Smart search ranks by meaning as well as keywords (one row per story, last 45 days).
Apple shipped visionOS 26.6.1 (build 23O780), a security and maintenance update for Vision Pro headsets.
Apple listed the visionOS 26.6.1 release (build 23O780) on August 17, 2026. The announcement contains only download and release note links, with no CVE identifiers or exploitation details disclosed in the feed text. Updates to visionOS generally bundle security patches alongside functional improvements for Apple Vision Pro.
Apple seeded visionOS 27.0 release candidate build 24M362 to developers ahead of the general release.
Apple released the visionOS 27.0 release candidate (build 24M362) through its developer releases feed. The listing only provides downloads and release notes, with no security content or CVE details. RC builds typically precede the public availability of the final OS version.
Apple ships visionOS 27.0 (build 24M362) for Vision Pro; release notice contains no security or CVE details.
Apple announced the general availability of visionOS 27.0, build 24M362, via its developer release feed. The notice contains only download and release-notes links with no vulnerability or CVE information. Defenders should consult the security release notes to determine if patches affect Apple Vision Pro devices.
Apple seeded visionOS 27.0 beta 8 (build 24M5361a) to developers, continuing the Vision Pro pre-release testing cycle.
Apple released visionOS 27.0 beta 8, build 24M5361a, to its developer program on August 31, 2026. The listing offers only downloads and release notes with no disclosed security fixes or CVEs. This is the eighth beta in the visionOS 27.0 cycle ahead of the stable release.
Apple seeded visionOS 27.2 beta build 24N5088l to developers with no security details disclosed in the release listing.
Apple released visionOS 27.2 beta (build 24N5088l) to developers on September 16, 2026, per its software release listing. The listing contains only download links and a pointer to release notes, with no security content or vulnerability details. It is a routine developer beta with no reported exploitable issues.
Apple released iPadOS 26.6.1 (build 23G83), a maintenance update applying security fixes to iPads on the iPadOS 26 line.
Apple listed iPadOS 26.6.1 (build 23G83) on August 17, 2026. The release entry contains only download links and release notes, with no CVE identifiers or exploitation details in the announcement. The matching build number with iOS 26.6.1 indicates shared core components updated in tandem across Apple platforms.
Apple seeded tvOS 27.0 release candidate build 24J360 to developers ahead of the general release.
Apple released the tvOS 27.0 release candidate (build 24J360) through its developer releases feed. The listing only provides downloads and release notes, with no security content or CVE details. RC builds typically precede the public availability of the final OS version.
Apple released tvOS 27.0 (build 24J361) with no security fixes detailed in the announcement.
Apple published tvOS 27.0 (24J361) on its developer news feed. The notice contains only download and release-note links with no security content described. Any security fixes would be listed in the full release notes.
Apple released macOS 26.6.2 (build 25G83), a point update delivering security patches for Macs on the macOS 26 line.
Apple published macOS 26.6.2 (build 25G83) on August 17, 2026 via its software releases feed. The listing offers downloads and release notes only, without disclosing CVE identifiers or exploitation status. Security-focused point updates for macOS are relevant to enterprise Mac fleets and should be tested and deployed routinely.
DeepSeek released V4.1-Flash, an open-weight 763B-parameter model with a novel causal encoder-decoder architecture, 1M context, vision input, and MIT license.
DeepSeek launched V4.1-Flash, an open-weight MIT-licensed model using a novel causal encoder-decoder architecture with 763B total parameters and asymmetric active parameters: 8B for prefill and 16B for decode. It supports 1M-token context and text+image input, priced at $0.30 per 1M input and $1.20 per 1M output tokens with a 50% off-peak discount. Artificial Analysis scored it 40 on its Intelligence Index, above DeepSeek V4 Pro 0813, and Vals ranked it the #1 open-weight model ahead of Kimi K3. Baseten shipped day-0 support and Ollama began rolling it out to paid subscribers.
Apple released iPadOS 26.6.2 (build 23G90), a minor software update listed on its developer releases page without vulnerability details.
Apple released iPadOS 26.6.2, build 23G90, listed on its developer software releases page dated September 8, 2026. The available page content only provides download links, with no published vulnerability details, CVEs, or change notes in the source text.
Apple patched a record 261 vulnerabilities across iOS 27, macOS Golden Gate 27, watchOS 27, and other platforms, with none flagged as exploited.
Apple's annual OS update shipped iOS/iPadOS 27, macOS Golden Gate 27, tvOS 27, watchOS 27, and visionOS 27 plus bug-fix releases for the 26 and 15 branches, fixing a record 261 vulnerabilities. Notable issues include multiple kernel flaws allowing root privilege escalation (CVE-2026-43689, CVE-2026-43691, CVE-2026-43698, CVE-2026-43786), remote code execution in CUPS (CVE-2026-43692), kernel memory corruption via malicious NFS servers (CVE-2026-43686, CVE-2026-43687), and WebKit memory corruption from crafted web content (CVE-2026-43715). No vulnerabilities are labeled as actively exploited, and Apple does not assign per-CVE severities. Users report iOS 26.7 being downloaded when iOS 27 is intended, and tools like Little Snitch and BlockBlock need updates before upgrading to macOS 27.
Apple seeded watchOS 27.0 release candidate build 24R363 to developers ahead of the general release.
Apple released the watchOS 27.0 release candidate (build 24R363) through its developer releases feed. The listing only provides downloads and release notes, with no security content or CVE details. RC builds typically precede the public availability of the final OS version.
Apple seeded tvOS 27.2 beta build 24K5088l to developers with no security details disclosed in the release listing.
Apple released tvOS 27.2 beta (build 24K5088l) to developers on September 16, 2026, per its software release listing. The listing contains only download links and a pointer to release notes, with no security content or vulnerability details. It is a routine developer beta with no reported exploitable issues.
Apple released iOS 27 and macOS Golden Gate 27 with a LLM-based Siri AI overhaul powered by new AFM 3 on-device and cloud models.
Apple shipped its 2026 annual OS updates: iOS 27, macOS 27 Golden Gate, watchOS 27, visionOS 27, and tvOS 27. Siri AI is the flagship feature, offering context-aware responses, personal history search, app interaction, and a dedicated Siri app. The stack includes AFM 3 Core (3B parameters on-device), AFM 3 Core Advanced (20B sparse model activating 1-4B parameters), plus AFM 3 Cloud, ADM 3 Cloud (Image), and AFM 3 Cloud Pro server models. Additional features include prompt-generated Shortcuts and Safari extensions, new photo editing options, and a Liquid Glass transparency slider.
Researchers introduce KoNA, a benchmark exposing vision-language models' failures at selective non-compliance, plus fine-tuning that improves refusal and abstention accuracy.
KoNA is a benchmark for evaluating selective non-compliance in vision-language models across five categories: False Premise, Visual Inaccessibility, Universal Unknown, Task Feasibility and Safety. It tests both query-level and component-level non-compliance using paired single and compound queries, and evaluations across diverse VLMs show models often fail to refuse, correct or abstain appropriately, with failures worsening on compound queries. Fine-tuning VLMs on KoNA examples substantially improves non-compliance accuracy while largely maintaining performance on fully answerable tasks.
Apple seeded watchOS 27.0 beta 8 (build 24R5360a) to developers with no security fixes disclosed in the release listing.
Apple released watchOS 27.0 beta 8, build 24R5360a, to its developer program on August 31, 2026. The listing provides only downloads and release notes without any disclosed vulnerability information. This is the eighth pre-release seed in the watchOS 27.0 cycle.
Apple seeded the macOS 27.0 Release Candidate (build 26A428) to developers ahead of the final public release.
Apple published a Release Candidate build of macOS 27.0, labeled 26A428, on its developer release page. The notice only provides download and release-notes links and includes no security content, CVEs, or threat information. RC builds typically precede the general availability of the final operating system version.
Researchers added Greek to the Cosmos3 vision-language-action policy using only machine-rephrased instructions, finding bilingual training reaches roughly two fifths of English performance.
The paper studies localizing the open Cosmos3 vision-language-action robot policy to Greek without architectural changes, using machine-rephrased instructions only. Bilingual training yields a consistent 6.7-7.1 point margin over controls on a 90-task, three-seed evaluation suite, while Greek-only training gains at most 2.7 points. Several common evaluation instruments, including color-histogram metrics and single-goal benchmarks, produced false conclusions, and results were dominated by seed variation. The authors recommend building guaranteed-null baselines and replicating low-resource-language results across seeds.
Apple released watchOS 27.0 (build 24R364) with no security fixes detailed in the announcement.
Apple published watchOS 27.0 (24R364) on its developer news feed. The notice contains only download and release-note links with no security content described. Defenders should check the release notes for any security fixes.
LLaDA-UI, a 16.7B block-wise diffusion vision-language GUI agent, outperforms Qwen2.5-VL-7B and beats Qwen3-VL-8B on four of six GUI benchmarks.
LLaDA-UI is a 16.7B-parameter MoE-based, block-wise diffusion vision-language GUI agent built on the LLaDA2.0-mini-base diffusion language backbone with a native-resolution vision encoder. It uses a two-stage pipeline: general multimodal pre-training followed by GUI-agent supervised fine-tuning on mobile, desktop, web, and grounding data. It substantially outperforms Qwen2.5-VL-7B and surpasses Qwen3-VL-8B on four of six reported GUI benchmarks, establishing block-wise diffusion as a practical paradigm for latency-sensitive multimodal agents.
ThinkPrior builds zero-rollout difficulty priors via an offline verifier-anchored pass, halving silent groups in RLVR and cutting wasted rollouts on Qwen2.5-Math-7B.
In GRPO-based RLVR, groups where all rollouts are correct or all are wrong yield zero advantages and consume about 39% of a run's rollouts under uniform sampling. ThinkPrior initializes a Beta posterior from an external anchor pass's verifier-scored pass rate, selecting prompts by expected learnability before any target-policy rollout, without changing the loss or optimizer. On Qwen2.5-Math-7B across sixteen seeds it more than halves early silent groups and cuts wasted rollouts through step 30 by nearly a fifth, with no detected final-accuracy difference. The ThinkPrior+DAPO composition reduces generated rollouts by 10.6% at an equal 3,840-rollout update budget.
Apple seeded tvOS 27.0 beta 8 (build 24J5360a) to developers as the annual fall OS release cycle approaches final builds.
Apple released the eighth beta of tvOS 27.0, build 24J5360a, through its developer program on August 31, 2026. The listing contains only download links and release notes with no disclosed security fixes or CVEs. Beta 8 indicates the pre-release cycle is nearing the stable 27.0 rollout.
CCCS relays Apple's September 14, 2026 security updates fixing vulnerabilities across iOS 27, macOS Tahoe 26.7, Sequoia 15.8, Safari, and other products.
The Canadian Centre for Cyber Security (AV26-930) notes that as of September 14, 2026, Apple has addressed vulnerabilities in iOS and iPadOS prior to 27, macOS Golden Gate prior to 27, macOS Tahoe prior to 26.7, macOS Sequoia prior to 15.8, plus tvOS, watchOS, visionOS 27, Safari, and Xcode prior to 27. The bulletin provides no CVE identifiers or exploitation details. Users and administrators are encouraged to review Apple's security releases and apply the updates.
Nous Research's Hermes Desktop now offers one-click local model setup that reads hardware, picks a fitting quantization, downloads weights, and configures llama.cpp automatically.
Hermes Desktop, the MIT-licensed build of the open-source Hermes Agent, now sets up local models in one click: it reads the machine's hardware, selects a model that fits, downloads weights, and configures the inference runtime. It manages a pinned llama.cpp build with CUDA, Metal, Vulkan, HIP, and CPU backends, and shows green/amber/red memory-fit verdicts per catalog model before download. Quantization floors at 4-bit, and recommended models guarantee at least a 64K context window protected by ordered RAM offload (expert weights first, never the attention cache). It runs on macOS 12+, Windows 10/11, and Linux with no account required for local models.
Homebrew 7.0.0 adds a built-in vulnerability scanner (brew vulns), a Homebrew advisory database, stronger sandboxing, and the BrewUI GUI.
Homebrew 7.0.0 ships a native BrewUI graphical interface for macOS 26 Tahoe and later, plus a new 'brew vulns' command that queries OSV.dev in batch to flag vulnerabilities in installed formulae, specific packages, or Brewfile dependencies. The release also introduces a Homebrew-specific OSV-format advisory database distinguishing outstanding vulnerabilities from backported fixes. Sandbox improvements block home directory access by default and separate network-enabled dependency downloads from offline installs.
Apple released macOS 27.0 (build 26A428) with no security fixes detailed in the announcement.
Apple published macOS 27.0 (26A428) on its developer news feed. The notice only links to downloads and release notes without describing security updates. macOS major releases typically include security fixes detailed in separate notes.
Apple released iPadOS 26.7 (build 23H24) on September 9, 2026; the notice lists downloads without describing security fixes.
Apple shipped iPadOS 26.7, build 23H24, made available through its developer downloads page on September 9, 2026. The release announcement provides no description of changes, vulnerabilities, or CVEs. Apple point releases frequently bundle security patches, but none are confirmed in the available text.
DriveZero pairs a frozen vision-foundation-model perception stack with a PPO-trained closed-loop RL teacher to beat replay experts on nuPlan.
DriveZero is an end-to-end camera-only autonomous-driving planner that separates perception and action. Its DriveVFM perception backbone consolidates frozen vision foundation models (DINOv3, SigLIP2, SAM, Depth Anything V2) from raw images without task annotations, while DriveRL trains a privileged PPO teacher policy through closed-loop rollouts in interactive worlds built from real driving logs. The planner distills this teacher, achieving a 93.57 mean nuPlan score across Val14, Test14-hard and Test14-random splits and beating the Log-Replay expert on all three. It also sets state of the art on NAVSIMv1, NAVSIMv2 and closed-loop HUGSIM without human trajectory supervision.
SenseTime releases SenseNova-U1.5, an 8B-MoT encoder-free multimodal model unifying visual understanding, reasoning, and generation with native 4K resolution.
SenseNova-U1.5 is an 8B mixture-of-transformers multimodal model with an encoder-free, VAE-free architecture that understands, reasons about, and generates visual content at native resolutions up to 4K. Post-training optimizes specialized experts for visual aesthetics, bilingual text rendering, infographic generation, and image editing, consolidated through multi-expert on-policy distillation. Evaluations report gains in image fidelity, text rendering, multi-reference editing, and instruction following. The team plans to open-source training code including supervised fine-tuning, reinforcement learning, and on-policy distillation.