ZeroHour
DashboardNewsCVEsExploitsIncidentsAIBriefAnalyticsEntitiesWatchlistIOCsAsk the feedSourcesFeeds & APIKiosk mode

Search: “Ray”

453 stories

Searchkeywordsmart Sortlatesthotimportancerelevance
DomainAllCyberAIWindow24h3d7d30dAllIn the wildImportant onlyShow duplicates
CategoryAllMalware 73Industry 70Ransomware 65Vulnerability 62Policy & legal 38Data breach 37Exploit / PoC 26Threat actor 18Research 17Phishing & fraud 15AI tools & infra 12AI industry 8AI safety & security 3AI research 3
SeverityAllcritical 155high 126medium 45low 97info 30

Hierarchical NeRF with JAX3D for Volumetric Rendering, Novel-View Synthesis, and 3D Reconstruction

MarkTechPost tutorial implements a hierarchical NeRF in JAX using jax3d volume-rendering primitives for novel-view synthesis and 3D reconstruction.

The tutorial builds an end-to-end hierarchical Neural Radiance Field using JAX, Flax, Optax, and jax3d's volume-rendering functions (sample_along_rays, volume_rendering, sample_piecewise_constant_pdf). It implements positional encoding, skip connections, separate coarse and fine networks, and view-direction conditioning with hierarchical importance sampling. Training uses JAX JIT compilation, Adam optimization, exponential learning-rate decay, and gradient clipping. Evaluation covers PSNR, depth and opacity visualization, 360-degree rendering, and marching-cubes geometry extraction.

MarkTechPost · 2d agoAI research

U.S. CISA adds a Ray-Project Ray flaw to its Known Exploited Vulnerabilities catalog

CISA added actively exploited Ray RCE flaw CVE-2025-62593 (CVSS 9.4) to its KEV catalog, ordering federal agencies to patch by August 20, 2026.

CISA added CVE-2025-62593 (CVSS 9.4), a critical remote code execution flaw in the Ray AI compute engine, to its Known Exploited Vulnerabilities catalog with a due date of August 20, 2026. Versions before 2.52.0 relied on a User-Agent header check to guard the dashboard/API, which combined with DNS rebinding allows arbitrary code execution on developers' machines via malicious websites or ads. Aviatrix's analysis describes privilege escalation, lateral movement, command and control, and data exfiltration following exploitation. Federal civilian agencies must remediate under BOD 22-01; the flaw affects Firefox and Safari.

Security Affairs · 28d agoExploit / PoC in the wildCVE-2025-62593

CISA Flags Actively Exploited Ray Flaw That Can Trigger Browser

CISA added actively exploited Ray flaw CVE-2025-62593 (CVSS 9.4) to its KEV catalog; the DNS rebinding RCE has powered crypto-mining and DDoS botnet campaigns.

CISA added CVE-2025-62593 (CVSS 9.4) to its Known Exploited Vulnerabilities catalog, citing active exploitation of a DNS rebinding-driven RCE flaw in the Ray distributed computing framework, fixed in version 2.52.0. The flaw stems from missing authentication on critical Ray endpoints and an insufficient User-Agent header guard, exploitable against developers running Ray in Firefox or Safari via malicious websites or ads. RondoDox botnet operators incorporated the PoC exploit before the November 26, 2025 disclosure, and unpatched GPU-equipped clusters were hijacked into self-replicating crypto-mining botnets in the ShadowRay 2.0 campaign. FCEB agencies must apply fixes by August 20, 2026.

The Hacker News · 28d agoExploit / PoC in the wildCVE-2025-625931

Arm Mali G2-Ultra NX GPU: desktop-class mobile gameplay with AI-native graphics

Arm unveiled Mali G2-Ultra NX, its first AI-native mobile GPU with in-shader neural acceleration, third-gen ray tracing, and up to 24% higher benchmark performance.

Arm announced the Mali G2-Ultra NX, the first AI-native Mali GPU, integrating neural accelerators directly into shader cores alongside a new execution engine and third-generation hardware ray tracing. It introduces Neural Super Sampling (NSS), Neural Frame Rate Upscaling (NFRU), and Neural Super Sampling and Denoising (NSSD); the Neural Dawn demo with Sumo Digital showed up to 4x performance efficiency and 70% lower external memory traffic versus native rendering. Arm claims up to 24% higher benchmark performance, 13% lower DRAM traffic on ray tracing benchmarks, and up to 120 FPS with NFRU. Over 14 billion Mali GPUs have shipped to date.

Hacker News · AI · 8d agoAI industryHN 71↑ · 53 comments1

[webapps] Ray 2.56.0 - Directory Traversal & Local File Inclusion

Public exploit released for directory traversal and local file inclusion in Ray 2.56.0, the widely used distributed ML framework.

Exploit-DB entry 52635 publishes a web application exploit targeting Ray 2.56.0, the distributed computing framework from Anyscale commonly used for ML workloads. The PoC demonstrates a directory traversal and local file inclusion condition, allowing attackers to read files outside the intended path on an exposed Ray instance. Ray dashboard instances exposed to the internet could leak sensitive files such as credentials and configuration.

Exploit-DB · Aug 11, 2026Exploit / PoC

Researchers Show How Meta's 'Pervert Glasses' Are Used to Harass Women

University of Sydney researchers detail how pickup artists use Meta Ray-Ban smart glasses to covertly film and harass women, then post the videos on Instagram.

Researchers Joanne Gray, Milica Stilinovic, Marcus Carter, and Ben Egliston analyzed 350 Instagram videos posted between September 2023 and March 2026 showing unsolicited approaches to women filmed with smart glasses. They found a clear correlation between covert filming and harassment severity, arguing ambient capture creates 'borderline' harassment that evades platform moderation mechanisms. Instagram head Adam Mosseri said the platform would remove harassing pickup-line content, though similar videos remain widespread a month later. Meta's safeguards, such as the recording light, were previously criticized as insufficient, and users have modded glasses to disable the light.

404 Media · Aug 12, 2026AI safety & security