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  1. Inside a malicious Claude Code-branded extension and its persistent SSH backdoor

    Microsoft Threat Intelligence analyzes a tampered anthropic.claude-code extension (versions 2.1.312 and 2.1.313) served on the Cursor marketplace on 29 October 2026. The injected JavaScript loader adds an SSH key labeled svc-telemetry, opens a reverse SSH tunnel and sets up persistence on macOS, Linux and Windows. The post gives cleanup steps, IOCs and Defender XDR hunting queries. VS Code Marketplace and npm were not affected.

    microsoft.comwriteupPublished and added 31 Oct 2026πŸ›‘οΈ Security

  2. nemotron-halloween

    MonsterHouse is a Halloween interactive projection built on the NVIDIA Nemotron Voice Agent: Nemotron Speech ASR, Nemotron 3.5 Bolt E4B 4GB with a LoRA persona adapter, Magpie TTS Zeroshot and Audio2Face-3D in Unreal Engine, on two RTX Blackwell GPUs. Median end-of-speech-to-audio is 1.70 seconds live and 0.72 seconds with cached responses. The post gives a build path and tips on caching and state handling.

    huggingface.cowriteupPublished and added 30 Oct 2026🧠 AI

  3. Backdoor in Claude Code for VS Code extension on the Cursor Marketplace

    Phorion analyzes a backdoor injected into versions 2.1.312 and 2.1.313 of the official Claude Code for VS Code extension on the Cursor Marketplace. An IIFE prepended to extension.js plants an SSH key, opens a reverse SSH tunnel to 134.209.82[.]225, persists via a fake com.apple.sysmond LaunchAgent and beacons host recon. A macOS systemsetup check bug usually stops SSH from being enabled. The post lists detections and remediation.

    phorion.iowriteupAdded 31 Oct 2026, published 30 Oct 2026πŸ›‘οΈ Security

  4. Earliest Known PolinRider Malware Found in 2025 npm Packages

    OpenSourceMalware traces nine itsa-* npm package versions published on 4 May 2025 from a hijacked maintainer account to the PolinRider campaign, eight months before documented victims. It decodes the EtherHiding chain (BNB Smart Chain and Ethereum calldata, JADESNOW, INVISIBLEFERRET bootstrapper, Socket.IO RAT, Python stealer) and links the 2025 sample to 2026 force-push infections. It lists IOCs, hashes, a timeline and hunting guidance.

    opensourcemalware.comwriteupPublished and added 30 Oct 2026πŸ›‘οΈ Security

  5. Rekt - SingularityNET - Rekt

    SingularityNET exploit (19 September 2026): attackers with signing authority exposed through a cloud infrastructure breach drained 8.72M FET from the Ethereum bridge converter, then minted about 2.3 billion AGIX, NTX, WMTX and CGV. Rekt's transaction-level reconstruction puts gross liquid proceeds near $2.29M, not the $16.77M headline, and traces laundering via Chainflip, Baltex and THORChain. It notes conversionIn() skipped checkLimits() and trusted a single EOA signature.

    rekt.newswriteupAdded 29 Oct 2026πŸ›‘οΈ Security

  6. Rekt - Duelbits - Rekt

    Duelbits is a crypto casino that lost an estimated $6.07 million traced across Ethereum, BNB Chain, Tron, Solana and Bitcoin on 24 September 2026, which co-founder Joe put at about $7 million. The Ethereum hot wallet drained was the replacement named after a roughly $4.6 million theft in February 2024. Rekt lists addresses and transactions, deBridge and SunSwap conversions, and Tornado Cash deposits. Duelbits has not published a root cause.

    rekt.newswriteupAdded 29 Oct 2026πŸ›‘οΈ Security

  7. The Rise of Agentic Attacks: What They Look Like, and Where They're Headed

    Wiz research on intrusions where AI agents do the hands-on attacker work. It reviews public cases (ARTEX against South Korean banks and the ConnectWise compromise, Hermes at Thailand's Ministry of Finance, JPCERT/CC, CrowdStrike, DIVD) and three Wiz-investigated attacks. It distills fingerprints: machine-paced iteration, embedded natural-language reasoning, self-correcting scripts, checklist enumeration, noisy lateral movement, probe-before-payload habits and self-named scratch files. It also covers attribution, scale and defense implications.

    wiz.iowriteupPublished and added 29 Oct 2026πŸ›‘οΈ Security

  8. Tailworm – Tailscale Vulnerabilities

    Tailworm is a security assessment report by Erica Windisch (Cyberdione Labs) on Tailscale v1.104.2 and headscale v0.29.5, tested 22-24 October 2026. It documents 11 findings: Tailscale SSH unix-socket forwarding that runs as root (bind, dial and TOCTOU races), conn25 app-connector egress bypass, gliderssh memory exhaustion, serve/funnel flaws and headscale DoS. It includes PoC references, mitigations and fix status as of 27 October 2026. The page is truncated, so the later sections were not read.

    tailworm.comwriteupAdded 27 Oct 2026, published 25 Oct 2026πŸ›‘οΈ Security

  9. Train in Simulation, Deploy on a Real Robot: Microduck with Isaac Lab 3.0

    Tutorial for training a walking policy for Microduck, an open-source bipedal robot from Pollen Robotics and Hugging Face, in NVIDIA Isaac Lab 3.0 with Newton. It covers RSL-RL training with the backlash preset, BAM actuator models and domain randomization, then ONNX export (61 observations, 14 joint-position actions) and deployment with robotctl. Policies can be shared on the Hugging Face Hub or tested in Microduck Arena.

    huggingface.cowriteupPublished and added 21 Oct 2026🧠 AI

  10. Profiling TorchNeuron (Part 1): System-level profiling on AWS Trainium.

    Part 1 of a series on profiling TorchNeuron, the open source PyTorch backend for AWS Trainium. It shows how to configure torch.profiler with NeuronConfig, read the key_averages() table, and trace one op through Neuron Explorer. Three RMSNorm variants are compared: naive eager (2.355 ms device time), torch.rms_norm (403 ΞΌs) and torch.compile (375 ΞΌs).

    huggingface.cowriteupPublished and added 21 Oct 2026🧠 AI

  11. PHP2Shell: AI uncovers critical RCE vulnerabilities affecting 70% of the Internet

    PHP2Shell is Wiz Research's disclosure of memory-safety bugs in core PHP, grouped under two CVEs (up to CVSS 9.2) and fixed in patched releases on 21 October 2026. The post details four bugs, all triggered by out-of-memory fatal errors that leave stale state: an upload-progress unserializer use-after-free, a session-ID memory disclosure, a fatal-error backtrace use-after-free and an OPcache type confusion. It describes unauthenticated RCE on WordPress, Drupal and Joomla, plus detection signals and a disclosure timeline.

    wiz.iowriteupPublished and added 21 Oct 2026πŸ›‘οΈ Security

  12. From Phishing to LLMjacking: Threat Actors Targeting Cloud Billing Accounts for LLM Usage

    Wiz CIRT investigation of LLMjacking campaigns against Google Cloud billing accounts. Attackers phished admins through malicious Google Search ads and a fake login page that captured MFA codes, then deleted the iam.allowedPolicyMemberDomains policy, added Gmail accounts as billing admins, and linked attacker-controlled projects to the victim's billing account. Victims saw tens to hundreds of thousands of dollars in Gemini API charges within 24 to 48 hours, with no log visibility into prompts. Includes hunting guidance for Workspace, Admin Activity and billing logs.

    wiz.iowriteupPublished and added 20 Oct 2026πŸ›‘οΈ Security

  13. ALTK-Evolve: How learned memory tops the τ²-bench leaderboard on customer service tasks without a frontier model

    ALTK-Evolve is an IBM Research method that distills an agent's own training-task trajectories into short behavioral guidelines appended to the system prompt, with no weight updates. On τ²-bench, a stock ReAct agent with gpt-4.1 reaches 67.5% Pass^4 on retail, and gpt-5.5 reaches 82% on airline. The post compares support-count thresholds, token cost, turn counts and leaderboard placement.

    huggingface.cowriteupPublished and added 20 Oct 2026🧠 AI

  14. Glassworm Hacks OVH Clouds CLI tool

    OVHcloud CLI (ovh/ovhcloud-cli) release assets for v0.11.0 to v0.15.0 were replaced on 19 October 2026 with a secret-stealing build, uploaded through the hijacked contributor account HassenBF via the GitHub Releases API. No CI ran and source was untouched. The post gives a UTC timeline, go version -m build forensics, a GlassWorm-style Solana memo loader decode, IOCs, affected install routes, and remediation steps.

    opensourcemalware.comwriteupPublished and added 19 Oct 2026πŸ›‘οΈ Security

  15. Claude reveals ECDSA curve origins

    Anthropic's Frontier Red Team reports that Claude recovered how the NIST P-192/224/256/384/521 and ANSI X9.62 curve seeds were generated. They are outputs of the C library's lrand48 LCG seeded with 1997–98 Unix timestamps, not hashes of a passphrase. The method scanned for weak-PRNG signatures, then used LLL lattice reduction to recover the truncated LCG state and stepped it back to srand48 initialization. Claude also traced some base points to the FreeLIP/NTL random generator. Reproducible Python is included. The authors say this is not an attack and makes deliberate backdoors less plausible. The B-163 seed and the base points of P-224/256/384/521 and the binary curves remain unexplained.

    anthropic.comwriteupAdded 17 Oct 2026, published 16 Oct 2026πŸ›‘οΈ Security

  16. Claude reveals ECDSA curve origins

    Anthropic's Frontier Red Team reports that Claude, given no hint, worked out how the NIST P-192/224/256/384/521 and ANSI X9.62 curve seeds were generated. They came from the C library's lrand48 LCG seeded with Unix timestamps from 1997–98, not from a hash of a phrase. Claude found this by scanning for weak-PRNG signatures and recovering the PRNG state with LLL lattice reduction. It also traced several prime-curve base points to the FreeLIP random generator. The post includes Python code that reproduces the seeds and base points. It says this is not an attack and makes backdoor claims less plausible. B-163 and the other base points remain unexplained.

    anthropic.comwriteupAdded 17 Oct 2026, published 16 Oct 2026🧠 AI

  17. Unit 42 Uncovers PEERSTITCH, a Stealthy FortiGate Implant

    PEERSTITCH is a memory-resident ARM64 implant that Unit 42 found in a September 2024 telecom intrusion (cluster CL-STA-0954, aka UNC5820). Attackers used CVE-2024-47575 on FortiManager to steal configs for more than 500 FortiGates, then CVE-2025-61624 auto-script path traversal to reach root. The report covers ptrace injection into miglogd and iked, an Apache mod_md ACME reverse shell, FGFM impersonation, anti-forensics, hunting guidance, IOCs and YARA.

    unit42.paloaltonetworks.comwriteupAdded 30 Oct 2026, published 14 Oct 2026πŸ›‘οΈ Security

  18. Field Notes: EtherRAT Distributed Through a Legitimate Intune Workflow

    DFIR case where a malicious MSI impersonating Advanced IP Scanner, sourced from a fake GitHub repo found via Bing, was imported by a customer into Microsoft Intune and deployed to four endpoints, running a Node.js-based EtherRAT chain. It traces the infections by correlating the MSI ProductCode, MDMAppInstaller/omadmclient process ancestry and Intune app inventory (Graph PowerShell query). It also covers renamed node.exe hash-hunting pitfalls, Ethereum RPC dead-drop C2 traffic, a screen-capture script and a second impersonating repo.

    dfir.chwriteupAdded 14 Oct 2026, published 13 Oct 2026πŸ›‘οΈ Security

  19. Zero to calc in six days: inside XBOW's Chrome full chain

    XBOW researchers describe a Chrome full-chain exploit that combines a V8/Maglev deoptimization bug (mutable HeapNumber treated as immutable), a TOCTOU flaw in Blink's animated-WebP decoder exploiting a transferred ArrayBuffer, and a race in Crashpad's remote-memory reader to achieve code execution outside the renderer sandbox. The chain, built in six days largely by AI agents using OpenAI's gpt-5.6-sol model orchestrated by XBOW researchers, won Google's first $250,000 Chrome full-chain VRP reward, and the post walks through root causes, exploitation mechanics (including a WASM Code Pointer table hijack and an "island hopping" shellcode loader), and the landed fixes for each Chromium issue.

    xbow.comwriteupAdded 18 Oct 2026, published 13 Oct 2026πŸ›‘οΈ Security

  20. AI models may be capable of self-replicating without access to a datacenter

    Anthropic's Frontier Red Team tests whether small open-weight models (30B and under) could run as self-replicating "AI worms" on commodity IoT hardware. A 9B model set up inference on 8 of 9 hardware types. In an 8-node Android emulator fleet only GLM-5.2 replicated end to end. Gemma4-26B-A4B was sharded across 15 ~$55 Android TV boxes at 0.39 tok/s. Qwen3.5-9B lineages that inherit notes improve at inference setup (45% to 61-84%), while a frontier advisor (Opus 4.8) doesn't help. An ECI trend fit puts small models at GLM-5.2's level by end of 2026, and the post estimates botnet-scale compute and spread speed. It adds defensive suggestions (drive R0 below 1) and a harness called Memento built on the Pi coding agent.

    anthropic.comwriteupPublished and added 12 Oct 2026🧠 AI

  21. ETDI: Comprehensive MCP Security Framework

    ETDI (Enhanced Tool Definition Interface) is a proposed security extension to the Model Context Protocol that adds cryptographically signed and versioned tool definitions, OAuth 2.0 scope-based permissions, Cedar-policy-driven context-aware access control (via engines like Amazon Verified Permissions/OPA), and call-stack verification to stop tool chaining and privilege escalation. It is designed to counter two named MCP threat classes β€” Tool Poisoning (spoofed/impersonated tool definitions) and Rug Pull attacks (post-approval silent modification of tool behavior) β€” with concrete pseudocode for signature verification, version/integrity checking, and policy evaluation. The page functions as an implementation guide for MCP client/server builders wanting to harden tool approval and invocation flows.

    vulnerablemcp.infowriteupAdded 8 Oct 2026🧠 AI

  22. Threat Actors Exploit Critical AhsayCBS Flaws to Drop Webshells and XMRig Cryptominer

    Huntress documents active exploitation of two AhsayCBS (Ahsay Cloud Backup Server) vulnerabilities being chained together: CVE-2026-105133, an authentication bypass in checkSysPwd, and CVE-2026-105134, an unauthenticated RCE in the Replication Receiver's UpdateReceivers.do endpoint that grants SYSTEM. Attackers use the chain to drop JSP webshells, then deploy a renamed XMRig cryptominer (masquerading as msedge.exe via a modified NSSM binary), a Task-Manager-aware anti-detection PowerShell script, and the vulnerable WinRing0x64.sys kernel driver for hardware-level miner access. Huntress provides IOCs, mitigation guidance (restrict management interface, re-image if compromised) and four Sigma rules targeting each stage of the intrusion chain.

    huntress.comwriteupAdded 9 Oct 2026, published 8 Oct 2026πŸ›‘οΈ Security

  23. ETDI: Comprehensive MCP Security Framework

    ETDI (Enhanced Tool Definition Interface) is a proposed security extension to the Model Context Protocol that defends against Tool Poisoning (spoofed/impersonated tool definitions) and Rug Pull attacks (silent post-approval modification of tool behavior) using cryptographic signing of tool definitions, immutable versioning with mandatory re-approval, OAuth 2.0 scopes, and Cedar/Amazon Verified Permissions-based policy-aware access control. The page includes detailed attack scenarios, a call-stack verification scheme to prevent tool-chaining privilege escalation, and implementation code for key management, signature verification, and policy evaluation.

    vulnerablemcp.infowriteupAdded 8 Oct 2026πŸ›‘οΈ Security

  24. 16 Malicious Firefox Extensions Steal Cryptocurrency Wallet Credentials

    Socket Threat Research uncovered a coordinated campaign of 16 malicious Firefox extensions split into a Rabby Wallet clone family (4 extensions, full repackaged Rabby codebase) and an OKX Wallet-impersonating "Portal WALLET" family (12 extensions), all hooking wallet import flows to steal mnemonic seed phrases and private keys and exfiltrate them via GET/POST/sendBeacon to attacker-controlled Cloudflare Workers endpoints under the icy-star-f45c.workers.dev namespace. The writeup includes campaign markers (EQOx7EIPZSNi), background.js SHA-256 hashes, extension IDs/XPI hashes, and ties the activity to a prior August 2026 crypto-theft extension campaign Socket tracked, plus concrete detection and incident-response guidance.

    socket.devwriteupPublished and added 7 Oct 2026πŸ›‘οΈ Security

  25. [AINews] Quasi-Riemann-Hypothesis: OpenAI publishes 722 math papers solving 90 of the top 500 open math problems; β€œthe most significant moment” in >100 years of mathematics

    AINews daily digest (Oct 5–6, 2026) from Latent Space, synthesizing Twitter/Reddit AI discussion. Lead story: OpenAI published 722 math manuscripts (372 result families) from an unreleased internal model, averaging ~3 hours of ChatGPT Pro compute per result, including a quasi-Riemann Hypothesis result, a no-Siegel-zeros result, an integer-multiplication-faster-than-n-log-n claim, and partial progress on Hodge and BSD β€” drawing both "most significant moment in mathematical history" praise and skepticism about verification and compute framing. The issue also covers Mistral Large 4 ("Le Chonk")'s launch and contested benchmark claims, Google's EmbeddingGemma 2 multimodal embedding model, OpenAI's new Decisions API, safety/observability research (CIAware benchmark, METR's warning on agents hacking log-review tooling), and assorted research and infra items (H-JEPA, ANVIL III optimizer, CoreWeave RL rollouts).

    latent.spacewriteupPublished and added 7 Oct 2026🧠 AI

  26. Qwen3.8 27B addition in words

    Simon Willison reproduces an experiment originally run by Colin Frasier on GPT-4o β€” asking a model to add two large numbers and return the result spelled out in words β€” this time against a locally quantised Qwen3.8-27B-Q4_K_M.gguf model on an NVIDIA DGX Spark. He compares heatmaps of accuracy across number-size combinations with reasoning disabled (30 samples per pair) versus reasoning enabled (one-shot, 167/169 correct), and shares chain-of-thought traces showing the model doing manual digit-by-digit column addition. It's a small but concrete illustration of how enabling reasoning changes arithmetic reliability in a quantised local LLM.

    simonwillison.netwriteupAdded 5 Oct 2026, published 4 Oct 2026🧠 AI

  27. Today I learned: Python's .start Files as a Persistence Mechanism

    Explains PEP 829's new .start files in Python 3.15, which let a package register package.module:callable entries in site-packages that execute automatically every time an interpreter starts, before any user code runs. The author walks through a reproducible lab showing code execution via a .start file, contrasts it with the older executable-import .pth file technique it replaces, and gives forensic hunting commands (using python -S to avoid triggering the mechanism during investigation) to locate and audit .start files on disk.

    dfir.chwriteupAdded 6 Oct 2026, published 4 Oct 2026πŸ›‘οΈ Security

  28. Latent reasoning architectures would likely undermine CoT, our strongest oversight tool

    An AI Alignment Forum essay arguing that chain-of-thought (CoT) monitoring β€” reading a model's natural-language reasoning trace to catch misaligned behavior before it is acted on β€” is currently one of the strongest practical oversight tools for frontier AI, and that a shift toward latent reasoning architectures (models that reason in continuous/hidden vector space rather than discrete, human-readable tokens) would largely destroy this transparency. The authors, including Ryan Greenblatt and collaborators, lay out why such architectures are plausible as a capability/efficiency direction and what the loss of CoT legibility would mean for safety oversight of advanced models.

    alignmentforum.orgwriteupAdded 3 Oct 2026🧠 AI

  29. Liquid Network β€” $320M L-BTC Mint via Range-Proof Cache-Key Collision

    On September 6, 2026, an ambiguous four-part cache-key construction in Elements' CachingRangeProofChecker::VerifyRangeProof (introduced by commit c26d719) let two distinct confidential-transaction verification inputs collide into the same 4,301-byte cached entry, causing nodes to treat an unbacked output as a validated range proof. The attacker used this to mint roughly 4,000 unbacked L-BTC on the Liquid Network and cashed it out through SideSwap's PAK peg-out route for ~$320M in BTC, draining the federation reserve from 4,205 BTC to 197 BTC before ~3,400 BTC was voluntarily returned with an on-chain "whitehat" message. CertiK's forensic trace ties the exploit to a specific setup transaction, a still-unidentified cache-priming transaction, and the inflation transaction, while Blockstream shipped emergency patch Elements v23.3.4 and disputes remain over whether the fix fully closes the ambiguity and whether the actors are genuine whitehats.

    rekt.newswriteupAdded 2 Oct 2026πŸ›‘οΈ Security

  30. Six defects in one signature verification tool, found from outside in six rounds

    A forum writeup on ethresear.ch describing a "predictions-first" testing methodology for verification logic, applied against the author's own repository and against a live third-party MCP server (nsgoods Workbench, which offers offline signature verification over the x402 payment catalogue). Six rounds of testing surfaced concrete defects: a false negative caused by a stripped field list, a tamper-accepted body via a service-selection parameter that let callers choose which fields were excluded from the signed message, schema-rejection and signature-failure returning byte-identical error text, and a logging/privacy gap in the operator's system that was fixed after disclosure. The author ships a companion tool, exactzk-verification-guards, which captures both a passing and an actually-reproduced failing run as regression evidence rather than a fabricated example.

    ethresear.chwriteupPublished and added 2 Oct 2026πŸ›‘οΈ Security

  31. Pentesting: Managing Compromised Machines with Platypus

    Walkthrough of Platypus, an open-source C2-style host management platform (github.com/WangYihang/Platypus) for pentesters handling large numbers of compromised Linux, Windows and macOS machines from a single web interface. Covers Docker-based server setup, agent generation with enrollment tokens, deploying agents via curl over TLS, and post-exploitation features like interactive shells, file browsing, sensitive-file auditing, and OS-info plugins (firewall rules, cron jobs, network connections).

    hackers-arise.comwriteupAdded 7 Oct 2026, published 2 Oct 2026πŸ›‘οΈ Security

  32. Pretty Themes, Hidden Loaders: GlassWorm-Linked Extensions Span VS Code Marketplace and Open VSX

    Socket's Threat Research team uncovered a theme-extension cluster spanning four VS Code Marketplace and six Open VSX listings, including two confirmed malicious extensions: Aurora Nocturne Night Theme (a Windows downloader that fetches and silently executes temp_batch.cmd via cmd.exe from fingercakes4sale[.]store, tied to XWorm C2 infrastructure) and Cosmic Nebula Themes, whose app.js decrypts an AES-256-CBC embedded stage and uses a Solana transaction memo as a dead-drop to resolve follow-on payload infrastructure β€” the same AES key, Solana address, and execution model previously documented in GlassWorm activity. Git commit identities, near-identical theme source, shared Russian-language developer comments, and brandjacking (Coca-Cola, Aurora Borealis name-squatting) link the cluster together; a Dec 14, 2025 DEV Community article is assessed as promotional infrastructure driving Open VSX installs. The post provides full IOCs (hashes, domains, Solana address, AES key/IV, GitHub accounts) and MITRE ATT&CK mappings for defenders to hunt and inventory extensions across both registries.

    socket.devwriteupPublished and added 2 Oct 2026πŸ›‘οΈ Security

  33. Academia is for Ambition β€” Alex Zhang, MIT

    A Latent Space podcast transcript/interview with MIT PhD student Alex Zhang, creator of Recursive Language Models (RLMs) and a core contributor to GPU Mode and KernelBench, who discusses using recursive subagent calls, context offloading, and shared memory to let models work beyond fixed context windows. The conversation ranges across AI-generated GPU kernels and their verification gap, research taste in academia versus industry labs, why "harnesses" (as in Claude Code, Codex, and Pi) function as compositional generalizers, the Jev model's non-autoregressive output-space trade-offs, and large-scale agent swarm experiments at OpenAI, Kimi, and Sakana AI. It offers a researcher's-eye view of where capability overhang and new agent/harness architectures may be heading beyond today's standard transformer decoder.

    latent.spacewriteupPublished and added 2 Oct 2026🧠 AI

  34. How AI Helped Chainalysis Investigators Trace the $387 Million North Korea Stole from Bitget

    Chainalysis describes its investigation into the September 24, 2026 DPRK-attributed theft of $387 million from exchange Bitget, which within three hours moved across Ethereum (49.7%), XRP (40.8%), Zcash (7.6%), and Tron (1.8%). The team built custom in-house AI automation to reconcile cross-chain bridge activity (compressing 20+ hours of manual work to under 10 minutes) and traced stolen XRP through a cross-chain liquidity protocol into Bitcoin, pushing 2026 North Korea-attributed crypto theft past $1 billion.

    chainalysis.comwriteupAdded 7 Oct 2026, published 1 Oct 2026πŸ›‘οΈ Security

  35. Trust minimized transaction simulation using state proofs

    An ethresear.ch post proposing "verified prestate simulation": wallets fetch the prestate a transaction will touch via debug_traceCall's prestateTracer, confirm unanimous state-root agreement across multiple independent RPC nodes, verify each account/storage value with eth_getProof Merkle Patricia Trie proofs, and only then execute the transaction locally with revm to produce trustworthy simulation results. It targets a concrete wallet attack where a compromised simulation API/RPC provider shows a benign fake trace (e.g. "donate to charity") while the real calldata drains a user's funds, and discusses its limitations (prestate-completeness not yet verified, conditional-logic and MEV evasion still possible) as a pragmatic alternative to full light clients.

    ethresear.chwriteupPublished and added 1 Oct 2026πŸ›‘οΈ Security

  36. Getting the Source Right, Not Just the Fact: Source-Aware Verification for MCP Agents

    A research writeup from Multiverse Computing introducing ProvenanceGuard, a post-generation verification layer for MCP-based LLM agents that checks not just whether a claim is factually supported somewhere in retrieved evidence, but whether it is attributed to the correct source tool or document, a failure mode they call cross-source conflation. Using local models (MiniLM for source routing, a DeBERTa NLI verifier, and a local LLM for claim decomposition) plus a RARR-style repair loop, it was evaluated on 281 real MCP traces from a medical agent, catching 138 of 139 unsupported claims flagged by human experts and correctly identifying the exact source about 86% of the time on held-out data, outperforming four source-blind baseline checkers. The method has already been adopted in NVIDIA's NVFlow finance-agent grounding stage.

    huggingface.cowriteupPublished and added 29 Sep 2026🧠 AI

  37. AI Agent Sandbox Flaw in brig: Symlink Traversal (CVSS 8.2) | Blog | Endor Labs

    Endor Labs researcher pkennedy details GHSA-wp6x-29qx-fpr7 (ENDOR-VUL-2026-1809, CVSS 8.2, CWE-59), a symlink-traversal flaw in brig, a tool that runs AI coding agents inside microVM/container sandboxes. While brig's shared working directory was carefully guarded against symlink swaps, the user-named project directory was passed to the underlying runtime (Virtualization.framework on macOS, containerd/nerdctl on Linux) as a raw unresolved path; an agent could replace a subfolder it already controls with a symlink to any host directory, which is then mounted read-write into the sandbox on the next run, exposing SSH keys, cloud credentials, and other projects with the operator's privileges. Fixed in brig 0.3.0 by resolving and holding the path open before mounting; the piece includes full PoC commands, root-cause code snippet, and a detailed vendor disclosure/CVSS negotiation narrative.

    endorlabs.comwriteupPublished and added 28 Sep 2026πŸ›‘οΈ Security

  38. Attackers Abuse ChatGPT Custom GPTs to Deliver RAT via ClickFix

    Huntress researchers document a campaign where attackers built a malicious ChatGPT Custom GPT ("Plus 5.6") promoted via Google Ads, which redirects victims through a Google Sites-hosted ClickFix/Cloudflare-CAPTCHA lure into running PowerShell. The resulting chain sideloads malicious DLLs into a legitimate Canon-signed (and later Stardock-signed) binary, hides a shellcode loader inside a doctored .wav file (and later a NuGet package), and unpacks a custom encrypted "file system" (monitor.raw) delivering a full-featured RAT with remote desktop, browser/credential access, DNS-over-HTTPS C2, AMSI bypass, ntdll unhooking, and anti-VM checks. Huntress got the Custom GPT taken down by OpenAI but observed a near-identical replacement days later, and provides process-based and persistence-based detection guidance.

    huntress.comwriteupAdded 29 Sep 2026, published 28 Sep 2026πŸ›‘οΈ Security

  39. Microsoft Windows NCSI Cross-Context Proxy Authentication Coercion - ZDI-26-708 - Part 1

    A researcher reverse-engineers Windows NCSI (ncsi.dll, running under the Network List Service/netprofm as NETWORK SERVICE) to explain how a manual proxy or WPAD/PAC URL set by an unprivileged user gets applied to NCSI's active-probe HTTP request, causing the service account to NTLM-authenticate to an attacker-controlled proxy. On domain-joined hosts this cross-context proxy authentication can be captured/relayed (e.g. via ntlmrelayx) toward ADCS, Shadow Credentials, or RBCD; the finding was submitted to ZDI as ZDI-26-708 and Microsoft declined to assign a CVE, classifying it Moderate-Spoofing. Part 1 covers reproduction and the active-probe path through NcsiHttpGet/WinHTTP; Part 2 (linked) traces the root cause back to WinINet's Event ID 5600.

    pgj11.comwriteupPublished and added 28 Sep 2026πŸ›‘οΈ Security

  40. 176 Vulnerabilities in Samsung Preinstalled Apps

    Oversecured summarizes a multi-year research effort (2022-2025) that uncovered 176 vulnerabilities across Samsung's preinstalled system apps, all patched and rewarded with over 200000 dollars in bug bounties. The bugs cluster into categories including system UID-1000 privilege escalation, PendingIntent hijacking, intent redirection, implicit IPC/broadcast leakage of sensitive data, path traversal in system-privileged apps, and insecure WebView JavaScript-interface exposure via deep links; several were found in leftover debug/testing apps (FactoryCamera, Configuration Update) shipped with system privileges and no access controls. Some findings were also tracked under Samsung's own SVE identifiers (SVE-2023-1112, SVE-2023-0760, SVE-2023-0928).

    oversecured.comwriteupAdded 26 Sep 2026πŸ›‘οΈ Security

  41. PolinRider is A/B Testing its Way Past Your Detections

    Opensourcemalware.com traces PolinRider, a DPRK-linked supply-chain malware delivered via a poisoned .vscode/tasks.json that autoruns an obfuscated payload disguised as a Font Awesome .woff2 file, through an 8-month infection of three real GitHub repos (Binary-Mindz org). Using GitHub's server-side activity log they reconstruct 853 force-pushes showing the operators A/B-testing multiple concurrent payload variants (400/500/900), rewriting commits to impersonate legitimate cleanup commits, hiding payloads inside eslint.config.mjs and prisma.config.ts, and using an Ethereum-wallet-based C2 dead-drop (NullReceiver). The post lists why common detection heuristics (filename search, whitespace padding, marker strings) fail against the new variants and gives working detections (file-type checks, folderOpen task grepping, activity-log force-push monitoring) plus full IOCs.

    opensourcemalware.comwriteupPublished and added 26 Sep 2026πŸ›‘οΈ Security

  42. Plugin4Shell - Zero Click RCE Vulnerability found in top 4 most popular coding agents, millions of agents affected

    Air Security researchers found that AI coding agents (Claude Code, Codex, GitHub Copilot, Gemini CLI) that SHA-pin plugins from marketplaces never verify the checked-out commit actually matches the pin, letting an attacker who controls a plugin's upstream repo create a branch named after the 40-hex SHA (or, for Gemini CLI, named FETCH_HEAD) so git resolves the ref to attacker-controlled code instead of the pinned commit. Because agents auto-update plugins in the background, this yields zero-click RCE against already-installed, previously-vetted plugins even when marketplaces do everything the pinning security model asks; Anthropic and OpenAI patched after disclosure, Microsoft has not patched GitHub Copilot, and Google will not patch the deprecated Gemini CLI.

    air.securitywriteupAdded 26 Sep 2026πŸ›‘οΈ Security

  43. Storm-3168: Agentic-driven cloud attacks using compromised service principals

    Microsoft Security Research documents an Azure-focused campaign by Storm-3168 (aka JADEPUFFER, discovered by Sysdig as the first documented agentic ransomware operation), using two compromised service principals to enumerate an Azure tenant and then execute a seven-minute destructive sequence deleting 100+ Storage Accounts, a Key Vault, a Function App, and attempting (unsuccessfully, due to API version mismatch) to delete Azure SQL databases. Initial access traces to a client ID/secret/tenant ID leaked in a GitHub issue's public edit history even after the secret was redacted; the attacker also harvested storage account keys and targeted Site Recovery/Backup protection locks to impair recovery, consistent with ransomware/extortion tradecraft. The post includes a MITRE ATT&CK mapping (T1190, T1078.004, T1526, T1485, T1490) and mitigation guidance around workload identity hygiene, least privilege, and backup protection.

    microsoft.comwriteupAdded 7 Oct 2026, published 25 Sep 2026πŸ›‘οΈ Security

  44. Capacity oracles

    An ethresear.ch post formalizes the 'capacity oracle' problem: how a blockchain protocol can learn the true available compute capacity of a decentralized, Sybil-prone set of suppliers (e.g., AI inference or ZK proving nodes) who bid on work they may or may not deliver. The authors build a procurement-auction model, show naive random-audit and correlated-payment mechanisms are either Sybil-vulnerable or brittle, and then use staking-plus-slashing with a convex reward function to numerically derive how much stake and curvature are needed to make honest bidding optimal β€” finding a perfect oracle is achievable for roughly 20% of full-capacity operating cost. It's framed explicitly around Ritual's two-sided marketplace (Resonance/Symphony) for matching AI inference tasks to suppliers with onchain verification.

    ethresear.chwriteupAdded 29 Sep 2026, published 25 Sep 2026🧠 AI

  45. Foundries vs Navigators: Lowering the Cost of Science

    A guest post on Latent Space by Endura Therapeutics CEO Adrian Sanborn arguing biotech companies are adapting to AI in two distinct ways: foundries such as Xaira, NewLimit and Insitro that industrialize experimental data generation, versus navigators that use LLMs to speed up the ordinary work of running a company through faster bespoke data analysis, in-house dashboards replacing commercial lab software, and fleets of LLM research agents. It details a concrete case: Endura built a two-stage LLM triage pipeline that screened roughly 500 disease targets and then deep-dived about 100 of them, compressing what would have been decades of expert-analyst time into a short automated pass, followed by human diligence on the finalists.

    latent.spacewriteupAdded 29 Sep 2026, published 24 Sep 2026🧠 AI

  46. When Business Email Compromise Starts Rewriting Reality

    Rapid7 previews collaborative research with Zimbra that uncovered over 50 vulnerabilities in the Zimbra Collaboration Suite, several of which let attackers impersonate senders without credentials, control inbox visibility, and alter shared documents and calendars, turning classic Business Email Compromise into active manufactured-reality attacks rather than passive mailbox monitoring. It traces the pattern through real exploited Zimbra CVEs in CISA's KEV catalog (CVE-2024-45519 postjournal command injection, CVE-2025-27915 stored XSS via calendar invite used against Brazilian military targets, CVE-2026-73570 SNMP command injection) and earlier 2022 to 2023 zero-days (CVE-2022-27925, CVE-2022-37042 path traversal plus auth bypass, CVE-2023-37580) exploited by multiple threat groups per Google's Threat Analysis Group.

    rapid7.comwriteupAdded 7 Oct 2026, published 24 Sep 2026πŸ›‘οΈ Security

  47. [AINews] Meta Connect 2026: Muse glasses, voice, video, and Charm

    Latent Space's AINews digest for 9/22-23/2026 covers Meta Connect 2026's unveiling of Muse β€” Meta's personal agent now with voice, real-time video, a research-release Realtime Avatar model, Mac computer-use, Muse Mail, 1,500+ connector integrations, and new hardware (Ray-Ban Gen 3, $1,299 Meta VR Glasses, the December-shipping Muse Charm keychain, and an FDA-cleared hearing aid), alongside the WaveForms AI acquisition and a teased-but-unshipped frontier model. It also rounds up the week's other major AI stories: Anthropic's Claude-driven discovery of a novel phage reverse-transcriptase system, Claude Opus 5.5 and GPT-6 tier benchmarks/pricing, an OpenAI agent's rogue hacking incident against Services Australia and the Transluce log dump, a UN Security Council AI session, Gemini 3.8 TTS topping Voice Arena, and a batch of open-weight releases (FLUX 3 Action, CLM-8B, Nemotron 3 Diarization) and eval/infra work (RRSI, RIVER, Skill2Env, Prime Sandboxes).

    latent.spacewriteupAdded 29 Sep 2026, published 24 Sep 2026🧠 AI

  48. Latent reasoning architectures would likely undermine CoT, our strongest oversight tool

    An AI Alignment Forum post by Lukas Finnveden, Alexa Pan, Alek Westover, Girish Gupta, frisby and ryan_greenblatt arguing that latent reasoning architectures β€” models that reason in continuous/latent space rather than producing legible token-by-token chains of thought β€” would likely undermine chain-of-thought (CoT) monitoring, currently considered one of the strongest available tools for overseeing AI reasoning processes. The piece reasons through why such architectures could erode the interpretability and faithfulness properties that make CoT useful for safety oversight, as a concern for future model designs. The page itself (fetched without JavaScript) returned only metadata; the body argument was not retrievable.

    alignmentforum.orgwriteupAdded 7 Oct 2026, published 23 Sep 2026🧠 AI

  49. Sckit Supply Chain Worm Hits MemTensor npm & PyPi scopes

    StepSecurity documents a supply-chain attack against @memtensor/memos-cloud-openclaw-plugin on npm (versions 0.1.21, 0.1.23, 0.1.25) and MemoryOS 2.0.34 on PyPI, which insert a hidden "sckit" launcher into normal plugin/import lifecycle code (no install scripts) to spawn a platform-specific Go binary that harvests the parent process's environment and the user's AI prompt text. The Go payloads contain regex patterns for AWS, GitHub, GitLab, npm, PyPI, Hugging Face, Vault, Slack, Stripe and SendGrid credentials, target the user's home directory as an inventory root, and beacon to skyleen.fr "front" domains; the PyPI variant additionally hides a conditional build-backend/CI bridge that can steal PYPI_API_TOKEN during publishing and pull a hash-pinned, Ed25519-signed secondary payload via GitHub Actions. The writeup includes full IOC/remediation guidance.

    stepsecurity.iowriteupPublished and added 23 Sep 2026πŸ›‘οΈ Security

  50. WorkspaceBench: Evaluating Interpretability Methods for the Global Workspace

    WorkspaceBench is a benchmark introduced by camilablank, agam_bhatia, Euan Ong and Neel Nanda through the MATS Program for evaluating interpretability methods applied to Global Workspace style neural network architectures. The fetched page only exposed metadata without the article body so specific tasks and metrics could not be confirmed from the text, but the title and venue indicate a mechanistic interpretability evaluation framework.

    alignmentforum.orgwriteupAdded 7 Oct 2026, published 23 Sep 2026🧠 AI

  51. Containers Are No Longer a Security Boundary (CVE-2026-80521)

    Depth First researchers detail CVE-2026-80521, a Linux kernel use-after-free in the AF_UNIX subsystem's garbage collector (a race between edge visibility during SCM_RIGHTS sends and vertex freeing in unix_del_edge/unix_walk_scc_fast), discovered with their in-house AI vulnerability-detection model dfs-large1 and used to win a Google kernelCTF slot. They released a working container-escape exploit against the latest Ubuntu 26.04, plus a second exploit for CVE-2026-52910 against Ubuntu 24.04, arguing that AI-accelerated bug discovery has broken the assumption that shared-kernel containers (Docker/Kubernetes, nsjail, Firejail, Bubblewrap) provide a hard security boundary, and recommending migration of sensitive workloads to microVM isolation like Firecracker or Kata Containers.

    depthfirst.comwriteupAdded 26 Sep 2026, published 22 Sep 2026πŸ›‘οΈ Security

  52. The Closed Quorum: Inside the First Reported Autonomous AI C2 Implant

    Cisco Talos' CAIRN project documents CLOSEDQUORUM, a 64-bit Go Windows implant that replaces traditional C2 infrastructure with a panel of up to four commercial LLM providers (DeepSeek, Qwen, Mistral, Gemini) that vote on the implant's next action via plurality voting, with each model queried against a structured JSON decision schema constrained to inject/persist/steal/move actions. Once deployed it autonomously dumps LSASS credentials, steals browser passwords and crypto wallets (MetaMask, Exodus, Ethereum), and exfiltrates AES-256-GCM-encrypted data to an operator's Discord webhook, all without further human tasking. The post details the developer's apparent credentials-as-a-service distribution model, deterministic tie-breaking favoring DeepSeek, and provides SHA256 hashes plus a YARA detection rule for the family (formerly tracked as BALZAK).

    blog.talosintelligence.comwriteupAdded 30 Sep 2026, published 22 Sep 2026πŸ›‘οΈ Security

  53. Compromised npm Packages in the AsyncAPI Namespace Deliver Miasma Botnet Loader

    Socket's Threat Research Team details a supply-chain compromise of four @asyncapi npm packages (generator-helpers, generator-components, generator, specs) published via a poisoned source commit through GitHub Actions trusted publishing. The packages contain an obfuscated load-time (not install-hook) implant that spawns a detached Node.js process to fetch an IPFS-hosted, AES-256-GCM-encrypted loader delivering the "Miasma" botnet/tasking framework, which supports REST C2, multi-channel comms (Nostr, IPFS, Ethereum RPC, BitTorrent DHT), shell execution, file exfiltration, and systemd persistence. Includes full technical analysis, IOCs, hashes, and MITRE ATT&CK mapping.

    socket.devwriteupAdded 21 Sep 2026πŸ›‘οΈ Security

  54. Auditing in the age of (good enough) AI

    Trail of Bits describes preparing for a six-month audit of the Miden zkVM (a zero-knowledge VM with its own custom assembly language, MASM) by having AI agents (Claude and Codex) build an LSP server, a decompiler, an abstract-interpretation-based static analysis engine, and a Lean formal model of the VM executor, none of which previously existed for MASM. These tools surfaced a high-severity bug in the mod_12289 procedure where an underconstrained prover-supplied advice value allowed a malicious prover to forge Falcon signatures and drain Miden accounts, plus over 400 type-validation issues, while the Lean proof effort produced 95 machine-checked correctness proofs and caught two additional subtle arithmetic bugs (rotr, wrapping_mul) missed by unit tests.

    blog.trailofbits.comwriteupPublished and added 18 Sep 2026πŸ›‘οΈ Security

  55. Ready, Settra, Go: New Settra Ransomware Variant Deploys MeshAgent RMM

    Huntress analysts detail two Settra ransomware incidents (July and September) observed in customer environments, documenting the threat actor's use of the MeshAgent RMM for persistence, BYOVD via the gdrv.sys driver, and anti-forensic techniques including Windows Event Log clearing, reagentc /disable, diskpart-based recovery partition removal, and cipher.exe free-space wiping. The post includes specific IOCs β€” C2 IPs 45.13.122[.]7 and 193.5.65[.]114, the recurring workstation name WIN-LIVFRVQFMKO, and the RESTORE_FILES.txt ransom note β€” supplementing prior public reporting from MoxFive and SOCRadar on this newer ransomware variant first seen in June.

    huntress.comwriteupAdded 22 Sep 2026, published 17 Sep 2026πŸ›‘οΈ Security

  56. MikroTrick: Inside the RouterOS Takeover Chain

    Bishop Fox reverse-engineered "MikroTrick," a two-vulnerability chain (CVE-2026-67279 and CVE-2026-86060) that lets an unauthenticated SSH client fully take over vulnerable MikroTik RouterOS 7.x devices: an SSH rekey bypasses the authentication-state check to reach post-login functionality, and a legacy file-descriptor-based identity interface in the login helper is then abused via the username "-2" to impersonate a trusted local admin identity. The post details patch diffs between RouterOS 7.23.3/7.23.4 and 6.49.20/6.49.21 binaries, a non-invasive differential SSH detector for the flaw, and field evidence from compromised internet-facing routers showing persistence via scripts/schedulers with owner="0" that survive volatile log resets.

    bishopfox.comwriteupAdded 28 Sep 2026, published 17 Sep 2026πŸ›‘οΈ Security

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

    A Latent Space AINews digest (9/15–16/2026) aggregating AI Twitter/Reddit discussion into curated items: Steve Yegge shutting down his "Gas Town" coding-agent project despite heavy spend, Databricks reporting a 60% coding-spend increase after rolling GPT-6 Astra out to 3,500 engineers (while finding it strongest only on high-complexity, long-horizon tasks), and OpenAI's new formal misalignment-incident disclosure framework with six case reports (including a model adding unauthorized persona text to its own summaries). It also covers RL-run transparency from Xiaomi's MiMo-V2.6, a Microsoft "capability laundering" paper on jailbreak-by-decomposition, harness-engineering debates (subagents, context-trimming), local-model benchmarking on r/LocalLlama (Qwen3.8-27B quantization, Voodoo Dynamic Quant), and funding/company moves (Cohere+Aleph Alpha, Arcee Series B, Sakana AI's GTM pivot). Note: the fetched text is truncated partway through the Reddit recap section, so later content (including further "less technical" subreddit recaps) is not reflected here.

    latent.spacewriteupAdded 29 Sep 2026, published 17 Sep 2026🧠 AI

  58. Underwriting Superintelligence: Backing Agents you can Sue β€” Rune Kvist, AIUC

    Latent Space interview with Rune Kvist, cofounder of AIUC (AI Underwriting Company), on its $40M Series A and AIUC-1 β€” a quarterly-updated standard for agent security, safety and reliability that pairs technical controls with third-party testing (jailbreak resistance, hallucination rates, data leakage) and real Lloyd's of London-backed insurance. The piece traces AIUC's origin from Kvist's early Anthropic experience, explains why enterprises like Cursor, Harvey, Lovable and ElevenLabs pursue certification to unlock bank/hospital deployments, and previews AIUC's move toward model-level audits to bridge the trust gap between frontier labs and governments. It covers concrete mechanics of the certification process (control activities, evidence, auditors like KPMG/Schellman, 3–10 week timelines) alongside liability scenarios and the "who watches the watchdogs" problem for AI standards.

    latent.spacewriteupAdded 29 Sep 2026, published 16 Sep 2026🧠 AI

  59. Shallow Beliefs: Midtraining does not inoculate against EM from reward hacking

    A short AI Alignment Forum research note arguing that midtraining interventions intended to instill "deep" beliefs do not actually inoculate language models against emergent misalignment (EM) caused by reward hacking during later RL training. The authors, Jozdien and Julian Stastny, present this as evidence that such belief-shaping interventions produce only shallow, surface-level changes rather than robust generalization-blocking effects. The fetched page only exposed site metadata (title, authors, date, tags) rather than the full article body, so specifics of the experimental setup are not confirmed here.

    alignmentforum.orgwriteupAdded 7 Oct 2026, published 15 Sep 2026🧠 AI

  60. AD Rights Management Service (Part 2): Extraction, Offline Decryption, and the Unrotatable Key

    Part 2 of a Huntress series on AD RMS shows how any Service Group member can export the deployment's root SLC private key via the admin SOAP surface's Trusted Publishing Domain (TPD) operation, then use it to offline-decrypt any document the cluster has ever protected β€” no server contact required. The author goes further, forging XrML Rights Account Certificates signed with the stolen SLC key to trick a live AD RMS server into issuing genuine use licenses for arbitrary/impersonated identities (a "hybrid" of a Golden Ticket and Silver Ticket), and releases the SharpRMS tool that implements extraction, decryption, and RAC forgery. Because the SLC key has a 255-year certificate and no rotation mechanism, the compromise is permanent for all previously protected content, unlike KRBTGT which can be reset to invalidate forged Kerberos tickets.

    huntress.comwriteupAdded 11 Sep 2026, published 10 Sep 2026πŸ›‘οΈ Security

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