Search: “Max”

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Hackers hijack HBO Max Reddit account to push malware in ClickFix ads

Hackers hijacked HBO Max's verified Reddit account to run 108 ClickFix ads delivering infostealers and crypto clippers to Windows and macOS users.

Hudson Rock and ADAMnetworks linked the hijacked u/hbomax Reddit account to a campaign they call PasteSwitch, which ran 108 malicious ads over roughly 48 hours pushing sites like hbomaxx.us, codex-craft.com, and code-desktop.com. ClickFix social engineering tricks victims into pasting Base64-obfuscated shell or PowerShell commands into Terminal or Run, delivering MacSync, AMOS helper persistence, Amatera Stealer loaded in-memory, and the AnimateClipper and ZigClipper crypto clipboard hijackers. Windows chains used an MP3/HTA polyglot to create scheduled tasks, disable AMSI, and launch 32-bit PowerShell; fake Ledger, Trezor Suite, and Exodus wallet apps steal recovery phrases. Reddit admins paused the ads, and it remains unclear how the account was accessed.

BleepingComputerupdated Sep 15, 11:51 UTC · 2d agofirst Sep 14, 18:34 UTC · 2d agoMalware in the wild 7 sources

HBO Max Reddit Account Hijacked to Spread PasteSwitch ClickFix Malware

Hijacked HBO Max verified Reddit account ran 108 ClickFix malvertising ads delivering AMOS and Amatera stealers plus crypto clippers to macOS and Windows users.

Threat actors hijacked HBO Max's verified Reddit account (u/hbomax) to run 108 malicious ClickFix ads over 48 hours in a campaign tracked as PasteSwitch, researched by Hudson Rock and ADAMnetworks. macOS victims were served curl | zsh chains deploying MacSync and Atomic macOS Stealer (AMOS), which harvest browser credentials, Telegram data, Apple Notes, and macOS passwords, while fake Ledger, Trezor, and Exodus apps targeted BIP39 seed phrases. Windows users received an InstallFix chain using an MP3/HTA polyglot with mshta and PowerShell, scheduled-task persistence, AMSI disabling, and in-memory Amatera Stealer that hid C2 traffic (77.91.65.13:443) behind a facebook.com TLS SNI. AnimateClipper and ZigClipper components swapped copied crypto wallet addresses and used Binance Smart Chain contracts as mutable C2 dead drops; Reddit paused the ads and the initial access path remains undisclosed.

GBHackersupdated Sep 15, 11:51 UTC · 2d agofirst Sep 15, 05:22 UTC · 2d agoMalware 7 sources

Sakana AI Launches Fugu Max and Fugu Ultra v2 for Cheaper, Stronger Multi-Agent Orchestration

Sakana AI released Fugu Max and Fugu Ultra v2, API-only orchestrator models that route tasks across model pools to cut costs and boost multi-step reasoning.

Sakana AI released Fugu Max and Fugu Ultra v2, two orchestrator models that route queries across a pool of third-party and open-weights models, including the NVIDIA Nemotron family. Fugu Max is priced at $2 per million input and $6 per million output tokens, 40-60% cheaper per output token than Sonnet 5, GPT 5.6 Terra, and Kimi K3, and reportedly wins 6 benchmarks including Terminal Bench 2.1 and GPQA Diamond. Fugu Ultra v2 targets complex multi-step reasoning, scoring 48.3 on Chartography and 74.3 on DeepSWE. Both are live through Sakana's OpenAI-compatible API only, with no open weights and no EU/EEA availability.

MarkTechPostSep 11, 06:34 UTC · 6d agoModel release

Inside NVIDIA’s cuDNN Graph API: Fusion, Autotuning, and Plan Reuse with cuDNN Frontend

MarkTechPost tutorial walks through NVIDIA's cuDNN Frontend graph API, covering kernel fusion, autotuning, plan reuse, and CUDA graph capture on Colab GPUs.

The tutorial explains how to express GPU computations as operation graphs via the cuDNN Frontend graph API, running the five-step build pipeline of validate, build operation graph, create execution plans, check support, and build plans. It progresses from a single fused convolution with bias and ReLU to autotuning across engine configs, FP8-style epilogues, attention, plan serialization, dynamic shapes, and CUDA graph capture. Each kernel is benchmarked against a PyTorch reference on a single Colab GPU to verify correctness and measure cost. The piece also covers practical setup issues like making libcudnn.so visible to the frontend's dynamic loader.

MarkTechPostSep 15, 21:37 UTC · 1d agoAI tools & infra2

Implementation of Machine Learning Workflows with NVIDIA cuML, RAPIDS, GPU Benchmarking, Explainability, Clustering, and Model Inference

Hands-on tutorial implements NVIDIA cuML and RAPIDS to GPU-accelerate scikit-learn-style ML workflows with benchmarking, clustering, and inference.

The tutorial demonstrates NVIDIA cuML as a GPU-accelerated machine learning framework, using cuml.accel to speed up unmodified scikit-learn scripts with zero code changes and the native cuML API for CuPy/cuDF interoperability. It benchmarks CPU versus GPU implementations of PCA, K-Means, nearest-neighbor search, logistic regression, random forests, and DBSCAN on datasets up to 200,000 samples with 64 features. It also builds GPU pipelines with UMAP, t-SNE, and HDBSCAN, validates GPU-generated SHAP explanations, uses the FIL library for forest inference, and covers model serialization and GPU/CPU portability.

MarkTechPostSep 13, 01:42 UTC · 4d agoAI tools & infra

HBO Max Reddit account compromised to serve ClickFix attacks

Attackers hijacked HBO Max's verified Reddit account to run 108 ClickFix malvertising ads delivering infostealers, loaders, and crypto clippers to Windows and macOS users.

Attackers compromised the verified HBO Max Reddit account (u/hbomax) to push 108 malicious ads in a 48-hour malvertising blitz named PasteSwitch, analyzed by Hudson Rock and ADAMnetworks. The ClickFix lures directed victims to fake landing pages instructing them to paste commands into Terminal, delivering OS-targeted infostealers, malware loaders, and cryptocurrency clippers. Lures included 46 HBO Max ads, 36 fake OpenAI Codex ads, 15 fake macOS disk utilities, and 11 developer-tool ads. The AnimateClipper and ZigClipper payloads use Binance Smart Chain contracts as resilient C2 fallback, with 36 mainnet changes observed between March and July 2026; Reddit paused the ads three days after discovery and is investigating.

The Register · Securityupdated Sep 15, 11:51 UTC · 2d agofirst Sep 14, 22:43 UTC · 2d agoPhishing & fraud in the wild 7 sources

Attackers hijack HBO Max’s Reddit account for 48-hour malvertising blitz

Attackers hijacked HBO Max's verified Reddit account to push 108 ClickFix infostealer ads delivering AMOS, MacSync, and crypto clippers.

Threat actors compromised the verified u/hbomax Reddit account and ran 108 ClickFix malvertising ads in 48 hours as part of the PasteSwitch operation, analyzed by Hudson Rock and ADAMnetworks. macOS victims received curl-to-zsh payloads (MacSync, AMOS Helper, fake Ledger/Trezor/Exodus wallets harvesting BIP39 seed phrases); Windows users got Amatera via mshta and PowerShell loaders. Clipper C2 addresses are stored in Binance Smart Chain smart contracts, with 36 mainnet changes observed between March and July 2026.

Help Net Securityupdated Sep 15, 11:51 UTC · 2d agofirst Sep 15, 10:10 UTC · 2d agoMalware in the wild 7 sources

Hacked HBO Max Reddit Account Used for Malware Delivery via ClickFix Attack

Attackers hijacked HBO Max's verified Reddit account to push 108 malicious ads delivering AMOS and Amatera infostealers via ClickFix prompts.

Threat actors compromised the official u/hbomax Reddit account and ran 108 malicious ads over 48 hours in a campaign tracked as PasteSwitch, directing users to a fake hbomaxx[.]us site. ClickFix prompts tricked macOS users into running curl | zsh payloads (MacSync, AMOS Helper, fake wallets) and Windows users into executing MSHTA/PowerShell delivering Amatera Stealer. AnimateClipper and ZigClipper clipboard hijackers swapped cryptocurrency addresses using a blockchain-hosted C&C active since early 2026. Reddit suspended the ads after notification.

SecurityWeekupdated Sep 15, 11:51 UTC · 2d agofirst Sep 15, 09:09 UTC · 2d agoMalware in the wild 7 sources

Hackers Hijack HBO Max Reddit Account to Push 108 ClickFix Malware Ads

Hijacked verified HBO Max Reddit account ran 108 ClickFix malvertising ads delivering AMOS infostealers, Windows loaders, and crypto clipboard hijackers.

HudsonRock and ADAMnetworks identified a cross-platform ClickFix operation dubbed PasteSwitch that abused the compromised verified Reddit account u/hbomax to publish 108 malicious ads over 48 hours, using domains like hbomaxx[.]us and codex-craft[.]com. macOS victims run curl/zsh commands delivering AMOS-related stealers and fake wallets, while Windows users get an InstallFix route using mshta and PowerShell that loads Amatera in memory and disables AMSI. The operation's AnimateClipper and ZigClipper families hijack clipboards to swap cryptocurrency addresses, with C2 domains rotated via Binance Smart Chain contracts. Reddit paused the ads and is investigating.

Cyber Security Newsupdated Sep 15, 11:51 UTC · 2d agofirst Sep 15, 06:56 UTC · 2d agoMalware in the wild 7 sources

HBO Max’s verified Reddit account hijacked to spread malware

Cybercriminals hijacked HBO Max's verified Reddit account to run 108 ClickFix ads pushing AMOS and Amatera infostealers via fake HBO app sites.

Hudson Rock found that hijackers used HBO Max's verified Reddit account to run 108 malicious ads over roughly 48 hours promoting fake AI tools and macOS utilities. The ads led to HBO lookalike sites instructing victims to paste commands into Terminal or PowerShell, a ClickFix social-engineering technique ADAMnetworks dubbed PasteSwitch. macOS payloads included MacSync and AMOS infostealers targeting browser credentials, Telegram data, Apple Notes, passwords, and crypto recovery phrases; Windows users received the in-memory Amatera infostealer. The operation is also linked to cryptocurrency clipboard hijackers, and Reddit admins paused the ads and opened an investigation.

Malwarebytes LabsSep 15, 11:51 UTC · 2d agoMalware in the wild 7 sources1

Show HN: Pelican-bicycle alternatives (updated for 2026)

Hobbyist benchmark re-runs the pelican-bicycle SVG test on six 2026 frontier models, comparing generation time and API cost per image.

A Show HN post re-runs the classic pelican-bicycle and similar SVG generation tests across six 2026 models: GPT-6 Astra, Claude Fable 5.1, Gemini 3.8 Flash, DeepSeek V4 Pro, Qwen3.8 Max, and Fugu Ultra v2, recording wall-clock time and cost. It also lists 2025 baseline runs with ten models including Claude Sonnet 4.5, GPT-5.2 Pro, and Qwen3-VL-235B-A22B-Thinking. DeepSeek V4 Pro is consistently cheapest ($0.04-$0.10) while Qwen3.8 Max is slowest, taking up to roughly 17 minutes per generation.

Hacker News · securitySep 14, 13:20 UTC · 2d agoAI research HN 24↑ · 4 comments

Don't Trust the Super-App: A Case Study of Russia's Max

Researchers show super-apps like Russia's Max can silently capture mini-app UI, storage, network traffic, and authentication, enabling untraceable user impersonation.

The paper challenges the assumption that super-apps are trusted intermediaries, citing WeChat's passive cross-mini-app tracking, Russia's Max's entanglement with state prosecution of online speech, and Iran's Bale operating during a prolonged internet shutdown. Using Max as a case study, the authors demonstrate that a super-app can capture mini-app UI, read and write mini-app local storage, inject arbitrary JavaScript into mini-app runtimes, mediate network traffic, and control authentication context, enabling silent user impersonation without trace. They argue these capabilities are inherent to the super-app architecture and call for mobile OS and app store interventions to close the blind spot.

arXiv cs.CRSep 10, 17:08 UTC · 6d agoResearch1

Saving Jet Fuel

Tutorial optimizes flight paths to cut jet fuel costs using open-source Scikit-decide planning framework and OpenAP aircraft performance models.

A technical walkthrough demonstrates wind-aware flight path optimization using Scikit-decide, an open-source framework for reinforcement learning and automated planning, paired with OpenAP fuel-consumption models built by Dr. Junzi Sun at TU Delft and NOAA wind data. A Boeing 787-9 flying EWR to FCO can require roughly $68K in fuel, and adjusted routing could save thousands. The post uses Python 3.12, DuckDB with spatial extensions, and QGIS for map rendering.

Hacker News · AISep 15, 23:17 UTC · 1d agoAI tools & infra HN 45↑ · 19 comments

CISA: Hackers now exploit max severity GitLab flaw in attacks

CISA added max-severity GitLab CVE-2026-85706 to its exploited-flaws catalog after watchTowr observed probing of unpatched servers.

CISA added CVE-2026-85706, a maximum-severity GitLab flaw caused by missing authentication enforcement and improper path confinement in the repository commits API, to its actively exploited vulnerabilities catalog. Unauthenticated attackers can read credentials, secrets, and arbitrary files from vulnerable servers via a single HTTP request. GitLab patched the issue in CE/EE versions 19.3.2, 19.2.6, and 19.1, and federal agencies have three days to remediate under BOD 26-04. watchTowr reported in-the-wild probes for unpatched GitLab servers, and this is the fourth GitLab vulnerability CISA has tagged as actively exploited since November 2021.

BleepingComputerupdated Sep 15, 00:52 UTC · 2d agofirst Sep 14, 07:06 UTC · 3d agoExploit / PoC in the wild 18 sources CVE-2026-85706 CVE-2021-22175 CVE-2021-39935

[AINews] DeepSeek v4.1-Flash: 763B-P8B-D16B novel causal Encoder–Decoder architecture with vision marks the Return of the Whale

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.

Latent SpaceSep 12, 05:56 UTC · 5d agoModel release 2 sources1

Cisco warns of max severity ISE zero-day exploited in attacks

Cisco patched CVE-2026-76460, a maximum-severity authentication bypass in Identity Services Engine actively exploited in attacks; CISA added it to KEV with a three-day federal deadline.

CVE-2026-76460 is a maximum-severity authentication bypass in an API endpoint of Cisco Identity Services Engine (ISE) and ISE-PIC, exploitable regardless of configuration, allowing attackers to access the web-based management interface. Cisco PSIRT confirmed active exploitation; no workarounds exist, and fixed releases are available for ISE 3.1 through 3.5, with re-imaging of suspect nodes recommended. CISA added the flaw to its Known Exploited Vulnerabilities Catalog and ordered federal agencies to patch within three days. Cisco also patched CVE-2026-76423 and five other critical ISE flaws (CVE-2026-20176, CVE-2026-20211, CVE-2026-20307, CVE-2026-20284) that are not yet flagged as exploited.

BleepingComputer07:20 UTC · 4h agoExploit / PoC in the wildCVE-2026-76460 CVE-2026-76423 CVE-2026-20176+4 CVEs1· 1 read

DeepSeek-v4.1 Flash: Pushing the Limits of KV Cache Compression

DeepSeek-V4.1 Flash is a 552B-parameter multimodal MoE model with 1M-token context achieving 4x KV cache compression for long-horizon agent workloads.

A detailed analysis of the DeepSeek-V4.1 Flash technical report describes a 552B-parameter multimodal mixture-of-experts model supporting contexts up to 1 million tokens. Its Causal Encoder-Decoder (CED) architecture activates 8B parameters during prefill and 16B during decode, and reportedly delivers about 420 tokens/s. Joint optimization of architecture (CSA2 cross-layer compression), FP4 KV cache precision, and deployment strategy cuts runtime KV cache to roughly 1/4 and persistent KV cache to about 1/8 of DeepSeek-V4-Flash at the same sequence length, targeting storage and bandwidth bottlenecks in long-horizon agent serving. The author notes all DeepSeek-V4 Pro models were taken offline following the release.

Hacker News · AI01:39 UTC · 10h agoModel release HN 41↑ · 3 comments

ClickFix attacks are tricking Mac and Windows users into hacking themselves

ClickFix campaigns trick users into pasting terminal commands via fake CAPTCHAs; latest wave abused HBO Max's hacked Reddit account to push infostealer ads.

ClickFix attacks use fake CAPTCHA or anti-bot prompts on hacked or counterfeit websites to convince victims to copy a command into Windows Command Prompt or macOS Terminal, instantly installing infostealers that steal passwords, logged-in sessions, and crypto wallets. The latest campaign compromised HBO Max's official Reddit account to post hundreds of fake ads linking to a spoofed HBO Max page carrying the lure, per researchers at Hudson Rock. It is unclear how many users were compromised. Because execution happens in the terminal, many attacks evade antivirus tools; enterprises can block terminals domain-wide and Mac users can deploy BlockBlock.

TechCrunch · SecuritySep 14, 18:08 UTC · 2d agoPhishing & fraud in the wild1

Agnes-AI/Agnes-3.0-Flash — new model trending #30 on Hugging Face

Agnes AI releases open-weight Agnes-3.0-Flash Preview, a 33B multimodal model with 262k-token context under Apache 2.0.

Agnes AI released Agnes-3.0-Flash Preview, an open-weights multimodal checkpoint with 33B parameters and a 262,144-token context window under Apache 2.0. The model supports text, image, and video understanding, tool calling, and adjustable reasoning effort. The repo clarifies this preview checkpoint is distinct from the production/API Agnes 3.0 Flash model, which uses a different configuration with a 1M-token context window. Reported reference results include IFBench 74.20 and SciCode 38.08 against peers such as Qwen3.6-35B-A3B, Kimi K2.5, and MiniMax M3.

Hugging Face trending modelsSep 11, 15:50 UTC · 5d agoModel release

GitLab urges users to patch max severity path traversal flaw

GitLab urges self-managed users to immediately patch a maximum-severity path traversal flaw (CVE-2023-2825) enabling unauthenticated arbitrary file reads.

GitLab released patches in CE/EE versions 19.3.2, 19.2.6, and 19.1 for CVE-2023-2825, a maximum-severity path traversal vulnerability that lets unauthenticated attackers read arbitrary files from vulnerable servers under certain conditions. The flaw, reported by researcher s3ntago via HackerOne, stems from improper path confinement and missing authentication enforcement in the repository commits API. GitLab also patched CVE-2026-87719, an insecure deserialization flaw in the GraphQL subscription serializer affecting Enterprise Edition users with Duo Chat access, which could expose credentials and Advanced Search configurations. GitLab.com and Dedicated customers are already protected; the platform has over 30 million registered users and is used by more than 50% of Fortune 100 companies.

BleepingComputerupdated Sep 15, 00:52 UTC · 2d agofirst Sep 11, 11:15 UTC · 6d agoVulnerability 18 sources CVE-2023-2825 CVE-2026-87719 CVE-2021-22175+1 CVEs1

Claude Cowork and chat are now one Claude

Anthropic is merging Claude Cowork and Claude chat into a single general-purpose agent experience, rolling out first to Pro and Max plans.

Simon Willison reports that Claude Cowork and Claude chat are merging into one Claude interface starting today, letting users hand off quick questions or longer tasks that continue running even after the laptop is closed. The rollout covers the Claude app on web, desktop, and mobile over the coming weeks for Pro and Max subscribers. Willison notes this effectively turns Claude into a general agent in its own right.

Simon WillisonSep 16, 18:09 UTC · 18h agoAI industry 5 sources

Meta’s new One subscriptions put a price on social media and AI

Meta's new One subscription tiers pair app perks with more Meta AI usage, from $2.99 single apps to $499 monthly business Max plan.

The Verge reports Meta's Meta One subscription bundles are now globally available, following the launch of its Muse AI assistant. Individual bundles include Core at $7.99/month and Premium at $19.99/month, combining Instagram Plus, WhatsApp Plus, and Facebook Plus with expanded Meta AI media generation including Muse images and Instagram's Restyle, cheaper than $11/month for all three standalone subscriptions. Creator and business plans span Essential ($14.99/month) to Expert ($149/month) and Max ($499/month), adding verification badges, impersonation protection, and Meta Business Agent capacity.

The Verge · AISep 15, 15:00 UTC · 1d agoAI industry

Anthropic Adds Plugin Evals to Claude Code: 6 Grader Types, a No-Plugin Baseline, and a CI Gate for Skills

Anthropic ships a plugin evals workflow for Claude Code with six grader types, a no-plugin baseline arm, and a CI gate via threshold and cost flags.

Anthropic published a plugin evals workflow for Claude Code, exposed via the "claude plugin eval" command on v2.1.269+. Six grader types exist: regex, tool_used, tool_order, and file_exists are free transcript checks, while llm and baseline invoke a billed judge model. Every case runs with and without the plugin, and the delta (Δ) isolates the plugin's contribution; a Δ near zero with a failing tool_used:Skill grader indicates the skill never triggers. CI gating uses --threshold 0.8, --max-cost-usd, --trust-plugin, and --no-publish flags, with results written to a report.html under evals/results/.

MarkTechPostSep 11, 21:05 UTC · 5d agoAI tools & infra2

Class action lawsuit accuses Anthropic of overselling Claude subscriptions with deceptive usage multipliers

Class action lawsuit alleges Anthropic's Claude Max plan misrepresents usage multipliers via five-hour and weekly caps.

A class action filed by the same law firm over the summer claims Anthropic's $100 five-times and $200 twenty-times Max plan multipliers apply only within five-hour windows and are capped weekly, delivering less usage than advertised. Anthropic moved to dismiss, saying details were available via hyperlinks during purchase. Plaintiffs argue consumers cannot verify AI service delivery and must rely on honest advertising.

The DecoderSep 11, 09:45 UTC · 6d agoAI industry3

Muse can shop, write emails, and negotiate prices for users, all through WhatsApp

Meta launched Muse, a WhatsApp-controlled agent running on an isolated VM with a Sentinel gatekeeper, able to shop, email, book travel, and negotiate.

Meta introduced Muse, an autonomous agent controlled through WhatsApp that runs on its own cloud virtual machine, plans multi-step tasks, browses, fills forms, and negotiates on users' behalf. Payments run through Stripe's Link using one-time cards, which Meta calls the first AI agent covered by Link's purchase protection, with Shop Pay and 1Password integration planned. A second agent, Sentinel, gates all Muse network access and holds credentials, and a Muse Confidential VM with user-held encryption keys is planned later this year. Muse's model reportedly scored 44-48 on Artificial Analysis Intelligence Index v4.3, up from 31 for Muse Spark in April, near GPT-5.6 Sol's 47; it launches first in the US on iOS and Android.

The Decoderupdated 07:28 UTC · 4h agofirst Sep 10, 12:27 UTC · 6d agoAI industry 11 sources1

[AINews] Reality Checks on AI News (Yegge shuts down Gas Town, Databricks’ +60% Astra cost)

Latent Space AI news roundup: Steve Yegge shuts down Gas Town, Databricks reports 60% higher coding spend on GPT-6 Astra, OpenAI launches misalignment disclosure framework.

Latent Space's AI News digest for September 15-16, 2026 leads with Steve Yegge shutting down his Gas Town orchestrator despite spending thousands monthly on coding-agent subscriptions. Databricks rolled out GPT-6 Astra to roughly 3,500 engineers, reporting superior long-horizon performance over Opus 5 and Sol 5.6 but a ~60% increase in coding spend. OpenAI published a formal framework for disclosing model misalignment incidents with six case reports, while Microsoft and Google Research released safety papers on 'capability laundering' and the Fuse motive-inference benchmark. Xiaomi shared live RL training telemetry for MiMo-V2.6, estimated at $493k/day for the 1T-class Pro run.

Latent Space07:28 UTC · 4h agoAI industry 11 sources

Claude Cowork and chat are now one Claude

Anthropic merges Claude Cowork and chat into one Claude, adding Docs, Slides, and Design to conversations.

Anthropic announced that Claude Cowork and Claude chat are merging into a single Claude experience, rolling out to Pro and Max plans on web, desktop, and mobile over the coming weeks. New Claude Docs, Claude Slides, and Claude Design features, in beta on paid plans, let users co-create and edit documents, presentations, and designs directly in conversations and download them as PowerPoint or PDF. Team and Free plans will follow, and Enterprise admins will get at least 30 days notice before any changes.

Hacker News · securityupdated Sep 16, 18:09 UTC · 18h agofirst Sep 16, 16:26 UTC · 19h agoAI industry 5 sources HN 31↑ · 18 comments

Apple Reference Image: A New Approach for Verified Photography

Apple introduces Reference Image, hardware-backed verifiable photography on iPhone 18 Pro using sensor signing and Private Cloud Compute to counter AI-generated fakes.

Apple announced Reference Image, an opt-in camera mode debuting on the main sensor of iPhone 18 Pro and iPhone 18 Pro Max that produces securely timestamped, verifiable photographs. The design splits into two phases: a secure digital negative created by cryptographically signing pixel data at the sensor immediately after capture (preventing injection or tampering), then developing that negative into a reference image. Private Cloud Compute handles processing without exposing image contents to anyone, including Apple, and fraudulent reference images can be revoked without revealing the photographer's identity. Apple positions the system as stronger than C2PA-based approaches, which sign metadata after capture, are vulnerable to editing-chain compromise, and can tie images to a device or individual.

Hacker News · securitySep 16, 02:07 UTC · 1d agoResearch HN 25↑ · 18 comments

harshatheg/Qwen-2.5-1B-RLCD — new model trending #30 on Hugging Face

A community MLX inference engine evaluates constrained JSON schema fields in parallel on Apple Silicon, reporting 5.6-7.0x latency speedups with guaranteed schema validity.

The repository harshatheg/Qwen-2.5-1B-RLCD appeared at #30 on Hugging Face trending, but its content describes Parallel Constrained Decoding, an MLX-based inference engine for structured extraction and classification on Apple Silicon Macs. Benchmarked with mlx-community/Qwen2.5-1.5B-Instruct-4bit on an M4 Max, it reports 5.6x-7.0x latency reductions (e.g., 1,900 ms to 270 ms for a 28-field support triage task) with 100% syntactic validity and calibrated field-level probabilities. The engine prefills a single KV-cache, broadcasts it across all schema fields, and slices logits to valid candidate tokens for enum fields with up to 255 choices.

Hugging Face trending modelsSep 16, 01:35 UTC · 1d agoAI tools & infra

Meta expands subscription push with new AI-focused plans

Meta launched Meta One subscriptions ($7.99–$499/month) bundling expanded Muse AI image and video generation across Facebook, Instagram, and WhatsApp.

Meta introduced Meta One with consumer Core ($7.99/mo) and Premium ($19.99/mo) tiers plus business plans ranging from Essential ($14.99/mo) to Max ($499/mo). Subscriptions unlock expanded Muse Image, Muse Video, Restyle editing, and Meta Business Agent usage, following Meta's $14.3B investment in Scale AI. Appfigures data shows Instagram's daily subscription revenue averaging $1.2M and Facebook's $528K after the March Plus-tier launches, up 475% and 143% respectively. BNP Paribas forecasts $13.5B added revenue by 2028; Truist estimates $20B by 2030.

TechCrunch · AISep 15, 17:05 UTC · 1d agoAI industry

[AINews] AEF-1 standard emerges for Third Party Evaluators, as Xai, OpenAI, and Anthropic all cosign

xAI, OpenAI, and Anthropic cosign the AEF-1 third-party evaluation standard while Dario Amodei proposes embedded evaluators for safety verification.

The AI Evaluator Forum published AEF-1, a baseline standard for independent third-party AI evaluations covering access, conflicts of interest, funding relationships, recusal, and transparency, cosigned by xAI, OpenAI, and Anthropic. Dario Amodei wrote a rare personal blogpost proposing embedded evaluators such as METR with desks, badges, company laptops, and internal-risk-team-level access to verify safety commitments, plus democratic and global coordination frameworks. The roundup also covers the pacing debate: Bilal Chughtai left Google DeepMind arguing progress may outrun alignment, while critics including Aidan Gomez and Cohere push back against slowdowns and lab gatekeeping. Additional items include Cline Desktop's launch with open-weight model support.

Latent SpaceSep 15, 04:50 UTC · 2d agoAI safety & security

Tractable Defense against Advanced Persistent Threats in Networked Settings

Mean-field heuristic makes Boolean Dynamical Systems defense against APTs tractable, exactly computing the value function under max-entropy assumptions.

The paper models APT network defense via Boolean Dynamical Systems, capturing attack stealth, noisy IDS observations, lateral movement, and defender hardening trade-offs. Because the emergent value function is computationally intractable with respect to network size, the authors propose a mean-field-inspired heuristic value function. They prove the heuristic is an exact computation under a maximum-entropy state-estimate assumption and numerically evaluate its quality as entropy assumptions are violated.

arXiv cs.CRSep 14, 14:09 UTC · 2d agoResearch

Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra

Cognition released SWE-2, a coding model post-trained from Kimi K3 that scores 50.0% on FrontierCode 1.1 Main, near Fable 5.1 at 64% lower cost.

Cognition introduced SWE-2, its most advanced coding model, post-trained from the 2.8T-parameter Kimi K3 base model. It achieves 50.0% on FrontierCode 1.1 Main, 73.0% on DeepSWE 1.1, and 92.8% on Terminal-Bench 2.1, beating Grok 4.6 and SWE-1.7 while matching Fable 5.1 and GPT-5.6 Sol at a fraction of the price. The company says it scaled reinforcement learning to the multi-trillion-parameter regime for the first time, using Pareto-informed cost penalties that train all reasoning-effort levels in a single run, tripled RL environments, and NVFP4/FP8 quantization-aware training. SWE-2 is available today in Devin Desktop and CLI, with rollout on Devin Web and Fusion.

Hacker News · AIupdated 07:28 UTC · 4h agofirst Sep 10, 15:29 UTC · 6d agoModel release 11 sources HN 58↑ · 15 comments2

BIND 9.20.29 Fixes 14 Security Flaws Enabling DNSSEC Bypass and Denial-of-Service Attacks

ISC released BIND 9.20.29 patching 14 flaws, including two DNSSEC validation bypasses enabling cache poisoning and multiple denial-of-service bugs.

Internet Systems Consortium shipped BIND 9.20.29 (and 9.21.26) fixing 14 vulnerabilities affecting recursive and DNSSEC-validating resolvers. Key flaws include CVE-2026-77119 (CVSS 5.9), which lets injected NSEC3 records from sibling zones make forged answers appear validated, and CVE-2026-19941, enabling forged DNSSEC-validated NXDOMAIN responses. DoS issues include CVE-2026-19668 (CVSS 5.3, CPU exhaustion via crafted DS/DNSKEY key tags) and cache bloat bugs CVE-2026-81736 and CVE-2026-81563; CVE-2026-1903 fixes partially unsigned TSIG zone transfers and CVE-2026-78301 fixes out-of-zone record serving. ISC reports no active exploitation and says CVE-2026-19668 and CVE-2026-77119 have no workarounds, so upgrading is the only reliable mitigation.

GBHackers11:24 UTC · 52m agoVulnerability CVE-2026-77119 CVE-2026-19941 CVE-2026-19668+4 CVEs

The skb that wasn't freed - the Fragnesia primitive via Open vSwitch

Doyensec details CVE-2026-90049 in Open vSwitch, enabling deterministic Linux kernel local privilege escalation on default major distribution installs.

Doyensec reports that the Open vSwitch datapath strips the SKBFL_SHARED_FRAG flag from packets it is still forwarding, allowing an in-place decrypt to write attacker-chosen bytes into root-owned page cache — a Dirty COW-class primitive that re-opens the Fragnesia bug family. The issues are tracked as CVE-2026-90049, CVE-2026-89487, and CVE-2026-80977, and were reported to the kernel security team with fixes coordinated alongside OVS maintainers. A deterministic local privilege escalation works on default installs of Arch, Fedora, Debian, Amazon Linux, and RHEL where unprivileged user namespaces and openvswitch auto-loading are enabled; the fix landed in mainline and shipped in stable on 09/04/2026. The write technique builds on the earlier Fragnesia and Dirty Frag bugs, including CVE-2026-43284 and CVE-2026-43500.

Lobsters · security08:39 UTC · 3h agoVulnerability CVE-2026-90049 CVE-2026-89487 CVE-2026-80977+2 CVEs

Snap tries to make the case again for its $2,200 smart glasses

Snap unveiled new features for its $2,200 Specs smart glasses, including an anticipatory AI system and enterprise partnerships with Amazon, Salesforce, and Nvidia.

At a Los Angeles event, Snap showcased updates for its Specs smart glasses, which launched earlier in 2026 at $2,200 to a mixed reception. The headline announcement was Specs Intelligence, an "anticipatory AI" system that builds an understanding of user goals and routines and works with iPhones and Macs independently of the glasses. Snap also launched Specs for Enterprise with partnerships including Amazon, Salesforce, and Nvidia, an NBA/WNBA AR training app, and a Verizon cellular connectivity package costing $10/month for Verizon customers and $20/month otherwise. The devices will ship later this fall after an October pop-up in Los Angeles.

TechCrunch · AI00:58 UTC · 11h agoAI industry 2 sources

Knowledgator Releases GLiFormer: A 575M-Parameter Encoder That Hits 91.10 F1 on Nested JSON Extraction Without Generating Tokens

Knowledgator released GLiFormer, an Apache-2.0 encoder (264M/575M) handling NER, classification, relations, and nested JSON extraction, scoring 91.10 F1.

Knowledgator Engineering released GLiFormer, a schema-conditioned encoder that performs NER, classification, relation extraction, nested JSON structuring, and embeddings without generating output tokens. GLiFormer Large v1 has 575.6M parameters and scores 91.10 F1 on nested JSON extraction, close to GPT-5.6-luna's 91.96; both checkpoints are Apache 2.0 on Hugging Face. Reported median latency is 69 ms on GPU for the base model, though relation extraction (21.33 micro-F1) still trails GLiNER-Relex and larger LLMs.

MarkTechPostSep 16, 21:19 UTC · 14h agoModel release1

Monitoring and Discovering Reward Hacking with Internal Representations during LLM Evaluations

Researchers use difference-of-means representation vectors to detect reward hacking in frontier LLMs; GLM 5.2 hacks 73% of SWE-bench rollouts.

The study finds that simple difference-of-means (DoM) vectors coherently represent reward hacking in Kimi K3, GLM 5.2, and Qwen 3.8 Max across common evaluations. GLM 5.2 reward-hacks in 57.2% of rollouts on DeepSWE and 73% on SWE-bench. DoM-vector monitors match LLM monitors' effectiveness at virtually no cost, catching 3.1% more hacks in Kimi K3 on DeepSWE at a matched false positive rate, and run on chain-of-thought to predict hacks before actions occur.

arXiv cs.AI / cs.LG / cs.CLSep 16, 17:31 UTC · 18h agoAI safety & security

Anthropic merges Claude Chat, Cowork, and more into a single product

Anthropic merged Claude Chat and Cowork into one product and launched Claude Docs and Slides for creating and exporting documents and presentations.

Anthropic is folding Claude Chat and Cowork into a single product where Claude automatically determines what a task needs, eliminating tab switching. It also introduced Claude Docs and Claude Slides for creating, editing, and exporting documents and presentations as PowerPoint or PDF, with Claude Design now integrated into conversations. The rollout starts with Pro and Max plans, followed by Team and Free tiers; enterprise admins receive at least 30 days' notice.

The Decoderupdated Sep 16, 18:09 UTC · 18h agofirst Sep 16, 16:31 UTC · 19h agoAI industry 5 sources1

Claude comes for Gemini with its own take on Docs and Slides

Anthropic launched Claude Docs and Slides in beta and merged chats with Cowork into 'one Claude', challenging Google's Gemini-powered productivity tools.

Claude Docs and Slides launch in beta, letting users create, edit, share, and collaboratively comment on documents and presentations from any chat, with export options. Anthropic also merged regular chats and Cowork into 'one Claude', bringing Cowork, Design, and Artifacts into a single interface. The update closes ground with Google, which has expanded Gemini inside Docs, Sheets, and Slides, and rolls out to Pro and Max users first across web, desktop, and mobile.

The Verge · AIupdated Sep 16, 18:09 UTC · 18h agofirst Sep 16, 16:30 UTC · 19h agoAI industry 5 sources