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Rockwell Automation ArmorStart LT

CISA flags two flaws (CVE-2026-19471, CVE-2026-19472) in Rockwell Automation ArmorStart LT <=v2.001: stored XSS and web server denial-of-service.

Rockwell Automation reported two issues in the embedded web server of ArmorStart LT v2.001 and earlier. CVE-2026-19471 involves multiple stored cross-site scripting flaws (CVSS 7.3) where unsanitized input is stored server-side and executes in other users' browsers. CVE-2026-19472 is a denial-of-service issue (CVSS 7.5) triggered by a crafted HTTP PUT request that exhausts web server resources. No public exploitation has been reported to CISA.

CISA Advisories · 13d agoAdvisory 3 sourcesCVE-2026-19471CVE-2026-19472

Rockwell Automation OTTO Fleet Manager

CISA warns Rockwell Automation OTTO Fleet Manager (CVE-2026-75112, CVSS 6.8) uses insufficiently costly password hashing, easing offline brute-force attacks.

CISA published ICS advisory ICSA-26-239-03 for Rockwell Automation OTTO Fleet Manager versions 2.36.2 and earlier (CVE-2026-75112, CVSS v3 6.8). The flaw involves use of a password hash with insufficient computational effort, reducing the cost for an attacker to perform offline brute-force attacks against stored password hashes. Deployments span critical manufacturing and transportation systems sectors worldwide, with company headquarters in the United States.

CISA Advisories · 20d agoAdvisoryCVE-2026-75112

Rockwell Automation Redundancy Module Configuration Tool

CISA warns CVE-2026-9633 in Rockwell Automation Redundancy Module Configuration Tool lets attackers execute processes with administrator privileges; fix in 10.01.00.

CISA released an ICS advisory for Rockwell Automation Redundancy Module Configuration Tool. CVE-2026-9633 could allow an attacker to escalate privileges and execute processes with administrator rights. Versions 9.00.00 through 10.00.00 are affected, and the vendor shipped a fix in version 10.01.00.

CISA Advisories · 15d agoAdvisoryCVE-2026-9633

Rockwell Automation security advisory (AV26-869)

Canada's Cyber Centre flags vulnerabilities across multiple Rockwell Automation ICS products including ControlLogix 5580 and RSLinx Classic.

Canadian Centre for Cyber Security advisory AV26-869, dated September 1, 2026, lists vulnerabilities in Rockwell Automation products: 1756-ENBT Module (all versions), ArmorStart LT (v2.001 and earlier), CompactLogix 5380 / ControlLogix 5580 (V33 and earlier plus several V34-V36 releases), and RSLinx Classic (V4.50 and earlier). It references Rockwell advisories SD1792, SD1794, SD1797, and SD1798 and urges users to apply updates as available.

Canadian Centre for Cyber Security · 15d agoAdvisory

Rockwell Automation FactoryTalk Activation Manager

CISA details CVE-2026-16675, a CVSS 7.8 privilege escalation flaw in Rockwell FactoryTalk Activation Manager V5.02 and below, with vendor fixes available.

CISA issued an ICS advisory for Rockwell Automation FactoryTalk Activation Manager. CVE-2026-16675 is a privilege escalation vulnerability stemming from installer custom actions, scored 7.8. Versions V5.02 and below are affected, and Rockwell Automation has released fixes.

CISA Advisories · 15d agoAdvisoryCVE-2026-16675

Rockwell Automation Historian ME

CISA warns CVE-2025-12768 and CVE-2026-12661 in Rockwell Historian ME could crash devices or allow remote code execution via out-of-bounds writes; CVSS 8.

CISA issued an ICS advisory for Rockwell Automation Historian ME Series B 5.202 and Series C 7.101. CVE-2025-12768 and CVE-2026-12661 involve out-of-bounds write and stack-based buffer overflow flaws that could crash the accessed device or enable remote code execution. The product is deployed across chemical, critical manufacturing, healthcare, and water and wastewater sectors worldwide.

CISA Advisories · 15d agoAdvisoryCVE-2025-12768CVE-2026-12661

Rockwell Automation RSLinx Classic

CISA flags four flaws (CVE-2026-9621/9622/9624/9625) in Rockwell RSLinx Classic 4.50 and below that can cause denial-of-service conditions; CVSS 8.6.

CISA published an ICS advisory covering four vulnerabilities in Rockwell Automation RSLinx Classic versions 4.50 and below. The integer overflow, underflow, and classic buffer overflow flaws (CVE-2026-9621, CVE-2026-9622, CVE-2026-9624, CVE-2026-9625) could let attackers cause denial-of-service conditions. The product is deployed worldwide, primarily in critical manufacturing.

CISA Advisories · 15d agoAdvisoryCVE-2026-9621CVE-2026-9622CVE-2026-9624+1 CVEs

Rockwell Automation Logix Platform

CISA warns Rockwell Automation Logix controllers (ControlLogix, CompactLogix, GuardLogix) up to V36.012 are affected by CVE-2026-9637 (CVSS 7.5).

CISA published ICS advisory ICSA-26-244-03 covering the Rockwell Automation Logix Platform. Affected products include ControlLogix 5580, CompactLogix 5380, GuardLogix 5580, and Compact GuardLogix 5380 running firmware through V33 and selected V34-V36 releases. The underlying vulnerability is tracked as CVE-2026-9637 with a vendor CVSS v3 score of 7.5. The advisory provides guidance for industrial operators to update affected controllers.

CISA Advisories · 15d agoAdvisoryCVE-2026-9637

Rockwell Automation ControlLogix, CompactLogix, CompactLogix 5480, GuardLogix, Compact GuardLogix

CISA advisory maps CVE-2021-42260 to Rockwell ControlLogix, CompactLogix, and GuardLogix controllers with firmware below per-series patch levels.

CISA published an ICS advisory associating CVE-2021-42260 with multiple Rockwell Automation controller families: ControlLogix 5580, GuardLogix 5580, CompactLogix 5380, CompactLogix 5480, and Compact GuardLogix 5380. Affected firmware versions fall below 34.015, 35.014, 36.013, and 37.011 depending on the series. The vendor provides updated firmware as remediation.

CISA Advisories · 15d agoAdvisoryCVE-2021-42260

US agencies warn of AI-powered attacks on Siemens industrial controllers

NSA, CISA, FBI, DOE, and EPA warn threat actors use AI-assisted scripts and snap7 libraries to access internet-exposed Siemens S7 PLCs in critical infrastructure sectors.

NSA, CISA, FBI, DOE, and EPA issued a joint advisory warning that threat actors combine open-source snap7.dll/python-snap7 libraries with AI-generated scripts to gain read/write access to Siemens S7-200 through S7-1500 PLCs over the S7comm protocol. Actors use Censys and ZoomEye to find internet-exposed devices and abuse default or weak credentials, with activity assessed as persistent reconnaissance and positioning for future write operations. Agencies urge device inventory, patching, removing PLCs from the internet, and hardening; the pattern resembles Iran-linked CyberAv3ngers targeting of Rockwell, Schneider, and Siemens PLCs.

Help Net Security · 27d agoAdvisory in the wild

Identifying Agentic Automation with Behavioral Telemetry

Akamai describes detecting autonomous AI browser agents like Comet using Masked Autoencoder Transformer models on sparse behavioral telemetry.

Akamai researchers present a behavioral telemetry approach for identifying agentic automation in web traffic. Masked Autoencoder Transformer models are used to detect the sparse behavioral signals produced by autonomous AI browser agents such as Comet. The work targets traffic classification and bot detection rather than a specific vulnerability, and becomes more relevant as agentic browsing adoption grows.

Akamai Blog · 28d agoAI safety & security1

ICS Patch Tuesday: Schneider Electric, Siemens Fix Critical Flaws

September ICS Patch Tuesday brings critical fixes from Schneider Electric, Siemens, and Aveva, including CVSS 9.2 authentication flaw CVE-2026-3869 in Modicon M580 controllers.

Schneider Electric's September advisories include a critical authentication vulnerability, CVE-2026-3869 with a CVSS score of 9.2, in Modicon M580 and Modicon M580 Safety controllers, plus high-severity bugs in PowerLogic T300 and EcoStruxure IT Data Center Expert. Siemens published nine new advisories, four rated critical across Reyrolle 7SR5, Open Interface Services, Industrial Edge Management, and SIMOVE Fleetmanager and SIPLANT, and began rolling out fixes for CVE-2026-31431, a 7.8-rated Linux kernel flaw enabling root shell access. Aveva disclosed four flaws in Pipeline Integrity Monitor's PIMBoards, including a hardcoded encryption key and MD5-hashed passwords, plus an unsafe deserialization issue in Enterprise SCADA. Rockwell Automation separately issued nine advisories covering RSLinx Classic and multiple controller products.

SecurityWeek · 7d agoVulnerabilityCVE-2026-3869CVE-2026-31431

Risky Bulletin: Ukraine's top prosecutor resigns amid scam call center scandal

Ukraine's top prosecutor Ruslan Kravchenko resigned after NABU arrested a deputy for taking bribes protecting scam call centers running fake investment platforms.

Ukraine's anti-corruption bureau NABU arrested Serhiy Kropyva, Deputy Head of International Cooperation at the Prosecutor General's Office, alleging officials took monthly protection fees from a network of 100-500 scam call centers luring victims into fake investment platforms, with bribes reportedly growing from $700,000 to $3.5 million per month. Prosecutor General Ruslan Kravchenko resigned on Monday, calling it a political decision, while Kropyva was fired with bail set at 120 million hryvnias ($2.7 million) and over 100 call centers shut down in the past month. The newsletter also briefly covers a cyberattack crippling more than 80 Luxembourg medical practices via payment vendor BMS Engineering, ShinyHunters' claimed theft of 200,000 Florida DMV driver records, a cyberattack on the American Meteor Society, and school closures in Springfield, Massachusetts.

Risky Business News · 7d agoPhishing & fraud

Inside Meta’s push to put robots to work in data centers

Meta is testing robots to perform technician tasks in its data centers, advancing automation of AI infrastructure operations.

Meta is testing robots to perform tasks currently done by human technicians in its data centers. The push signals ambitions to automate AI infrastructure operations at scale. The excerpt provides no details on robot suppliers, deployment scale, or timelines.

Ars Technica · AI · 17d agoAI industry

Iran-Linked Hackers Target More US Water Infrastructure in New Jersey and Alabama

Iran-linked hackers hit water utilities in New Jersey and Alabama, bringing confirmed US water-infrastructure attacks to at least 12 states.

Iran-linked hackers attacked the Cape May Sewer Department and Woodbine Water Department in New Jersey and the Childersburg Water, Sewer and Gas system in Alabama on July 27, bringing confirmed US water-sector attacks to at least 12 states since late July. The intrusions targeted internet-exposed industrial control systems, including Rockwell Automation PLCs, with roughly 12 hours of impact in New Jersey and no impact on water quality or service. The FBI confirmed seven affected states by July 30, and CISA has urged utilities to remove PLCs from direct internet exposure. New York announced more than $9 million in grants to strengthen water-sector cybersecurity.

Security Affairs · Aug 11, 2026Threat actor in the wild

Risky Bulletin: Academics find source code overlaps between Geedge and China's Great Firewall

Academics linked Chinese vendor Geedge Networks' Tiangou Secure Gateway source code to one of the Great Firewall's three traffic filtering capabilities.

US researchers presenting at USENIX Security reconstructed Geedge Networks' Tiangou Secure Gateway firmware from over 100,000 leaked files, including Git repositories with commit history, and matched its filtering behavior to sections of China's Great Firewall. They found only 1 of 3 characterized DNS injectors matched Geedge code, noted the system relies on memory-unsafe C components and copied third-party code, and said its bugs could aid future circumvention tools. Geedge also exports censorship tools to Kazakhstan, Ethiopia, Pakistan, and Myanmar. The newsletter additionally rounds up multiple breaches.

Risky Business News · 26d agoResearch2

Risky Bulletin: BEC campaign steals €35 million from French notaries

Hackers stole over €35 million from 500+ French notary offices in a four-year BEC campaign; ANSSI spent two years helping evict the attackers.

A business email compromise campaign breached more than 500 French notary offices — about 7% of all French notaries per the Conseil Supérieur du Notariat — over four years, stealing more than €35 million by phishing initial access and silently modifying wire transfer details. France's cybersecurity agency ANSSI worked for two years behind the scenes to help notaries remove the persistent attackers, who had deep access; officials also feared hackers could issue fake notarized acts such as marriage certificates or forged real estate deals. No forged documents have been found so far, but notaries have added two-factor authentication and in-person requirements for banking details, and banks added extra checks in 2024. The newsletter also notes other incidents, including a $320 million Bitcoin extraction from Blockstream's Liquid Network and a JetBrains Cadence breach via TeamCity servers.

Risky Business News · 9d agoPhishing & fraud in the wild1

Agility’s new humanoid robot will stop, squat to avoid harming human coworkers

Agility Robotics unveils Digit 5 humanoid robot that autonomously stops, moves, or squats to avoid harming nearby human coworkers.

Agility Robotics announced Digit 5, its first humanoid robot designed to work safely near humans without isolation barriers, using a safe motion system that reacts to detected human presence by moving away, standing still, or squatting. Early access begins in H1 2027 with general availability by end of 2027. Previous Digit versions have logged over 65,000 working hours, with customers including GXO, Schaeffler, Amazon, and Toyota Motor Manufacturing Canada.

Ars Technica · AI · 1d agoAI industry

Researchers Use Claude to Port Pre-Auth RCE Exploit From One PLC Model to Another

Forescout used Anthropic's Claude to port a working pre-auth RCE exploit for CVE-2021-31886 between WAGO PLCs, executing ARM shellcode on live hardware.

Forescout Vedere Labs used Claude interactively to port an RCE exploit for CVE-2021-31886, a CVSS 9.8 stack buffer overflow in the Nucleus FTP server's USER command, from a WAGO 750-852 to a WAGO 750-831 PLC, running attacker-supplied ARM shellcode. The final RCE stage cost $535.74 in API usage over 8 hours 32 minutes, and a follow-up attempt to build a C2 implant permanently bricked the device. CERT@VDE lists many Nucleus V1-based WAGO models as vulnerable with no updates available; Siemens plans no Nucleus NET remediation. The work follows a joint NSA/CISA/FBI/DOE/EPA advisory warning of AI-generated exploitation scripts targeting internet-exposed Siemens S7 PLCs.

The Hacker News · 14d agoResearchCVE-2021-318862

Agent as Policy for Robotic Manipulation

Agent as Policy lets a general-purpose agent drive a physical robot via runtime reasoning and program generation, reaching 100% success on manipulation tasks.

The paper introduces Agent as Policy (AGP), which puts task planning and execution for a physical robot under a general-purpose agent's control with no task-specific or environment-specific training. The agent interprets visual evidence, writes executable programs, issues motion commands, and revises actions based on physical outcomes. AGP was evaluated on real-world manipulation tasks including assembly from human videos, block construction from goal images, die reorientation, targeted throwing, and bimanual towel folding. It achieved success rates of 100%, 100%, and 80% on three block construction configurations.

Hugging Face daily papers · 6d agoAI research

⚡ Weekly Recap: Chrome 0-Day, Router Hijacks, Coder Supply Chain Attack and More

Weekly recap: actively exploited Chrome V8 zero-day, MikroTik RouterOS zero-day chain, Magento StyleSmuggler backdoor, and critical N-able N-central flaws.

Google patched an actively exploited Chrome V8 type confusion zero-day, CVE-2026-85046 (CVSS 8.8), the sixth exploited Chrome zero-day of 2026. CERT Polska warned of the MikroTrick exploit chain (CVE-2026-67276 and CVE-2026-86060, CVSS 9.2) giving unauthenticated full control of MikroTik RouterOS devices via SSH, observed since September 2. Sansec disclosed the StyleSmuggler Magento/Adobe Commerce zero-day used since September 4 to inject a Rust backdoor into online stores, while N-able patched three critical N-central flaws (CVE-2026-86206, CVE-2026-86207, and CVE-2026-86218, CVSS 10.0) with Huntress observing likely exploitation. Elastic and Morphisec also detailed RevStealer, an information stealer spread via game cheats and a fake Claude Desktop app.

The Hacker News · 9d agoExploit / PoC in the wildCVE-2026-85046CVE-2026-86206CVE-2026-86207+7 CVEs

Authorization Architectures for Tool-Using AI Agents

Review paper proposes an authorization reference architecture for tool-using AI agents, identifying runtime enforcement and delegation bounds as unresolved gaps.

This review examines authorization models for tool-using AI agents that invoke APIs, databases, browsers, and protocols like MCP, arguing every consequential agent action must be traceable to a human principal, bounded by delegation, and contestable. It introduces a principal hierarchy spanning human user, operator/deployer, orchestrator agent, sub-agent, and tool endpoint, and analyzes five layers including credential lifecycle, delegation propagation, runtime enforcement, prompt injection as authorization bypass, and auditability. Drawing on 89 primary sources from 2023-2026, it proposes seven structural requirements, a four-layer reference architecture, and three deployable configurations.

arXiv cs.CR · 2d agoAI safety & security

OPCFoundation OPC UA LocalDiscoveryServer (LDS)

CISA warns CVE-2026-77477 (CVSS 4.6) lets local attackers hijack a privileged console during OPC UA LDS installation below version 1.04.420.

CISA published ICSA-26-246-01 for CVE-2026-77477, CWE-250 execution with unnecessary privileges in OPC Foundation UA-LDS-Installers below 1.04.420. An attacker able to launch the installer with elevated privileges and access the keyboard and display can intercept a high-privilege console window during installation and run arbitrary commands. CVSS 3.1 score is 4.6, the issue is not remotely exploitable, and no public exploitation has been reported. Lukas Schumaker of Rockwell Automation reported the flaw to OPC Foundation.

CISA Advisories · 13d agoAdvisoryCVE-2026-77477

ICS Operators Warned of AI-Driven Attacks on Siemens PLCs

A US government advisory warns attackers are using AI-generated exploitation scripts against internet-exposed Siemens S7 Series PLCs.

A US government advisory warns ICS operators that attackers are targeting exposed Siemens S7 Series PLCs using AI-generated exploitation scripts. The use of AI to automate exploit development and delivery marks an escalation in threats to industrial control systems. Operators of exposed PLCs are warned to harden their environments as AI-assisted tooling lowers the barrier for adversaries.

Infosecurity Magazine · 27d agoExploit / PoC in the wild

Risks in IoT Supply Chain

Unit 42 analyzes multilayer IoT supply chain risks across hardware, firmware, and software, citing counterfeit Cisco switches and OpenWrt attacks.

Unit 42 examines weaknesses in the IoT supply chain ecosystem across hardware, firmware, operation, and vulnerability layers, noting that 89% of IT decision-makers reported IoT device growth and IDC forecast 41.6 billion connected IoT devices by 2025. Examples include counterfeit Cisco Catalyst 2960-X switches with possible backdoor access (F-Secure, July 2020), a March 2020 OpenWrt flaw enabling malicious update impersonation, and threat actor interest in TeamViewer remote support software. The report stresses that untracked third-party components and missing device inventories make it hard to assess vulnerability impact across vendors.

Palo Alto Unit 42 · 28d agoResearch

Hackers Deploy Agentic AI to Automate Exploitation and Mass Credential Harvesting

Google GTIG documents a financially motivated actor using a multi-agent AI framework to automate credential harvesting, compromising over 23,800 secrets within hours.

Google Threat Intelligence Group (GTIG) documented a financially motivated actor that compromised an unnamed organization's cloud infrastructure and used a multi-agent AI framework to automate vulnerability scanning, credential harvesting, troubleshooting, and IP rotation. The operation went from planning to mass credential compromise in under six hours, harvesting more than 23,800 secrets including cloud and AI-service API keys via an exposed C2 dashboard called 'Recon'. The actor directed specialized agents using an AI coding chatbot and Markdown instruction files such as AGENTS.KNOWLEDGE.md and agentic_vuln_research.md. Google has not observed fully autonomous zero-day exploitation; the shift automates labor-intensive tasks like reconnaissance, account validation, and infrastructure management, sharply shrinking detection windows.

GBHackers · 1d agoThreat actor in the wild1

Google will now let any AI agent run your smart home

Google's Home MCP integration lets third-party AI agents like Claude control smart home devices and analyze home data.

Google launched Home MCP, a Model Context Protocol integration allowing third-party AI agents such as Claude, Google Antigravity, Hermes, and Open Claw to control devices and analyze event history across Google Home ecosystems. Capabilities include cross-camera analysis, device-state reasoning, voice messaging via Nest speakers, and custom dashboards, with rate limits and blocks on actions like unlocking doors. Availability starts with Google Home Premium Advanced users in the US ($20/month or $200/year) and requires setting up a Google Cloud project.

The Verge · AI · 4h agoAI industry 2 sources

NSA, FBI warns of hackers using AI-generated tools in attacks on critical infrastructure technology

NSA and FBI warn of an active campaign using AI-generated exploit scripts against Siemens S7 PLCs in critical infrastructure sectors.

NSA, FBI and other federal agencies issued an urgent advisory describing an active threat campaign targeting US-based Siemens S7 Series PLCs with AI-generated exploitation scripts disguised as legitimate monitoring tools. Actors use internet scanning to find exposed PLCs in energy, water, and manufacturing sectors, and may be preparing for operational effects. The advisory expands on July warnings of Iran-affiliated hackers targeting PLCs from Siemens, Schneider Electric, Rockwell Automation, and Allen-Bradley.

The Record · 28d agoThreat actor in the wild

NSA, CISA, FBI, DOE, and EPA Warn of Active AI

Five US agencies warn of active AI-assisted attacks on internet-exposed Siemens S7 PLCs across critical infrastructure, using disguised snap7 scripts for pre-positioning reconnaissance.

NSA, CISA, FBI, DOE, and EPA issued joint advisory CISA AA26-231A warning of an active hacking campaign against Siemens S7-series PLCs, from S7-200 through S7-1500 F-series, across US critical infrastructure. Threat actors use internet scanning services such as Censys and ZoomEye to locate exposed controllers, then perform read operations over S7comm on TCP port 102 using the legitimate snap7.dll and python-snap7 libraries, disguising AI-generated exploitation scripts as monitoring tools. The agencies assess the activity as pre-positioning ahead of possible process disruption, equipment damage, or safety incidents in Energy, Water, Critical Manufacturing, Chemical, Food and Agriculture, and Commercial Facilities sectors.

Security Affairs · 27d agoExploit / PoC in the wild

US, UK, Dutch Agencies Expose Iranian ‘Chosen Brick’ Surveillance Malware

US, UK, and Dutch agencies warn Iranian state actors deploy Windows surveillance malware 'Chosen Brick' against dissidents, activists, and journalists worldwide.

Joint advisories from US, UK, and Dutch agencies describe Chosen Brick, a Windows surveillance malware active since at least 2025 and used by Iranian state cyber actors to track regime opponents. The malware harvests contacts, emails, and social media messages, persists via registry Run keys, evades Microsoft Defender, and uses per-victim Telegram bot IDs for command-and-control and exfiltration. Operators build rapport on WhatsApp and Telegram posing as acquaintances or support staff, disguising payloads as utility software or fake medical documents. Capabilities include screenshot capture, audio recording, credential theft, secondary payload delivery, and data wiping.

SecurityWeekupdated · 51m agofirst · 9h agoMalware in the wild 6 sources

Skild AI Taps NVIDIA Physical AI to Teach Robots New Tasks From a Single Video

Skild AI launched its S1 robot foundation model, built on NVIDIA infrastructure, that learns long-horizon industrial tasks from a single video.

Skild AI's S1 model uses in-context learning from one video demonstration to execute unfamiliar multistep tasks lasting up to 10 minutes without weight updates or task-specific post-training. In tests on new tasks it achieved about 66% per-step success versus 9% for a comparable AI system, and one video demonstration was estimated to match roughly 380 hands-on training examples. The company reached a $100 million annual revenue run rate with more than 60 deployment partnerships, and with NVIDIA and Foxconn deploys the Skild Brain on dual-arm manipulators assembling NVIDIA Blackwell systems. Training and validation rely on NVIDIA Isaac Lab, Isaac Sim, Omniverse, Cosmos and the Newton physics engine.

NVIDIA Blog · 6d agoModel release

Agility Robotics says its new Digit 5 robot can work next to people without safety fences

Agility Robotics unveiled Digit 5, a humanoid warehouse robot that can work safely alongside people without fences, with deliveries from early 2027.

Agility Robotics announced Digit 5, a humanoid robot for warehouses and factories that uses AI and sensors to detect people and stop or step aside without safety fences. It lifts up to 22.7 kg (40% more than Digit 4), charges in 9 minutes for 90 minutes of runtime, and is the first partner for Nvidia's Halos robotics safety platform. Agility cites over $300 million in orders, with first deliveries in early 2027 and production capacity of up to 10,000 units per year in Salem, Oregon.

The Decoder · 1d agoAI industry

Axis Robotics Releases AXIS: A Browser-Based Data Engine With 207 Robot Manipulation Tasks and 50,129 Trajectories

Axis Robotics and academic partners released AXIS, a browser-based teleoperation system yielding 207 manipulation tasks and 50,129 trajectories that lifts pi0.5 to 88.8 on LIBERO-Plus.

A team from Axis Robotics, UC Berkeley, Georgia Tech, and NTU introduced AXIS, a browser-based data engine where contributors teleoperate a simulated Franka Research 3 in a MuJoCo WebAssembly frontend while GPU backends handle task generation, training, and evaluation. The released snapshot holds 207 tasks, 50,129 episodes, and 60K+ task or scene variants from more than 70,000 community contributors. Continual pretraining of pi0.5 on AXIS data raises LIBERO-Plus performance from 83.9 to 88.8, versus 57.5 for a volume-matched RoboCasa365 control; the 2.36 TB dataset is gated for non-commercial academic use.

MarkTechPost · 9d agoAI research

How Ransomware Gangs Use Automation, and How You Can Beat It

Recorded Future outlines ten automation strategies ransomware gangs use, from credential marketplaces to bulletproof hosting, urging intelligence-led defense.

A Recorded Future blog post promoting an Insikt Group report and webinar describes how ransomware gangs leverage automation across their attack cycles. The Insikt Group identified ten key strategies, including selling breached credential databases on underground forums, checkers and brute-forcers for validating stolen credentials, loaders and crypters for evading antivirus, banking injects, exploit kits, spam and phishing services, bulletproof hosting services, sniffers, and automated marketplaces for selling stolen credentials and digital fingerprints. The post argues defenders should adopt intelligence-led automation to counter the speed and scale of automated criminal tooling.

Recorded Future · 29d agoRansomware

Threat landscape for industrial automation systems. Q2 2026

Kaspersky's Q2 2026 report tracks ransomware, miners, and spyware detected on industrial control systems worldwide.

Kaspersky Securelist published statistics on threats blocked on industrial automation systems during Q2 2026. The report covers ransomware, cryptocurrency miners, spyware, and other malware detected on ICS environments. The quarterly telemetry gives OT defenders a view of threat trends affecting industrial infrastructure.

Kaspersky Securelist · 20d agoResearch