Software Engineering

The article explores how SSRF vulnerabilities arise when the security verdict of a URL validator is not preserved through the entire request lifecycle. It identifies specific 'handoff' points where discrepancies between parsers and clients can lead to unauthorized access to internal resources.

The article details a large-scale statistical study of compiler signatures found in over 690,000 malicious PE files. By parsing the undocumented MSVC Rich Header and other toolchain signatures, the author provides insights into the development environments used by malware authors.

Ibteda Digital Library details the evolution of their large-scale book digitization project from a manual, labor-intensive process to an automated approach. By leveraging ten years of manual cropping decisions as training data, they aim to overcome the limitations of traditional computer vision in handling diverse historical artifacts.

This technical presentation provides a rigorous mathematical proof regarding the additive properties of quantum error syndromes. It specifically focuses on showing how the syndrome map functions as a homomorphism under modulo 2 arithmetic.

This technical analysis compares the efficiency and reasoning capabilities of DeepSeek's V4-Flash and V4-Pro models through real-world coding challenges. The study finds that while both models perform equally on simple tasks, the cheaper Flash model excels in complex optimization and matches the flagship's cost-effectiveness despite much higher token usage.

A collaborative effort between a Chinese startup and USTC has successfully demonstrated a 16-qubit on-chip photonic MBQC system. The breakthrough uses high-dimensional encoding to significantly reduce the complexity of photon entanglement requirements.

Nord Quantique is developing a quantum computing architecture based on bosonic codes to minimize the overhead required for error correction. By encoding information in microwave photons within superconducting cavities, they aim to scale logical qubits efficiently.

Pasqal has achieved a major milestone in quantum scaling by integrating atom-trapping capabilities directly onto silicon nitride photonic chips. This advancement aims to replace massive optical setups with compact, foundry-ready hardware to support large-scale fault-tolerant quantum computing.

Quantum Optics Jena's ELVIS hardware platform has achieved a significant security milestone by passing an independent ISO/IEC 23837 evaluation. The audit, conducted by TÜVIT, confirmed the absence of major side-channel vulnerabilities in the system's entanglement-based architecture.

A security researcher details the discovery of a heap corruption bug in KVM's SEV-SNP implementation that enables guest-to-host escapes. The vulnerability arises from improper bounds checking during the processing of Page State Change requests.

Quantinuum and Oracle are partnering to host the Helios quantum processor within Oracle Cloud Infrastructure to support hybrid quantum-AI applications. This integration allows enterprises to access high-fidelity trapped-ion quantum computing alongside classical HPC and GPU resources via a managed cloud service.

China is launching a national committee to standardize the quantum information industry, covering everything from computing to precision measurement. This regulatory move follows major technical breakthroughs like the Jiuzhang 4.0 prototype and aims to facilitate commercialization.

OptQC and NTT have signed a strategic alliance to realize a massive one-million-qubit optical quantum computer by 2030. The partnership integrates advanced optical communications with quantum hardware to address complex industrial challenges.

D-Wave and Nasdaq Verafin are partnering to develop quantum-hybrid workflows for enhanced financial crime detection. The initiative aims to utilize quantum annealing to uncover complex fraud patterns within massive transaction datasets.

Researchers have identified a supply-chain backdoor named ENDLESSDOORS embedded in numerous Zbtlink-manufactured 5G routers. The implant allows unauthorized remote root access by phoning home to attacker-controlled command and control servers.

A multi-institutional group of scientists and engineers has released a strategic roadmap for the development of scalable neutral-atom quantum computers. The plan emphasizes a systems-level approach, integrating hardware improvements with advancements in error correction, networking, and software compilers.

HRL Laboratories has successfully showcased a silicon spin QPU that operates without real-time instruction from external room-temperature electronics. This breakthrough addresses critical scaling bottlenecks in quantum computing by integrating control logic directly within the cryostat.

A new industry roadmap from QED-C and CQN outlines the path toward a functional quantum internet by analyzing ten high-impact use cases. The report emphasizes that while some short-range applications are near commercial maturity, significant breakthroughs in repeater technology and network switching are required for wide-area deployment.

ZuriQ has announced a $25.5 million seed round to scale its innovative 2D trapped-ion quantum computing platform. Through a collaboration with Infineon, the company aims to leverage industrial semiconductor manufacturing to create scalable, high-density qubit arrays.

The article maps a highly interconnected ecosystem of automation operators who share obfuscation tools, device fingerprints, and distribution networks. By analyzing Git history deletions and shared code patterns, the author proves that seemingly independent actors are part of a unified supply chain.

IBM and Qedma successfully utilized error-mitigation software to perform quantum simulations that classical supercomputers could not reliably replicate. This milestone establishes a workflow for using current noisy quantum hardware as a trusted tool for advanced scientific research.

The Israel Innovation Authority is investing NIS 100 million to create a national quantum computing R&D center. This infrastructure will allow Israeli researchers and companies to evaluate, integrate, and develop applications across various quantum platforms.

IQM and Deutsche Bahn have demonstrated a hybrid quantum-classical framework capable of solving complex railway scheduling problems using real-world data. The study proves that current quantum hardware can produce feasible optimization results through a scalable, modular architecture.

Researchers from AWS, NVIDIA, LBNL, and NASA have developed a framework to guide infrastructure decisions for quantum-classical integration. The model helps determine when quantum hardware requires physical co-location with supercomputers versus when remote cloud connectivity is sufficient.

A collaborative research effort has successfully implemented a 'waffle grid' superconducting circuit that achieves predicted gauge symmetries. This advancement serves as a critical experimental precursor to building scalable topological quantum computers that are inherently resistant to noise.

Zhongqi Wuliang's new Qinghe No. 1 quantum computer aims to revolutionize data center integration by using neutral-atom technology to bypass massive cryogenic infrastructure. The server-rack form factor represents a significant step toward making quantum hardware compatible with existing enterprise cloud environments.

A new hybrid quantum-classical AI system has successfully designed peptides that bind to rare immune-system proteins. By replacing random noise with structured patterns from a photonic quantum computer, the model improves peptide discovery for difficult-to-predict genetic variants.

gpuhedge is a specialized router that mitigates the high latency of serverless GPU cold starts by simultaneously managing requests across different providers. By using intelligent policies to switch from a primary to a backup provider, it significantly improves tail latency while actually reducing total compute expenditure.

PsiQuantum is pursuing an ambitious roadmap to develop a million-qubit quantum computer through large-scale manufacturing and industrial partnerships. While the company's technical specifics remain somewhat opaque compared to competitors like Google or IBM, they are focusing on software development and commercial use cases.

Chiron is a specialized verification engine that provides mathematical certainty for AI model outputs by refusing to certify any pattern it cannot prove on held-out data. It offers a structural governance layer that generates machine-readable certificates of truth for developers, auditors, and security researchers.

Tech giants are moving up their quantum-safe security deadlines to 2029 to combat the accelerating threat of quantum decryption. Organizations are urged to begin cryptographic inventories and implement crypto-agility immediately to protect against 'harvest now, decrypt later' attacks.

TorchJD is a specialized PyTorch library for optimizing neural networks with multiple simultaneous loss functions. It implements advanced methods like Jacobian descent and scalarization to resolve optimization conflicts in multi-task learning.

The article details the discovery of CVE-2026-46242, a critical race-condition bug in the Linux kernel's epoll subsystem. This vulnerability enables local privilege escalation to root on various platforms including Android.

Researcher Hyunwoo Kim discovered a high-severity use-after-free vulnerability in the Linux KVM subsystem called Januscape. This flaw enables untrusted guest VMs to break out of their isolation and potentially take control of the host operating system.

An audit of the OpenReception medical booking platform uncovered 16 vulnerabilities, featuring critical flaws in authorization logic. These exploits allow attackers to escalate privileges to global administrator and compromise the platform's core end-to-end encryption feature.

The article examines the discrepancy between the massive financial and political hype surrounding quantum computing and its current lack of practical utility. It highlights ongoing debates between corporate claims of progress and academic skepticism regarding hardware capabilities.

The researchers present Program-as-Weights (PAW), a paradigm that shifts LLM usage from expensive per-input API calls to a 'compile-once, run-locally' model using neural adapters. This approach allows small, specialized models to outperform massive foundation models on specific fuzzy tasks while maintaining high efficiency and privacy.

The article reframes the debate over how many qubits are needed for quantum utility by focusing on logical vs. physical qubit ratios and specific application requirements. It identifies early scientific breakthroughs likely to occur within the range of tens to hundreds of logical qubits.

Kuma introduces a way to run trained PyTorch models live in the browser by compiling them into a specialized '.iph' format. By leveraging WebGPU and embedded WGSL shaders, it eliminates the need for server-side inference or heavy runtime dependencies.

Infleqtion has unveiled America’s Quantum Space Initiative, a multi-partner effort to advance quantum-enabled space infrastructure. The initiative seeks to integrate quantum sensing and computing into next-generation space missions for defense and commercial use.

This article introduces tinytorchcompile, a simplified single-file implementation of the torch.compile mechanism focusing on operator fusion. It provides empirical evidence that fusing operations into a single kernel is essential for bypassing memory bandwidth limitations.

Researchers have successfully validated the Helios 98-qubit trapped-ion quantum processor, showcasing industry-leading gate fidelities and advanced architectural features. The system's real-time control stack allows for complex algorithmic execution that challenges even the most powerful classical supercomputing architectures.

Researchers at elttam have identified critical vulnerabilities in Jupyter Enterprise Gateway that enable cluster-wide compromise. By exploiting improper validation of environment variables, an attacker can bypass security constraints to gain root access within a Kubernetes pod.

Researchers have demonstrated a resilient 303 km quantum-secured network using a combination of single-mode and multi-core fiber technologies. The trial showcased high-efficiency photon detection and the ability to maintain secure communication through trusted-node relay even under simulated network noise.

Threat actors have successfully compromised dozens of Microsoft-owned repositories to deploy the Miasma malware via supply-chain attacks. The malware is designed to steal cloud credentials and spread laterally through developer environments by exploiting AI coding agents.

More than 30 Red Hat npm packages were compromised in a supply-chain attack using the Miasma malware to steal developer credentials. The attack was executed via a compromised GitHub account and targeted various cloud and infrastructure secrets.

WasmForge is a novel loader designed to wrap offensive security tools in WebAssembly to evade EDR detection. It achieves this by providing a custom runtime environment that bridges WASM modules to native host APIs without requiring changes to the original tool's source code.

Atom Computing has successfully demonstrated complete quantum error correction using neutral atom qubits and the toric code. This breakthrough enables the real-time detection and replacement of lost qubits, marking a major step toward scalable quantum computing.

IBM is committing $10 billion to accelerate quantum computing capabilities, targeting the achievement of fault-tolerant systems by 2029. The plan includes a major partnership with the U.S. government to build a specialized quantum chip foundry in New York.

The quantum computing field is shifting its focus from building single, massive processors to developing modular, interconnected systems. This strategic pivot allows for the combination of diverse qubit modalities and advanced networking technologies, paving the way for scalable quantum data centers.

The US government has committed $2 billion in equity investments to support the quantum computing sector. However, this funding is being challenged by Congress, which argues the money was intended only for semiconductor research, not general quantum development.

Quantinuum submitted an amended S-1A filing for its Initial Public Offering, finalizing its valuation and share structure. Crucially, the filing also detailed a significant non-binding agreement with the U.S. Department of Commerce for up to $100 million under the CHIPS Act, focusing on advanced quantum hardware development.

A new side-channel attack named FROST allows websites to bypass browser sandboxing by analyzing SSD latency. By using deep learning to process I/O traces, attackers can fingerprint the applications and websites running on a user's device.

The article argues that traditional user-space security monitoring agents are structurally weak because they share privileges with the workloads they monitor, allowing attackers to easily disable them. eBPF solves this by embedding probes directly into the Linux kernel's syscall interface, providing robust, high-performance, and persistent visibility into all system activity.

Aramco has partnered with Pasqal to introduce the Middle East’s first commercial Quantum Computing as a Service (QCaaS) platform in Saudi Arabia. This cloud-based infrastructure uses a 200-qubit, neutral-atom QPU to solve high-value industrial problems across energy and logistics, aligning with Saudi Vision 2030 goals.

Experts argue that while U.S. quantum science is strong, global competition demands a shift from basic physics discovery to engineering scalable, manufacturable systems. The solution requires a coordinated, national strategy—similar to the semiconductor industry—to build shared infrastructure, standards, and a robust workforce.

The US Cybersecurity and Infrastructure Security Agency (CISA) was found to have left a massive GitHub repository containing plain-text credentials and infrastructure secrets public for six months. The leak, discovered by a GitGuardian researcher, exposed access to critical systems like AWS, Azure, and Kubernetes, highlighting severe internal security lapses.

Quantinuum and Synopsys announced a strategic partnership to embed quantum algorithms directly into industrial engineering simulation software. This initiative aims to overcome the computational limits of classical high-performance computing by providing quantum-native solvers for complex physical modeling.

Italtel and Quantum Bridge Technologies have formed a strategic partnership to deploy quantum-safe network security solutions. This initiative leverages QBT's proprietary Distributed Symmetric Key Establishment (DSKE) technology to protect critical infrastructure from advanced quantum cryptanalytic threats.

GitHub reported detecting and containing a security breach concerning unauthorized access to its internal repositories. The compromise originated from a poisoned VS Code extension found on an employee's device, prompting immediate incident response measures.

A security scan discovered that 25% of 6,000 web applications fail to verify Stripe webhook signatures, allowing for unauthorized payment bypass. This flaw enables attackers to forge successful payment events and upgrade account statuses without actual charges.

A critical Linux kernel flaw known as 'CopyFail' is currently being exploited by attackers to gain full root access to vulnerable systems. The vulnerability affects a wide range of Linux distributions and requires only a local foothold to execute.

Hyunwoo Kim has announced Dirty Frag, a zero-day local privilege escalation vulnerability that enables root access on all major Linux distributions. The disclosure includes functional exploit code and a script to mitigate the threat by removing vulnerable modules.