diagrams where helpful - Practice exercises at the end - VirtualBox or any VM software - Kali Linux (64-bit)
Formal Verification of Secure Encrypted Virtualization
arXiv:2606.01381v1 Announce Type: new Abstract: Trusted execution environments (TEEs) provide a secure environment for data and code in use, ensuring that they are protected with respect to confidentiality and integrity. Virtual machine (VM)-based TEEs utilize virtualization technology to create isolated execution spaces that can support a complete operating system or specific applications. AMD secure encrypted virtualization (SEV) is a key technology used in confidential computing in the...