Dan's Brief

Cyber security

8 items · 60 articles in this topic

Exploited management-plane products, mass PHP2Shell scanning and a crowded batch of ICS advisories dominated the day. Credential and secrets exposure continued across platforms, and several smaller disclosures involved AI agent tooling.

  1. 1

    Imperva demonstrated Node2Shell, a remote code execution exploit using crafted Brotli data against CVE-2026-111497 in the official Node.js 24.22.0 Linux arm64 image.

    HighThe Hacker News ↗4 min read
  2. 2

    V12 disclosed a critical flaw in x402 SDKs: default clients set no spending limit, so a malicious API can drain an AI agent's token balance.

    HighThe Hacker News ↗7 min read
  3. 3

    333 Tor exit nodes were hijacked for three days to intercept SSH traffic and capture plaintext email.

    HighArs Technica ↗3 min read
  4. 4

    Capcom confirmed a breach of its CAPCOM ID membership service that exposed more than 11.7 million customer email addresses and related data.

    HighBleepingComputer ↗2 min read
  5. 5

    Siemens published a batch of ICS advisories. Software Center loads DLLs from an uncontrolled search path, and Siemens cites known active exploitation. SIMATIC IPCs have CVE-2026-72895, a test-key issue that lets attackers boot unsigned code past UEFI Secure Boot. RUGGEDCOM CROSSBOW below 6.0 has SQL injection, credential theft and privilege escalation flaws, and Industrial Edge App Publisher has a chained flaw allowing code execution.

    HighCISA Advisories ↗4 min read
  6. 6

    INTERPOL's Operation Serengeti III disrupted 10,909 malicious networks and arrested 1,462 suspects across 21 countries.

    HighThe Hacker News ↗4 min read
  7. 7

    Researchers detailed QPACK header amplification attacks, called Header Accordions, that can abuse HTTP/3 servers for denial of service.

    HighLobsters ↗10 min read
  8. 8

    LLVMhammer is a Rowhammer attack that flips a bit in Triton's compilation pipeline. It slows GPU-based LLM inference and raises cost while leaving output correct, so it is hard to spot.

More in Cyber security · 52 articles›
  • Arista warns that a zero-day SQL injection in VeloCloud Orchestrator is being exploited, letting read-only users gain operator privileges.

    The Hacker Newszero-daysql-injectionsd-wanarista
    Feed excerpt

    Attackers are exploiting a zero-day SQL injection flaw in Arista's VeloCloud Orchestrator (VCO), the central management system for VeloCloud SD-WAN networks, the company said in an advisory on October 22. The flaw lets anyone who can log in to the orchestrator, even with a read-only customer account, gain operator privileges, the top level of control over it. For

  • Microsoft attributed a ConnectWise breach to a China-aligned hacker group that used AI agents to compromise thousands of customers.

    TechCrunchconnectwisechinabreachespionageai-agents
    Feed excerpt

    Microsoft points the blame for ConnectWise's breach at a China-aligned hacker, which relied on AI agents to rapidly hack into thousands of its customers.

  • Two PHP vulnerabilities affect versions dating back about 20 years, exposing a large share of websites, including many unsupported installs.

    The Vergephpvulnerabilityweb
    Feed excerpt

    Two vulnerabilities found in the programming language PHP put enormous swaths of the internet in danger. By some accounts, up to 70 percent of websites use PHP in some capacity. It powers Wikipedia, WordPress, Drupal, and a host of other popular sites and platforms, including DeviantArt and 4Chan, which were temporarily shut down after the vulnerabilities were disclosed. Even governments weren’t immune. But it’s not as simple as updating a few servers. The vulnerability exists in every version of PHP dating back roughly 20 years, many of which are no longer supported. That means some older sites and services that are no longer actively maintained are at risk, leaving them with little option but to permanently shut down. Here’s all the latest developments in what security firm Wiz has called “among the most severe vulnerabilities discovered … in software history.” Two old-school Japanese mobile games are shutting down over the PHP exploit. The PHP2Shell exploit hit Cloudflare hard. PHP: The three letters that shut down sites all over the internet today GPT‑5.6 Sol was used to identify critical PHP flaw. A critical PHP vulnerability may take websites down today

  • PHP 8.5.12, 8.4.27, 8.3.36 and 8.2.35 fix two critical flaws enabling unauthenticated remote code execution, with mod_php most at risk.

    Schneier on Securityphpcvercepatch
    Feed excerpt

    PHP maintainers have released fixes for two critical vulnerabilities: PHP 8.5.12, 8.4.27, 8.3.36 and 8.2.35 fix two critical vulnerabilities that can allow unauthenticated remote code execution. All PHP users are strongly encouraged to update immediately. Who is at risk: all PHP installations serving web requests, including PHP-FPM, Apache with mod_php, php-cgi, FrankenPHP and LiteSpeed. We consider the risk highest for mod_php, with a demonstrated exploit where an unauthenticated request can trigger the attack before any application code runs. The vulnerabilities: RCE via OOM corruption, CVE-2026-109618 (GHSA-w8hw-w9fx-j79w): out-of-memory handling can interrupt PHP while internal request data is only partially initialized. Request cleanup may then treat the invalid data as valid. RCE via stale global state, CVE-2026-109619 (GHSA-6wmf-4rv5-p3rp): request-owned internal state can survive after its backing memory has been freed. A later request handled by the same worker may use that stale state before normal initialization resets it. Updating PHP is the only way to regain security. Do it now. More news. Good explanations.

  • Amazon Threat Intelligence says attackers exploited the PHP2Shell flaws four days before patches were released.

    BleepingComputerphpexploitationzero-day
    Feed excerpt

    Security researchers at Amazon Threat Intelligence say attackers began targeting the PHP2Shell flaws four days before security patches were released on Wednesday. [...]

  • CVE-2026-112900 in Python's Pillow allows OS command execution via crafted EPS images passed unchecked to Ghostscript.

    The Hacker Newscvepythonrce
    Feed excerpt

    Pillow, the most widely used image library for Python, can be made to run operating system commands on a server by specifying the name of a file it is told to open. The flaw, CVE-2026-112900, is in the way Pillow handles EPS images, which it opens by passing the file's name to Ghostscript, a separate program it runs to turn the image into pixels, without checking the name first.

  • Attackers are attempting to exploit PHP2Shell flaws CVE-2026-109618 and CVE-2026-109619 to deploy the Potassium Mirai botnet variant, with limited success so far.

    The Hacker Newscvephpbotnetmirai
    Feed excerpt

    Threat actors have been observed unsuccessfully attempting to exploit the newly disclosed PHP2Shell vulnerabilities to rope infected systems into a Mirai botnet variant called Potassium, as it emerges that weaponizing the flaws may be harder than previously thought. The attacks aim to exploit CVE-2026-109618 and CVE-2026-109619 (CVSS scores: 9.2), which can result in unauthenticated remote

  • Cloud platform Railway urges users to rotate secrets after detecting suspicious activity on systems storing customer environment variables.

    BleepingComputerbreachcloudsecrets
    Feed excerpt

    Cloud platform Railway published an urgent warning to users after detecting suspicious activity on its systems that store customer environment variables earlier this week. [...]

  • PHP2Shell exploit bypasses existing protections against remote code execution in PHP, with attackers reportedly actively pursuing it.

    The Registerphprceexploit
    Feed excerpt

    “Adversaries are clearly spending time (and tokens) on this bug,” researcher says.

  • eMudhra exits the TLS certificate business after a flawed key ceremony exposed a private key, enabling minting of web certificates for any site.

    Ars Technicatlscertificateskey-compromise
    Feed excerpt

    Flubbed key signing "ceremony" allowed minting of web credentials for any site.

  • A researcher published a full bypass of eMudhra's single-factor OTP login system, undermining its authentication.

    Hacker News (front page)authentication-bypassotpvulnerability
    Feed excerpt

    Article URL: https://mastodon.catgirl.cloud/@49016/117475976434068995 Comments URL: https://news.ycombinator.com/item?id=50199757 Points: 106 # Comments: 24

  • Attackers compromised LiteLLM's PyPI package and published malicious Docker images that steal credentials and environment secrets.

    BleepingComputersupply-chainmalwarelitellmpypi
    Feed excerpt

    Hackers compromised the LiteLLM project's PyPI package and published malicious Docker images with a payload that steals credentials, secrets, and environment variables. [...]

  • eMudhra will exit its global SSL/TLS certificate business after researchers recovered private keys of eight intermediate CA certificates.

    The Hacker Newspkicertificatesca
    Feed excerpt

    eMudhra, an Indian certificate authority (CA), will withdraw from its global SSL/TLS certificate business, its board decided on Thursday. The decision came five days after a researcher reported recovering the private keys of eight of its intermediate CA certificates. eMudhra said it will replace affected customers' certificates with free ones from partners, though its

  • GitLab disclosed a maximum-severity bug allowing remote code execution across about 12 years of releases, urging immediate upgrades.

    The Registergitlabrcecve
    Feed excerpt

    Vendor 'strongly recommends' upgrading to a fixed version 'as soon as possible'

  • Arista Networks released patches for an actively exploited zero-day in VeloCloud Orchestrator On-Prem deployments.

    BleepingComputeraristazero-daycveactively-exploited
    Feed excerpt

    Arista Networks released security updates to patch an actively exploited zero-day vulnerability affecting VeloCloud Orchestrator (VCO) On-Prem deployments. [...]

  • Two publicly disclosed CVSS 9.0 remote code execution flaws in Linux kernel KSMBD were reported by ZDI before any mainline fix exists.

    The Hacker Newslinuxkernelsmbzero-day
    Feed excerpt

    Linux servers running KSMBD, the kernel's built-in SMB server, are exposed to two publicly reported remote code execution flaws rated 9.0 by Trend Micro's Zero Day Initiative, with no fix yet in the mainline kernel. One of them, ZDI-CAN-33774, can be triggered before any network authentication. The other, ZDI-CAN-33549, requires the SMB Direct transport and an RDMA-capable network

  • Amazon Threat Intelligence found PHP2Shell exploit attempts on October 17, days before the critical PHP patch was released.

    The Vergephpexploitzero-dayamazon
    Feed excerpt

    Hackers attempted to exploit the PHP flaws impacting sites across the web days before they were patched, according to a report from Amazon Threat Intelligence. CJ Moses, Amazon chief information security officer, writes that the company's security team found a PHP2Shell exploit attempt on October 17th through a monitoring system designed to bait hackers, as reported earlier by Wired and Bleeping Computer. On Wednesday, websites scrambled to apply a patch for two critical security vulnerabilities affecting PHP, a programming language used by a large portion of the internet, including WordPress sites. The flaws - CVE-2026-109618 and CVE-2026- … Read the full story at The Verge.

  • PHP2Shell vulnerability knocked 32 UK government services offline and partly disrupted four more, though no compromise is confirmed.

    The Registerphpvulnerabilityuk-governmentoutage
    Feed excerpt

    Ministers report 32 unavailable and four partly disrupted, but no confirmed compromise

  • Attackers were probing the PHP2Shell vulnerability for four days before defenders were notified of it.

    Ars Technicaphpzero-dayexploitation
    Feed excerpt

    Hackers were already probing the bug before defenders were told it existed.

  • Railway urged all users to revoke and rotate secrets after hackers decrypted some customer secrets in a cyberattack.

    TechCrunchbreachsecretscloud
    Feed excerpt

    The vibe-coding platform said all of its customers should revoke and rotate their private keys, after hackers were able to decrypt some customer secrets.

  • Attackers are exploiting the PHP2Shell vulnerability, with AWS seeing attacks four days before patches and Cloudflare reporting millions of attempts.

    The Registerphpexploitcvein-the-wild
    Feed excerpt

    Cloudflare reports millions of exploit attempts, while Amazon spotted attackers trying their luck four days before patches landed

  • Siemens RUGGEDCOM CROSSBOW below 6.0 has flaws allowing SQL injection, credential theft and privilege escalation, fixed in a new release.

    CISA Advisoriescvesiemenssql-injectionics
    Feed excerpt

    View CSAF Summary RUGGEDCOM CROSSBOW contains multiple vulnerabilities that could allow an attacker to execute arbitrary SQL commands on the underlying database, retrieve sensitive administrative credentials, escalate privileges, and perform unauthorized operations such as modifying system configurations or causing a denial of service. Siemens has released a new version for RUGGEDCOM CROSSBOW and recommends to update to the latest version. The following versions of Siemens RUGGEDCOM CROSSBOW are affected: RUGGEDCOM CROSSBOW vers:intdot/<6.0 (CVE-2026-89196, CVE-2026-89197, CVE-2026-89198, CVE-2026-89199, CVE-2026-89200, CVE-2026-89201, CVE-2026-89202, CVE-2026-89203, CVE-2026-89204, CVE-2026-89205, CVE-2026-89206) CVSS Vendor Equipment v3 8.8 Siemens RUGGEDCOM CROSSBOW 4 Vulnerabilities Improper Neutralization of Special Elements used in an SQL Command ('SQL Injection'), Authorization Bypass Through User-Controlled Key, Insertion of Sensitive Information Into Sent Data, Client-Side Enforcement of Server-Side Security Background Critical Infrastructure Sectors: Critical Manufacturing, Transportation Systems, Energy, Healthcare and Public Health, Financial Services, Government Servic…

  • Siemens Industrial Edge App Publisher has a chained flaw allowing a network attacker to impersonate the management server and execute code, fixed in an update.

    CISA Advisoriescvesiemensrceics
    Feed excerpt

    View CSAF Summary The Industrial Edge App Publisher contains a vulnerability chain involving improper certificate validation and the rendering of unescaped data from backend responses. These issues can be combined to allow an attacker on the network to impersonate the management server and execute arbitrary code (RCE) on the local machine through Node.js integration. Siemens has released an update for the Industrial Edge App Publisher and recommends to update to the latest version. The following versions of Siemens Industrial Edge App Publisher are affected: Industrial Edge App Publisher vers:intdot/<1.27.9 (CVE-2026-78556, CVE-2026-78557) CVSS Vendor Equipment v3 8.3 Siemens Industrial Edge App Publisher 2 Vulnerabilities Improper Certificate Validation, Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting') Background Critical Infrastructure Sectors: Critical Manufacturing, Transportation Systems, Energy, Healthcare and Public Health, Financial Services, Government Services and Facilities Countries/Areas Deployed: Worldwide Company Headquarters Location: Germany Vulnerabilities Expand All + CVE-2026-78556 The affected software does not properly valid…

  • Siemens SIMATIC IPC products are affected by CVE-2026-72895, a test-key issue letting attackers boot unsigned code past UEFI Secure Boot.

    CISA Advisoriescvesecure-bootsiemensuefi
    Feed excerpt

    View CSAF Summary The products listed below contain a vulnerability that could allow an attacker to boot an operating system or UEFI application signed with that test key, bypassing UEFI Secure Boot protections even when Secure Boot is enabled. Siemens has released new versions for the affected products and recommends to update to the latest versions. The following versions of Siemens SIMATIC IPCs are affected: SIMATIC IPC BX-21A vers:intdot/<31.01.13 (CVE-2026-72895) SIMATIC IPC RW-543A vers:intdot/<1.1.4 (CVE-2026-72895) SIMATIC IPC227G / IPC277G / IPC277G PRO / IPC327G / IPC377G vers:intdot/<28.01.15 (CVE-2026-72895) CVSS Vendor Equipment v3 7.7 Siemens SIMATIC IPC BX-21A 1 Vulnerability Use of Default Cryptographic Key Background Critical Infrastructure Sectors: Critical Manufacturing, Transportation Systems, Energy, Healthcare and Public Health, Financial Services, Government Services and Facilities Countries/Areas Deployed: Worldwide Company Headquarters Location: Germany Vulnerabilities CVE-2026-72895 A BIOS vendor test key is present in the UEFI Secure Boot key database. This could allow a local attacker with physical or administrative access to the device to boot an operat…

  • Siemens warns multiple web server vulnerabilities in SIMATIC S7-1500 PLCs allow code execution in authorized users' browser sessions and unauthorized PLC operations.

    CISA Advisoriescvesiemensicsot
    Feed excerpt

    View CSAF Summary SIMATIC S7-1500 devices contain multiple vulnerabilities in the web server that could allow an attacker to execute malicious code in an authorized user’s browser session and perform PLC operations within the scope of that user’s authorization. Siemens is preparing fixes and recommends specific mitigations for products where fixes are not or not yet available. The following versions of Siemens SIMATIC S7 PLCs Web Server are affected: SIMATIC Drive Controller CPU 1504D TF (6ES7615-4DF10-0AB0) vers:all/* (CVE-2026-63350, CVE-2026-63351, CVE-2026-63352, CVE-2026-63353, CVE-2026-63354, CVE-2026-63355, CVE-2026-63356, CVE-2026-63357) SIMATIC Drive Controller CPU 1507D TF (6ES7615-7DF10-0AB0) vers:all/* (CVE-2026-63350, CVE-2026-63351, CVE-2026-63352, CVE-2026-63353, CVE-2026-63354, CVE-2026-63355, CVE-2026-63356, CVE-2026-63357) SIMATIC ET 200SP CPU 1510SP F-1 PN (6ES7510-1SJ01-0AB0) vers:all/* (CVE-2026-63350, CVE-2026-63351, CVE-2026-63352, CVE-2026-63353, CVE-2026-63354, CVE-2026-63355, CVE-2026-63356, CVE-2026-63357) SIMATIC ET 200SP CPU 1510SP F-1 PN (6ES7510-1SK03-0AB0) vers:all/* (CVE-2026-63350, CVE-2026-63351, CVE-2026-63352, CVE-2026-63353, CVE-2026-63354, CVE…

  • Amazon threat intelligence says it identified PHP2Shell exploitation starting October 17, before the public disclosure.

    Hacker News (front page)phpexploitationamazonthreat-intel
    Feed excerpt

    Article URL: https://aws.amazon.com/blogs/security/amazon-threat-intelligence-identifies-php2shell-exploitation-prior-to-public-disclosure-in-madpot/ Comments URL: https://news.ycombinator.com/item?id=50194070 Points: 12 # Comments: 1

  • GitLab released patches for a maximum-severity Regular Expression Compiler flaw enabling remote code execution on servers.

    BleepingComputergitlabrcepatch
    Feed excerpt

    GitLab has released security patches for a maximum-severity Regular Expression Compiler flaw that can let remote attackers run arbitrary code on vulnerable servers. [...]

  • Microsoft says a ConnectWise breach by Chinese state spies reached 2,250 cloud tenants, with AI agents doing the intrusion work.

    The Registerbreachchinaconnectwiseai-agents
    Feed excerpt

    AI agents did the dirty work, with hackers gaining privileged access in some environments in under three hours

  • Railway PaaS disclosed an intruder may have accessed encrypted environment variables and some decrypted customer secrets, urging credential rotation.

    The Hacker Newsbreachcloudcredentials
    Feed excerpt

    Platform-as-a-Service (PaaS) provider Railway on Wednesday disclosed "anomalous activity" related to systems that store customer environment variables. Upon further investigation, the company found that an unauthorized third party may have gained access to encrypted environment variables, and, in some cases, obtained the decrypted contents. The impact, it said, is limited to a "subset of users,

  • Several Linux kernel vulnerabilities were accidentally posted to the public kernel mailing list before being fixed.

    Hacker News (front page)linuxkerneldisclosure
    Feed excerpt

    Article URL: https://www.phoronix.com/news/LKML-New-Trend-Vulnerabilities Comments URL: https://news.ycombinator.com/item?id=50193804 Points: 52 # Comments: 11

  • SESAA uses an LLM agent with an LLM critic to iteratively evolve static analysis rules for finding security bugs in code.

    arXiv cs.CR (Cryptography & Security)static-analysisllmvulnerability-detection
    Feed excerpt

    arXiv:2610.30184v1 Announce Type: new Abstract: Security bugs often slip past static analysis not because they are impossible to detect, but because detection rules have not yet been written for the code in front of us. New frameworks, APIs, and coding idioms continually create such gaps, leaving developers to discover failures and manually encode new rules. We present SESAA, a framework in which an Large Language Model (LLM) agent starts from no rules and iteratively evolves a set of readable and auditable joern queries. The agent receives feedback only from a second LLM critic, which inspects flagged and unflagged code to identify likely false alarms and suspected misses, without access to ground-truth labels. The agent then uses this feedback to revise its queries. On the OWASP Benchmark for Python, SESAA reaches a mean F1 of 0.742 across 8 independent runs, well above the default configurations of five widely used tools and comparable to the strongest of them once it is tuned with access to ground-truth labels that SESAA never sees. In a pilot on real-world Python projects, queries induced from code available before a vulnerability was introduced detect 10 of 19 subsequent CVEs…

  • MPIDetector proposes LLM-based reasoning to detect cross-modal prompt injection hidden in text and images for multimodal models.

    arXiv cs.CR (Cryptography & Security)prompt-injectionmultimodalllm-security
    Feed excerpt

    arXiv:2610.30202v1 Announce Type: new Abstract: With the rapid integration of Multi-modal Large Language Models (MLLMs) into real-world applications, Prompt Injection (PI) has emerged as a critical security threat. Attackers can conceal malicious instructions within textual narratives or visual inputs to bypass safety alignment. Existing approaches, such as signature- and perplexity-based methods, rely heavily on pattern matching, making them insufficient to detect sophisticated, cross-modal PI payloads. In this paper, we propose a novel detection framework, called MPIDetector, that leverages LLMs' intrinsic reasoning capabilities via few-shot In-Context Learning (ICL). Instead of fine-tuning, we provide the model with specific prompt templates and representative attack examples, enabling it to scrutinize the semantic intent of input across modalities. We constructed a comprehensive evaluation benchmark comprising eight textual and seven visual malicious categories, supplemented with benign datasets to rigorously test for false positives. Our evaluation across multiple leading LLMs, including Gemini-2.0-Flash, Qwen3-VL-32B-Instruct, and Doubao-seed-1.6-flash, demonstrates the effic…

  • PhishGen evaluates how well LLMs generate functional phishing websites, benchmarking generated pages against real phishing kits.

    arXiv cs.CR (Cryptography & Security)phishingllm-misuseresearch
    Feed excerpt

    arXiv:2610.30226v1 Announce Type: new Abstract: Phishing relies on visual deception, traditionally requiring web-development skills or pre-built kits. LLMs erode this barrier by generating functional websites from natural-language prompts, yet prior work does not answer how far LLM-driven generation actually reaches: functionality is assessed by inspection rather than execution; visual fidelity is scored by automated metrics or a few internal coders rather than the humans such pages aim to deceive; evaluation is confined to commercial models; and no study benchmarks generated pages against phishing kits deployed in the wild. We present PhishGen, a framework that evaluates the appearance fidelity and end-to-end functionality of LLM-generated phishing pages. PhishGen constructs prompts across three input modalities in seven combinations with twelve safeguard-bypassing rewriting strategies, generates pages using 14 LLMs spanning commercial, open-source, and uncensored categories, and assesses each via automated similarity metrics, reference-based detectors, a crowdsourced user study, and execution-based functionality testing, benchmarking all results against 64 real-world phishing kit…

  • Mirage is a multimodal jailbreak that bypasses post-generation safety checkers in diffusion model pipelines using adversarial perturbations.

    arXiv cs.CR (Cryptography & Security)jailbreakdiffusion-modelsadversarial
    Feed excerpt

    arXiv:2610.30348v1 Announce Type: new Abstract: Post-generation safety checkers are widely employed in diffusion-model pipelines to prevent unsafe generated content from reaching users. In this paper, we show that these safety checkers can still be bypassed by our proposed multimodal jailbreak attack, Mirage. Given an adversarial target, which can be either a reference NSFW image or a malicious text description, Mirage conceals the target within an imperceptible perturbation applied to a benign input image. Mirage exploits the shared representation space of multimodal encoders to jointly align the perturbed image with the cross-modal adversarial target while repelling its representation from commonly filtered NSFW concepts. Such semantic separation can transfer across representation spaces, enabling Mirage to evade heterogeneous safety checkers without accessing their internal details. We further employ lightweight black-box query refinement to improve evasion near the unknown safety boundary. We implemented Mirage on Stable Diffusion 1.5, Stable Diffusion XL, and Kandinsky 2.2, and evaluated it on two cross-modal NSFW datasets, covering both text-to-image and image-to-image genera…

  • Study infers Lightning Network node software release lines from gossip data, finding many nodes lag behind security patches across 2023-2026.

    arXiv cs.CR (Cryptography & Security)lightning-networkbitcoinpatching
    Feed excerpt

    arXiv:2610.30350v1 Announce Type: new Abstract: Every implementation of Bitcoin's Lightning payment network disclosed security vulnerabilities in 2026, and every advisory told operators to upgrade. Whether they do has never been measured, because Lightning gossip carries no software version. Matching the feature bits a node announces against the source of every LND, Core Lightning, Eclair and LDK release, we show that gossip reveals a node's release line after all. Where Core Lightning nodes state their version, the inferred line is exact for 132 of 136 node-line pairs. Across 814 daily snapshots of the public graph from 2023 to 2026, the network patches on release and platform schedules, not on disclosures. Half of LND nodes upgrade within 88 days of a release; small nodes and those that skipped releases lag far behind. The three largest upgrade waves came about a day after the Umbrel app store shipped a new LND version. Since June 2025, 17% of LND upgrades came in the 48 hours after a platform release, windows that cover 4.4% of the time. Disclosures, a median 256 days after the fix, moved few operators: of 12 we can test, only Core Lightning's of July 2026 sped up upgrades, and …

  • Researchers describe data-void exploits where disinformers seed low-quality pages that web-searching LLMs then cite in answers.

    arXiv cs.CR (Cryptography & Security)disinformationllmweb-search
    Feed excerpt

    arXiv:2610.30365v1 Announce Type: new Abstract: Web-searching Large Language Models (LLMs) have changed how users seek online information: instead of sifting through ranked lists of links, users read synthesized answers. This shift creates a new LLM vulnerability: a data-void exploit. Disinformers publish their narratives in search spaces where relevant and reliable content is scarce, i.e. data voids, then rely on the LLM's web-search to retrieve and then use, cite, or list those pages in its responses to data-void seeking prompts. Unlike classical search, where users see ranking cues and competing results, LLMs can obscure when an answer relies on sparse, unverified, or adversarial sources. We study this threat by varying the user's prompt tone - skeptical, excited, or neutral - and LLM choice - ChatGPT, Gemini, or Sonar Pro - as well as three attacker controls. The attacker can use one of five known strategies to construct and fill a data void with their narrative, host their content at varying levels of visibility from well-established, indexed domains to less established ones, and include generative-optimization engine features thought to boost citing by web-searching LLMs. We …

  • Agent Mosaic benchmarks how LLM agents assemble confidential facts from multiple documents into disclosed sensitive conclusions, even on benign queries.

    arXiv cs.CR (Cryptography & Security)llm-agentsdata-leakarxiv
    Feed excerpt

    arXiv:2610.30418v1 Announce Type: new Abstract: Modern LLM agents can retrieve information from accessible documents, and then disclose a sensitive conclusion assembled from them. This mosaic effect creates a critical risk for agents operating over confidential data. We quantify its realization with 30 synthetic cybersecurity, medical, and military examples, yielding 10,800 final answers from three LLM agents in controlled simulation and 1,440 answers from live agents in two open-source harnesses. Even under benign queries designed to be answerable from one document, GPT-5.6-Sol, the best performing model tested, discloses forbidden composites in 7.08% of answers (95% CI: 3.75-10.67%) in simulation, with worse disclosure rates in live harnesses. Adding visible classification headers and explicit aggregation rules reduces pooled disclosure rates substantially, yet unsafe disclosures persist in 32.37% of simulated answers (95% CI: 28.33-36.19%) across all intents despite these safeguards. Furthermore, increased refusals do not guarantee confidentiality, since significant refusals reveal the prohibited conclusion regardless. These results point to a troubling conclusion: sensitive dat…

  • GeoTrace shows large reasoning models can geolocate ordinary photos from visual cues alone, and proposes defenses against this location privacy risk.

    arXiv cs.CR (Cryptography & Security)privacyllmgeolocationarxiv
    Feed excerpt

    arXiv:2610.30439v1 Announce Type: new Abstract: Recent large reasoning models can infer where ordinary photos were taken using only visual information, creating a serious location privacy risk even when metadata and obvious geographic identifiers are removed. To understand the mechanism behind such fine-grained localization, we develop GeoTrace, a structured reasoning attack that exposes how models extract location-relevant visual clues and compose them through coarse-to-fine geographic reasoning. We evaluate GeoTrace on a worldwide benchmark of 525 ordinary images spanning natural, urban, residential, and human-centered scenes while excluding famous landmarks and direct location indicators. Our results show that GeoTrace localizes 25.71% of images within 1 km with Gemini-3-Flash and 16.95% with GPT-5-mini. More importantly, our analysis reveals a key insight in the visual clue chain: broad scene properties mainly support coarse localization, whereas precise localization disproportionately relies on small, distinctive, and editable local clues. Building on this insight, we develop GeoShift, a proactive user-side defense that breaks the visual clue chain before image release. Rather…

  • Analysis assesses recent structural attack claims against Classic McEliece, estimating key-recovery costs of about 2^89 to 2^128 operations.

    arXiv cs.CR (Cryptography & Security)post-quantumcryptanalysismceliece
    Feed excerpt

    arXiv:2610.31196v1 Announce Type: new Abstract: For the last two years, classical structural attacks on McEliece with binary Goppa codes progressed further, at the parameters of Classic McEliece, than in the previous four decades: a subexponential and then a quasi-polynomial distinguisher, key recoveries for public challenges with brute-force labels up to $254$, and conditional key-recovery estimates of about $2^{89}$ to $2^{128}$ per run of a large sparse linear-algebra computation, depending on the parameter set and on whether and how memory access is charged. On September 2026 the German BSI advised against new deployments of the scheme. This paper gives a version-aware critical assessment of these results. It separates proved distinguishers, conditional cost estimates and actual recoveries; analyses in detail Saarinen's HOVER algorithm, his conditional cost analysis and his recovery of the TII-254 challenge, together with Weis's cost study of Holdout/Hermite key recovery; and compares the other key-recovery routes and the objections raised against them. Our own analysis finds that the cost model is now the main quantitative uncertainty, with about thirty bits between the cheape…

  • Researchers show a malicious cloud provider can infer sensitive properties of user inputs from inference latency in multi-exit networks.

    arXiv cs.CR (Cryptography & Security)privacyside-channelml-security
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    arXiv:2610.31246v1 Announce Type: new Abstract: Multi-exit networks improve inference efficiency by allowing inputs to terminate early at intermediate exits. We identify a privacy vulnerability in cloud deployments of these networks: a malicious Cloud Service Provider (CSP) can infer sensitive properties of individual user inputs solely from inference latency, without accessing inputs, intermediate states, or model outputs. The attack exploits the CSP's control over the model supply chain. Prior to deployment, the CSP supplies a specially crafted multi-exit network manipulated so that inputs carrying a target sensitive property are routed to a designated exit with high probability, while other inputs exit elsewhere. At serving time, the CSP infers the exit index from per-query latency, thereby determining whether each input possesses the target property without accessing inputs, outputs, or internal model states. We propose a training framework combining selective label smoothing and entropy-covariance optimization to control confidence distributions across exits and reduce premature termination. We conduct experiments on four datasets across ten target properties. The results demo…

  • AgentPhishing introduces a benchmark testing how LLM email agents respond to adaptive phishing attacks.

    arXiv cs.CR (Cryptography & Security)phishingllm-agentsbenchmark
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    arXiv:2610.31404v1 Announce Type: new Abstract: Computer-use agents increasingly handle private information and act on users' behalf across desktop and web applications, including email. Phishing therefore poses privacy and security risks that depend not only on whether agents recognize malicious messages, but also on how they respond. Existing phishing datasets were developed primarily for conventional detection, leaving agent susceptibility to persuasive malicious requests insufficiently characterized. To expose vulnerabilities that pre-existing datasets may miss, we introduce AgentPhishing, a benchmark for evaluating whether persuasive phishing attacks can evade detection and induce LLM email agents to comply with malicious requests. We develop PhishOpt, which optimizes reusable email-generation skills against individual agents under fixed benchmark constraints and a realism constraint. We analyze the generated emails using Cialdini's persuasion principles to identify strategies associated with agent failures and use these findings to construct a universal generation skill. Our evaluation shows that agents can handle pre-existing phishing emails safely yet remain susceptible to …

  • JANUS uses agentic LLM generation to create cross-language fuzzing harnesses for JNI code in closed-source Android native libraries.

    arXiv cs.CR (Cryptography & Security)fuzzingandroidjni
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    arXiv:2610.30218v1 Announce Type: cross Abstract: Modern Android apps extensively rely on native libraries, bridging Java/Kotlin and C/C++ through the Java Native Interface (JNI). This cross-language interoperation, however, exposes the memory-safe Android Runtime to the unsafe C/C++ world, creating an attack surface that has been repeatedly exploited for full device compromise. While fuzzing is a proven technique for vetting native libraries, state-of-the-art harness generation tools struggle to faithfully capture closed-source cross-language API usage: (i) precise program analysis across the JNI boundary does not scale, whereas lightweight approximations miss critical invocation patterns; and (ii) none tackles the construction of complex composite objects consumed by JNI methods. In this paper, we propose JANUS, the first agentic approach to synthesizing cross-language JNI-aware fuzzing harnesses for Android native libraries. JANUS iteratively resolves both explicit and implicit cross-language call dependencies to recover app-specific runtime context, and recursively assembles cross-language argument objects in a bottom-up manner. JANUS leverages an autonomous agentic workflow to…

  • Study finds three experienced underwriters and loan processors tested their ability to spot AI-edited forged loan statements in document-only review.

    arXiv cs.CR (Cryptography & Security)fraudai-forgeryresearch
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    arXiv:2610.30758v1 Announce Type: cross Abstract: AI-assisted editing can produce loan documents that preserve familiar issuer layouts while changing the applicant's identity. We investigated whether experienced underwriters and loan processors identify such forgeries in first-pass, document-only review. Three practitioners recruited through Upwork each received one applicant package drawn from 134 forged PDFs derived from 47 genuine financial documents supplied with full consent. The edits preserved amounts, dates and balances; identifier inconsistencies introduced by the pipeline were knowingly retained before distribution. Reviewers were not told that files had been altered and returned 132 file-level judgements. Checking their explanations against the originals yielded 14 edit-supported concerns (10.6%): 12 Suspicious judgements and two Insufficient information judgements. All supported concerns involved identifier disagreements within or across documents, and no reported visual cue identified an actual edit. Thus, approximately one in ten judgements contained evidence of the forgery, despite known inconsistencies remaining in the files. These observations motivate evaluating c…

  • DEFEAT is a framework that groups causally related file I/O events to detect ransomware campaigns earlier despite fragmented temporary files.

    arXiv cs.CR (Cryptography & Security)ransomwaredetectionresearch
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    arXiv:2609.21426v2 Announce Type: replace Abstract: Ransomware increasingly fragments its file operations across temporary and intermediate files, scattering the semantic context that links individual I/O events to an overarching encryption campaign. This fragmentation defeats existing detectors that reason over isolated file streams -- whether pattern-based methods that match rigid event sequences or learning-based methods that require accumulating statistical evidence across many files. We present DEFEAT, a framework that reconstructs this fragmented, scattered context by grouping causally related file events into File Event Gadgets (FEGs), semantically coherent units that capture the full intent behind sequences of file operations spanning multiple dynamically created files. Unlike provenance graphs (system-wide causal graphs that record relationships among all OS entities, such as processes, files, sockets, and registry keys, across the entire system), FEGs are scoped to the file-operation context of a single user asset, enabling lightweight, targeted analysis without whole-system instrumentation. Each FEG is modelled as an attributed control flow graph (ACFG) and embedded via …

  • A 'Userland' exploit using an integer overflow in the SmileBasic interpreter lets hackers unlock homebrew access on the Nintendo Switch 2.

    Ars Technicanintendo-switch-2exploithomebrew
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    "Userland" exploit relies on integer overflow found in "SmileBasic" interpreter.

  • Weekly roundup covering PHP and GitLab RCE flaws, Linux bugs, eMudhra certificate compromise, LiteLLM hack, and hijacked Tor relays.

    The Hacker Newsroundupweekly
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    This week has already been rough for cybersecurity. Critical PHP and GitLab RCE flaws, serious Linux security bugs, compromised eMudhra certificates, a Node.js RCE flaw, a hacked LiteLLM release, and hundreds of hijacked Tor relays. That's a lot to deal with in just a few days. And the week isn't even over yet. But those big headlines are only half the story. Stolen passwords, exposed

  • A modder jailbroke the Nintendo Switch 2 using an exploit developed with help from OpenAI's Codex and ran custom Mario Kart World content.

    The Vergeswitch-2jailbreaknintendocodex
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    The Nintendo Switch 2 has apparently been jailbroken, and a modder has already shown the console running a custom version of Mario Kart World featuring new playable characters like Cinnamoroll, the red Angry Bird, Peter Griffin, and Steve from Minecraft. i jailbroke the nintendo switch 2 so i modded cinnamoroll, peter griffin, hatsune miku, and more into Mario Kart World, a switch 2 exclusive now watch my friends and i get cooked by bots learn more and get the exploit https://t.co/ykjgyfrFRp pic.twitter.com/BOcFhejRz1 - pepsipu (@pepsipu) October 22, 2026 OpenAI's Codex helped make this "ns2jb" jailbreak, according to Sammy Hajhamid, aka "pe … Read the full story at The Verge.

  • Indian certificate authority Indian firm stopped issuing SSL/TLS certificates after a private key was found to be trivially weak.

    The Registercertificatestlscaprivate-key
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    We didn't want to issue SSL/TLS certs anyway, Indian firm suggests after one private key turns out to be the number 4

  • Exaforce argues attacks now move at machine speed, citing stolen GitHub tokens, malicious AI installers, and MFA phishing cases.

    BleepingComputerdetectionincident-responsegithub
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    Attackers can steal credentials and begin exfiltrating data within minutes, often before security teams can respond. Exaforce examines real-world attacks involving stolen GitHub tokens, malicious AI installers, and MFA phishing, explaining why faster detection and automated containment are critical. [...]

  • LWN summarizes a batch of security updates across AlmaLinux, Arch, Debian, and Fedora, including kernel, openssh, and openssl.

    LWN.netsecurity-updateslinuxdigest
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    Security updates have been issued by AlmaLinux (.NET 10.0, .NET 8.0, .NET 9.0, cockpit-files, cockpit-machines, fetchmail, glycin-loaders, go-toolset:rhel8, golang, hostapd, jackson-core, kernel, kernel-rt, librsvg2, lrzsz, mariadb11.8, openexr, openssh, openssl, perl-DBI:1.641, python-urllib3, python3.12-urllib3, qt5-qtbase, rust-sequoia-sq, and xorg-x11-server-Xwayland), Arch Linux (php and php-legacy), Debian (bind9, firefox-esr, nginx, php8.2, and php8.4), Fedora (ca-certificates, dolphin, gnome-shell-extension-gsconnect, libdigidocpp, linux-firmware, nicotine+, perl-ExtUtils-Typemaps-Default, php, python-cairosvg, qdigidoc, rust-rustls-webpki, rust-webpki-root-certs, and rust-webpki-roots), Gentoo (PHP), Mageia (php8.5, php8.4), Oracle (perl-URI), Red Hat (go-toolset:rhel8, golang, grafana-pcp, kernel, kernel-rt, nodejs-nodemon, nodejs22, nodejs24, nodejs:22, nodejs:24, rhc, and sudo), Slackware (php), SUSE (aliyun-cli, bouncycastle, buildah, ca-certificates-mozilla, chromedriver, cifs-utils, cyrus-sasl, docker, firefox, gimp, git-bug, GraphicsMagick, libheif, libpng16, libraw, libsoup-2_4-1, mutt, onefetch, openexr, openssh, openssl-certs, php7, php8, poppler, python-hpack, p…

  • CISA and the Canadian Cyber Centre released joint guidance on managing AI token consumption and denial-of-wallet risks.

    CISA Advisoriescisaguidanceai-costs
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    CISA, the Canadian Centre for Cyber Security (Cyber Centre), and partners are releasing joint guidance, Managing AI Token Consumption for Operational Resilience, to help organizations understand and manage token usage in support of operations. As organizations adopt third-party super intelligence (SI) services, token-based usage models can affect cost, performance, and access to critical services. Unmanaged token consumption may contribute to rising and unpredictable costs, reduced service availability, degraded performance, token exhaustion, and denial-of-tokens or denial-of-wallet attacks. The guidance outlines practical steps organizations can take to prioritize token allocation, design efficient workflows, improve user prompting practices, leverage caching and reusable context, optimize data before submission, and monitor token consumption over time. Critical infrastructure owners and operators can use this guidance to identify mission-critical functions that depend on SI, understand service provider and operational dependencies, and plan for reduced SI availability during outages, incidents, or periods of high demand. Cyber defenders can also use the guidance to manage SI-enab…

  • Siemens released a .NET Client Library update fixing CVE-2026-85114 and CVE-2026-85115 for SIMATIC S7 Webserver API, enabling information disclosure and arbitrary file writes.

    CISA Advisoriescvesiemensics
    Feed excerpt

    View CSAF Summary .NET Client Library for SIMATIC S7 Webserver API contains multiple vulnerabilities that could allow an attacker to obtain sensitive information or write arbitrary files outside the intended download directory. Siemens has released a new version for .NET Client Library for SIMATIC S7 Webserver API and recommends to update to the latest version. The following versions of Siemens SIMATIC S7 Webserver API are affected: .NET Client Library for SIMATIC S7 Webserver API vers:intdot/<3.3.61, vers:intdot/<3.3.62 (CVE-2026-85114, CVE-2026-85115) CVSS Vendor Equipment v3 7.5 Siemens .NET Client Library for SIMATIC S7 Webserver API 2 Vulnerabilities Improper Limitation of a Pathname to a Restricted Directory ('Path Traversal'), Generation of Error Message Containing Sensitive Information Background Critical Infrastructure Sectors: Critical Manufacturing, Transportation Systems, Energy, Healthcare and Public Health, Financial Services, Government Services and Facilities Countries/Areas Deployed: Worldwide Company Headquarters Location: Germany Vulnerabilities Expand All + CVE-2026-85114 Affected applications do not properly validate filenames received from remote servers durin…

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