AI Unfiltered

Chinese AI • Open Source • Security • Incidents. Signal, not noise.

CISO Conversations: James Robinson – Many Jobs, One Journey to Netskope CISO

James Robinson never planned a cybersecurity career — seven companies and one deputy CISO role later, he leads security at Netskope. The post CISO Conversations: James Robinson – Many Jobs, One Journey to Netskope CISO appeared first on SecurityWeek.

Alibaba's QwenWork Opens Invite Beta for an E-Commerce Edition Built for Multi-Platform Sellers

QwenWork's e-commerce edition adds a cross-platform operations dashboard, trend and selling-point analysis and batch content generation. It cannot yet run ad campaigns or take over stores.

Inspire Robots Launches RH37D1, a Direct-Drive Three-Finger Hand That Lifts Up to 43kg

Inspire Robots introduced the RH37D1 series at CIIF 2026: a fully direct-drive three-finger hand with seven active degrees of freedom, 40N fingertip force and a 43kg maximum pulling load.

Inovance Debuts InoBot W1, a Liquid-Cooled Wheeled Humanoid Built for Factory Shifts

Industrial automation maker Inovance showed its first humanoid, the wheeled InoBot W1, with liquid-cooled 2,070 TOPS compute, a 10-hour hot-swappable battery and a footprint under 0.6m square.

Langdao Silex Shows an EUV Light Source Prototype, Says Mass Production Is Three to Five Years Away

Shanghai-based Langdao Silex displayed an LPP extreme ultraviolet light source prototype at CIIF 2026. Its low-power system delivers over 15W, far below the hundreds of watts lithography needs.

Mathematicians Use Shanghai AI Lab's Intern-S2 to Prove 3D Ghys Conjecture, Verified in Lean

A proof of the codimension-one case of a 1995 conjecture by Etienne Ghys was developed with Intern-S2 over many rounds of dialogue, and a Peking University team formalized it in Lean.

Palo Alto Networks Patches PAN-OS Zero-Day Exploited for Remote Code Execution

The company says it’s aware of limited exploitation against customers’ firewalls, and it has made IoCs available. The post Palo Alto Networks Patches PAN-OS Zero-Day Exploited for Remote Code Execution appeared first on SecurityWeek.

Cisco Warns of Exploited Secure Email Gateway Vulnerability

Unauthenticated, remote attackers could write arbitrary files to the operating system and execute commands with root privileges. The post Cisco Warns of Exploited Secure Email Gateway Vulnerability appeared first on SecurityWeek.

Palo Alto Networks Patches PAN-OS Authenticated RCE Flaw Amid Active Exploitation

Palo Alto Networks on Wednesday issued security updates for a high-severity flaw in PAN-OS software that has come under active exploitation. The vulnerability, tracked as CVE-2026-0322 (CVSS score: 8.6), is a case of remote code execution in the management interface. "A remote code execution (RCE)...

Harness^2: Recursive Agent Harnessing for an Open World

arXiv:2610.14224v1 Announce Type: new Abstract: LLM agents' capabilities depend not only on their underlying models but also on their execution harnesses. Recursive self-improvement (RSI) offers a promising approach to automatically evolve these harnesses. However, deploying RSI in open-world...

Echo: Error-Compensated 4-Bit Tensor-Parallel Communication for LLM Training and Inference

arXiv:2610.14277v1 Announce Type: new Abstract: Tensor parallelism ends every layer with an all-reduce that sits between two dependent matrix multiplications, so its cost cannot be hidden and grows as compute outpaces interconnect bandwidth. Sending 4-bit instead of 16-bit values would cut this...

Controllable Diverse Sampling through Pullback Directions

arXiv:2610.14294v1 Announce Type: new Abstract: Conditional diffusion models can generate high-quality images that align closely with a given prompt. However, samples generated from different random seeds may remain visually similar, limiting creative exploration. Existing approaches can increase...

ConicFlow: constrained Inference-time optimal control for flow matching models

arXiv:2610.14307v1 Announce Type: new Abstract: We propose ConicFlow, which frames constrained sampling from a flow matching model at inference time as an optimal control problem that balances deviation from the pretrained trajectory against reward, subject to hard terminal constraints. We...

Which Metadata Matters for LLM Tool Selection in MCP? Evidence from Controlled Factor-Level Interventions

arXiv:2610.14334v1 Announce Type: new Abstract: In Model Context Protocol (MCP) systems, LLMs select tools from metadata rather than from their implementations. Names and descriptions summarize what a tool does, while the parameter schema specifies the fields a tool accepts and how they are...

Lotus: Learning to Understand Time-series by Learning to Forecast

arXiv:2610.18877v1 Announce Type: new Abstract: Time-series language models typically align numerical signals with language using labels, captions, or question-answer pairs. Although such supervision encourages linguistic representations, it does not explicitly require them to preserve information...

Inverse Reasoning Models for Efficient Post-Training and Verification from Answer-Only Data

arXiv:2610.18878v1 Announce Type: new Abstract: Post-training reasoning LLMs often requires making a tradeoff between costly supervision and compute inefficiency: supervised finetuning typically requires reasoning traces, which is data inefficient since in many applications one only has...

Do Vision CIL Methods Transfer to Protein? A Diagnostic Benchmark of Frozen Protein Encoders

arXiv:2610.18879v1 Announce Type: new Abstract: Protein function annotation operates over an expanding label space, making class-incremental learning (CIL) a natural framework for incorporating newly discovered functions without full retraining. Yet existing CIL methods have been developed largely...

Do Perturbation Predictors Learn Gene Interactions? Diagnosing Extrapolation in Agentic Screening

arXiv:2610.18880v1 Announce Type: new Abstract: High-throughput perturbation screens increasingly use machine-learning models to predict the effects of gene combinations that were never measured. A difficult case arises when both genes in a test pair were seen individually during training, but...

Token Utility for On-Policy Distillation via Local Trust-Region Optimization

arXiv:2610.18883v1 Announce Type: new Abstract: Token-selection methods for on-policy distillation (OPD) prioritize student-visited positions using diverse signals, including uncertainty, teacher-student disagreement, and mismatch direction. We instead derive token importance from the distillation...

Following the Flow the Law Requires: Training Voice Agents to Transfer to Unseen Regulated Procedures in Debt Collection

arXiv:2610.18881v1 Announce Type: new Abstract: Voice agents built on large language models (LLMs) now handle customer calls, but in regulated applications completing the task is not enough: the agent must follow a conversational flow set by law. In debt collection, it must confirm it is speaking...

Evaluating Large Language Models for Multilingual Abstractive Summarization: A Comprehensive Study of English and Bengali

arXiv:2610.19003v1 Announce Type: new Abstract: Abstractive summarization remains challenging across languages, where linguistic quality and factual consistency may diverge, particularly in low-resource settings. We present a standardized zero-shot benchmark of eight closed-source and open-weight...

Can LLMs Access their World Knowledge for Event Prediction?

arXiv:2610.19021v1 Announce Type: new Abstract: Recent work has questioned whether large language models (LLMs) can be useful for temporal event prediction. Despite vast pretrained world knowledge, LLMs often underperform simpler specialized models. We ask whether this knowledge is truly...

Joint Subspace Sparse Attention for Efficient Long-Context Decoding

arXiv:2610.19026v1 Announce Type: new Abstract: Sparse attention reduces the KV-cache traffic that dominates long-context LLM decoding, but practical methods largely operate at coarse granularity. Token-level selection offers finer control, yet presents two challenges: low-dimensional scoring may...

Crossing the Gender Binary: Modelling Gendered Reference in Science Fiction and General Fiction

arXiv:2610.19028v1 Announce Type: new Abstract: Science fiction is widely credited with unsettling gender. This article asks whether that holds at the linguistic level, in how readily gendered reference gives way to its counterpart, a neutral term, or other social category, and whether it separates...

Crossing the Threshold: How OpenAI and Anthropic Approach Autonomy and Safety in Financial Agents

At AI Engineer New York, frontier labs and financial firms explored how to give agents useful autonomy while keeping consequential decisions under control.

Lab-in-the-Loop at Compute Speed — Ian Quigley, Leash Bio

How Leash Bio tamed DELs, the assay that traumatizes everyone, and used the data to catch cheating models. And why that same data is perfect for AI agents learning to think like chemists.

Delayed Costs data in the Compliance API

Status: IdentifiedWe have identified an issue causing delays in publishing organization cost data through the Costs API. A fix is in progress and currently undergoing testing. API and ChatGPT usage are not affected, and other reporting channels remain available. We are continuing work to restore...

Cisco Warns of Active Attacks Exploiting New Critical Secure Email Gateway Vulnerability

Attackers are exploiting a critical flaw in Cisco Secure Email Gateway that lets a sender with no login write files to the appliance's operating system, Cisco said in an advisory on Wednesday. The attacker sends an email with a crafted attachment through the gateway and, if it succeeds,...

Hackers Backdoor Nextcloud Servers Through Critical Flaw in Collabora’s Built-in CODE App

Attackers exploited a flaw in an optional Nextcloud app, Collabora Online - Built-in CODE Server, to plant web shells on Nextcloud servers. Three administrators reported the issue on GitHub, with the first logged attack on September 10. A web shell is a small file that executes any...

Microsoft Disrupts 3 Phishing Kits Linked to Over 1 Billion Scam Messages

Microsoft and Health-ISAC, along with the Japan Cybercrime Control Center (JC3) and a coalition of private sector companies, such as Resecurity, Cloudflare, Oracle, Proofpoint, and TRM Labs, announced the disruption of three phishing kits, CoGUI (aka NX or FA), Haozi (aka Phoenix), and Iron Man...

U.S. Shuts Down Over 40 Laptop Farms, Charges 14 in North Korean IT Worker Fraud

The U.S. Department of Justice (DoJ) on Tuesday charged 14 people and seized about 187 computers as part of its ongoing efforts to disrupt North Korea's fraudulent remote IT worker (ITW) scheme. The indictment charges a mix of U.S. citizens and Chinese nationals for their roles in an IT worker...

HiRO-ACEv2: Simulating extreme weather at 3 km resolution for a fraction of the cost

AI Agents Navigate Unfamiliar OT Systems and Move Equipment in Minutes, Booz Allen Finds

In Booz Allen’s isolated OT lab, AI models met every objective across eight scenarios and reached an industrial control network from a perimeter compromise in just over 16 minutes. The post AI Agents Navigate Unfamiliar OT Systems and Move Equipment in Minutes, Booz Allen Finds appeared first on...

ICS Patch Tuesday: Siemens Issues 17 Advisories, Rockwell Fixes ArmorBlock Takeover Flaw

ABB previously published an advisory warning about possible probing of a dynovaPRO vulnerability. The post ICS Patch Tuesday: Siemens Issues 17 Advisories, Rockwell Fixes ArmorBlock Takeover Flaw appeared first on SecurityWeek.

U.K. Sanctions Cryptomus for RU Money Laundering

The United Kingdom has issued economic sanctions against Cryptomus, a chameleonic cryptocurrency platform that experts say serves as a major conduit for payments related to ransomware, narcotics, darknet markets, fraud and cybercrime services that are helping Russia circumvent existing financial...

What Makes a Social Agent's Interactions Effective? Learning from Verifiable Outcomes in Paired Worlds

Effective social interaction requires more than fluent responses: agents must reach plans that fit the participants' needs and circumstances. Existing evaluations of social agents mainly rely on LLM judges that rate the conversation, without checking the resulting plan. We introduce HICO-Bench, a...

StreamErase: Towards Ultra-Fast Streaming Video Erasing

Current video object removal methods suffer from prohibitive latency (minutes per video) and non-causal processing that prevents real-time interaction. We present StreamErase, enabling sub-second latency with up to 26 FPS streaming generation on a single GPU. Our approach first augments a...

The Download: faking blood and the future of batteries

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. The US military’s race to make fake blood In February 2007, a US military helicopter carrying blood to a field hospital was shot down in Iraq,...

Limited availability on gpt-image-2.5-flare and gpt-image-2.5-sunburst

Status: ResolvedAll impacted services have now fully recovered.Affected components Images (Operational)

Degraded performance in Codex and ChatGPT Work

Status: IdentifiedWe have identified that users are experiencing elevated errors for the impacted services. We are still implementing the mitigation.Affected components Codex in ChatGPT Desktop (Degraded performance) ChatGPT Work (Degraded performance)

The US military’s race to make fake blood

Its call sign was Morphine 1-2.   In February 2007, the hulking dual-­rotor casualty evacuation helicopter had just flown three wounded soldiers to a field hospital in Balad, north of Baghdad, when another call came: an emergency mission to fly through an insurgent-controlled area in broad...

Efficient contextual partial monitoring with general function approximation

We study finite stochastic partial monitoring (PM) games with side information, a paradigm of sequential learning with partial feedback. On each round $t \in [T]$, both player and environment observe a context and player chooses an action and environment simultaneously chooses an outcome. The...

[AINews] AI Engineer NYC: Gemini 4 Argon, Vals AI Benchmarks

Gemini 4 Argon went GA today, but we already gave it title story 2 weeks ago and most benchmarks, like CursorBench, simply independently confirm their claims.

Google DeepMind and Singapore Government announce new AI tool to protect citizens against scams

Learn how Google DeepMind and GovTech Singapore uses lightweight on-device Gemma models to intercept conversational scams in private chats with zero cloud data egress.

Integrated Novelty Detection Systems: From Sensor Networks to Multi-Novelty Computer Vision

Novelty detection is crucial in various technological and scientific domains. Its importance spans from ensuring the reliability of sensor networks to enhancing the adaptability of computer vision systems. As AI systems become increasingly sophisticated and complex, effective anomaly detection is...

SonoWorld: Towards Interactive Pose-Controllable Ultrasound World Models

Robotic ultrasound can standardize image acquisition and reduce operator workload and variability, but policy learning remains limited by the lack of realistic, controllable simulation environments. While controllable world models have advanced rapidly in natural-image domains, ultrasound world...

Microsoft Patches More Than 1,400 Security Flaws

Microsoft today issued updates to fix more than 1,400 security vulnerabilities in its Windows operating systems and other software. Today's epic patch batch dwarfs September's record of nearly 1,000 fixes, which was already about ten times the normal monthly patch load from Redmond.

Dyna-2: General Purpose Physical Agents with Hour-Long Autonomy — Jason Ma, Dyna Robotics

Our first robotics pod with Dyna’s Chief Scientist on their big bet on World Action Models & the Next Frontier of Physical AI

[Retroactive] Actions workflow run logs delayed

Oct 13, 20:30 UTC Resolved - On October 13, around 20:42 UTC, an infrastructure failure caused GitHub Actions to have delays showing logs for workflow runs. No logs were lost and the issue has now been resolved and log processing has caught up.The actual workflows producing the logs were not...

Developing Gemini 4 Argon responsibly and safely

Run fast, private agents on-device with LFM2.5-24B-A2B

Gemini 4 Argon for Robotics

Gemini 4 Argon: Built to solve your hardest problems

The Download: open model trade-offs and geothermal power’s promise

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Open models have real benefits. Do they outweigh the risks? Anthropic recently released a report arguing that a powerful new model released by the...

Open models have real benefits. Do they outweigh the risks?

MIT Technology Review Explains: Let our writers untangle the complex, messy world of science and technology to help you understand what’s coming next. You can read more from the series here. Late last month, Anthropic released a report arguing that the model GLM-5.3 poses a major cyberattack risk....

[AINews] Meta Muse Wonder & Wonder Full: MSL’s Claude 5.5-tier Frontier Model

MSL’s emergence as a frontier lab is finally complete.

Degraded performance in GPT-6.1 Sol Codex and Work mode

Status: MonitoringWe have applied the mitigation and are monitoring the recovery.Affected components Codex Web (Degraded performance) CLI (Degraded performance) VS Code extension (Degraded performance) Codex API (Degraded performance) ChatGPT Work (Degraded performance)

AI labs are buying data from dead startups to train their models

When Keelan Miskell began winding down his crypto startup this year, he didn’t think its data was worth much: the users were anonymous, the company just a few years old. But he’s since turned the firm’s digital archives into real money. He’s netted roughly $25,000 for his code base and a...

Incident with Actions, Pull Requests and Issues

Oct 12, 15:50 UTC Update - Notifications have resumed but will continue to be delayed as we work through a backlog. Oct 12, 15:19 UTC Update - We have successfully applied a mitigation for notifications, and notifications have resumed but will continue to be delayed as we work through a backlog....

Help the NCSC understand how organisations approach external attack surface risk

We're looking to hear from people involved in evaluating, selecting or adopting EASM.

Some ChatGPT content may be unavailable on Android

Status: ResolvedAll impacted services have now fully recovered.Affected components Conversations (Operational)

FBI Arrests Founder of Ransomware Negotiation Firm

Agents with the Federal Bureau of Investigation (FBI) on Thursday arrested the co-founder of a Canadian cybersecurity firm in connection with an investigation into the ShinyHunters hacking group that recently relieved the FBI of sensitive data on thousands of agents, multiple sources tell...

I expect rapid progress but not towards general superintelligence

I’ve often been surprised when I hear from top researchers in industry that they think AI will be better than them at their job in a few years, and I didn’t really know why I doubted it.

Impactful scheduling for GPU clusters