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  1. Appraisal by AI: Model-driven victim prioritization in the VOLTA infostealer

    VOLTA (VOLTA-AUTODOXER) is a self-deleting Windows infostealer that, after theft and live session-based enrichment, POSTs an evidence bundle to OpenRouter so an LLM can rank the victim's assets by monetization value. It falls back across a Claude, Kimi and Gemini chain when a model refuses. Talos covers the builder model, the Chrome App-Bound Encryption bypass, the volta_debug.txt artifact and countermeasures such as blocking Chrome --headless.

    blog.talosintelligence.comwriteupPublished and added 31 Oct 2026🛡️ Security

  2. Node2Shell: Reproducing CVE-2026-111497 in the Node.js Brotli decoder

    Node2Shell is Datadog Security Labs' analysis of CVE-2026-111497, an out-of-bounds write in the Google Brotli 1.2.0 decoder, fixed in Node.js 22.23.4, 24.22.1 and 26.12.1 on 21 October 2026. It explains the unchecked return value in DecodeBlockTypeAndLength(), the read and write primitives, and why code execution is still engineering effort. It lists inbound and outbound exposure paths, behavioral detections and what WAFs miss.

    securitylabs.datadoghq.comwriteupPublished and added 29 Oct 2026🛡️ Security

  3. Lean verification of EIP-7002: system-call success and FIFO requests

    Lean 4 proofs about the 504-byte EIP-7002 withdrawal-request contract on Ethereum, checked against the Jaune EVM semantics for Prague, Osaka, BPO1 and BPO2. The end-of-block system call always succeeds, using at most 210,000 gas. Requests leave in FIFO order. The post also gives counterexamples: code at the system address drains the queue, and the bytecode's 256-bit fee can undercut the EIP's fee.

    ethresear.chwriteupPublished and added 26 Oct 2026🛡️ Security

  4. Amazon-Themed ClickFix Campaign Serves Up Finger-Licking Malware

    Huntress analysis of an Amazon-themed ClickFix campaign that used a Google sponsored result, a fake Amazon login on Google Sites and a fake CAPTCHA to make victims run the Windows finger utility. The .plan script drives IronPython, a Cyrillic-substituted Base64 Python loader, Doina, a Node.js stage, Lumma Stealer via sRDI, and a pirated NetSupport RMM. It lists C2 domains and gives detection tips (aclk/gclid markers, blocking the Run dialog).

    huntress.comwriteupPublished and added 21 Oct 2026🛡️ Security

  5. Jev as a judge: How counterfeit policy steers Jev

    Datadog Security Labs tests TypeSafe AI's Jev decision model as a prompt-injection detector and as the judge behind LangChain's tool-risk gating. On four public datasets Jev had 99.66% precision and 82.90% recall. A prepended "counterfeit policy" that redefines the attack categories cut recall by over 79 points. In a LangChain scenario, a user-editable profile field lowered the mean is_risky score from 0.893 to 0.290, below the 0.5 block threshold. Plain prompt injection did not move the score.

    securitylabs.datadoghq.comwriteupAdded 29 Oct 2026, published 15 Oct 2026🛡️ Security

  6. Fake WatchGuard VPN Site Steals Credentials

    Huntress analyzes an October incident where an admin searching Bing for a WatchGuard VPN download landed on watchguard-vpn[.]net, a lookalike site whose popup.js harvests Server/Login/Password, deliberately rejects the first submission to get a second set, and posts to watchguard-ssl[.]online. Unlike earlier iterations (Secplicity, Microsoft Storm-2561), the final payload is the genuine, validly signed WatchGuard installer from the official CDN, so no malware is present for endpoint tools to flag. Covers infrastructure timeline, thin VirusTotal detections, and defender guidance (MFA, monitoring VPN logins from hosting ASNs, blocking domains, publishing official download links).

    huntress.comwriteupAdded 14 Oct 2026, published 13 Oct 2026🛡️ Security

  7. Claude Code Complete Guide: Hooks, Agents, MCP Tools & Professional Development

    A LinkedIn-hosted PDF guide to Claude Code automation. It explains hook configuration in .claude/settings.json (matchers, JSON stdin payloads, exit code 2 to block) and the hook events: PreToolUse, PostToolUse, Notification, Stop, SubagentStop, SessionStart, UserPromptSubmit and PreCompact. Worked examples include sound and TTS alerts with pyttsx3, a regex guard against rm -rf and other dangerous Bash commands, TDD enforcement, auto-formatting with black, ruff and prettier, and session context loading. It adds troubleshooting and a cheat sheet, and its table of contents lists sections on multi-agent observability, slash commands, MCP tools, sub-agents and professional development patterns. The later sections are cut off in the fetched text. It is useful as deterministic guardrails and automation for a non-deterministic coding agent.

    media.licdn.comwriteupAdded 9 Oct 2026🧠 AI

  8. tensorlake NPM package compromised with Shai Hulud worm

    Aikido details a new Shai-Hulud worm wave that compromised the tensorlake npm package (v0.5.144, 100k+ lifetime installs) via a hijacked GitHub maintainer identity. The malware's preinstall script drops the Bun runtime to run an obfuscated payload that exfiltrates CI/cloud secrets, browser crypto-wallet extension data (via a bundled HackBrowserData binary), uses a blockchain dead-drop (an Ethereum contract queried via public RPC nodes) to resolve a fallback C2, and includes a GitHub-token-triggered dead-man's switch that wipes infected machines. The post includes full IOCs: file hashes, the C2 domain iseekaigogo[.]com, and the threat actor's wallet/contract addresses.

    aikido.devwriteupPublished and added 8 Oct 2026🛡️ Security

  9. Kubernetes Agent Sandbox on AWS EKS (Step-by-Step Guide)

    Tutorial on setting up Kubernetes Agent Sandbox (kubernetes-sigs/agent-sandbox) with gVisor on an AWS EKS cluster. It runs a troubleshooting AI agent backend inside a sandbox using SandboxTemplate, SandboxWarmpool and SandboxClaim, and runs untrusted Python through the k8s-agent-sandbox SDK and Sandbox Router. Probes show blocked /etc/shadow reads, setuid and service account token access, plus host process isolation. It also covers scheduled deletion and suspend/resume with persistent volumes.

    devopscube.comwriteupAdded 21 Oct 2026, published 7 Oct 2026🛡️ Security

  10. CUDA Basics for Hackers, Part 1: Getting Started

    First part of a Hackers-Arise series teaching CUDA (NVIDIA Compute Unified Device Architecture): installing the CUDA toolkit and nvcc compiler on Kali or Debian-based Linux, writing a basic CUDA C++ kernel, and compiling and running a simple parallel vector-addition program. It explains GPU threading concepts (kernels, thread blocks, grids) and frames CUDA as foundational to AI workloads and to future security applications like password cracking, real-time threat detection and post-quantum cryptography, though those applications are only listed, not demonstrated, here.

    hackers-arise.comwriteupAdded 7 Oct 2026, published 6 Oct 2026🛡️ Security

  11. MALFEX npm Malware Campaign: Three Payloads And An Adversary That Signs Their Work

    Checkmarx's research team documents MALFEX, an npm supply-chain malware campaign run by a single operator ("Murizada") publishing since August 2023, with 12 packages (8 malicious), three still live as of late September/October 2026. The campaign delivers three distinct Windows payloads: Overlord RAT (a Go-based C2 that reads its server address from encrypted Solana blockchain transactions and uses process hollowing into TapiUnattend.exe), the movinlike Node.js stealer (targeting Discord, browser credentials, Telegram, and crypto wallets, exfiltrating via Discord webhook), and a long-running downloader hidden in function-flag's postinstall script. The writeup includes full IOCs, file hashes, host artifacts, detection commands, and remediation guidance for compromised Windows hosts.

    checkmarx.comwriteupAdded 7 Oct 2026, published 5 Oct 2026🛡️ Security

  12. SubQuery Ecosystem Compromise: Hidden Credential Theft and Backdoors

    StepSecurity's investigation of @subql/common@5.8.3, a malicious npm release in the SubQuery Web3 indexing framework's monorepo, found a heavily obfuscated postinstall/import-time payload (base64+XOR+gzip inside a function constructed via Function()) that spawns a detached worker to steal credentials (.npmrc, .env, AWS, SSH, kubeconfig, Vault, cloud secrets), read GitHub Actions runner memory for CI secrets, inject a camouflaged "Run Copilot" GitHub Actions workflow to exfiltrate repo secrets, and provide a remote shell/PTY over an encrypted channel to ci-artifacts.dev. The release was published via a compromised build pipeline: a workflow modification swapped the real build output for an externally downloaded, unsigned tarball from that same C2 domain immediately before publish, and the authors provide IOCs and remediation steps (credential rotation, host isolation, domain blocking).

    stepsecurity.iowriteupPublished and added 5 Oct 2026🛡️ Security

  13. Liquid Network — $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 2026🛡️ Security

  14. Defender Exclusion Abuse: How Attackers Hide Malware from MDAV

    Huntress breaks down how Microsoft Defender Antivirus (MDAV) path/extension exclusions can be abused to hide malicious binaries from scans, detailing the registry internals (HKLM...Windows Defender\Exclusions vs the GPO-driven Policies key) and the four ways to set them: PowerShell (Set/Add-MpPreference), the MSFT_MpPreference WMI class, GPO, and direct registry edits. It documents real-world abuse by GootKit (2019), WhisperGate (2022), and Muddled Libra (2024), plus an under-documented trick where setting HideExclusionsFromLocalAdmins blocks even SYSTEM from querying exclusions via PowerShell/WMI, and describes the registry-level telemetry and detections Huntress built to catch both behaviors.

    huntress.comwriteupAdded 1 Oct 2026, published 30 Sep 2026🛡️ Security

  15. Implementing and Evaluating a Basic Per-Action Monitor for Safer Evals

    METR describes a live per-action LLM monitor, built on Inspect's approver chain, that blocks agent tool calls scoring 3/10 or higher for human review during evals. It lays out four conjunctive claims for effectiveness with evidence gaps. Results include 0.025% false positives on 20,000 actions, 10/10 UK AISI incident transcripts caught, and a spoofed user turn that lowered scores, with 12/30 runs falling below the threshold.

    metr.orgwriteupAdded 29 Oct 2026, published 27 Sep 2026🛡️ Security

  16. 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 — 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

  17. Re-Enabled GitHub Actions Expose Thousands of Repositories to Mini Shai-Hulud

    Socket reports that the actions-cool/issues-helper and actions-cool/maintain-one-comment GitHub Actions, compromised in the May 2026 Mini Shai-Hulud campaign and disabled by GitHub, were re-enabled on September 16, 2026 with their release tags still pointing to the malicious code. Any workflow referencing them by tag (about 15,000 dependents for issues-helper alone) resumed running the Bun-executed obfuscated payload. Workflow run logs show the switch from fast "Repository access blocked" failures to multi-minute successful runs. The post gives remediation: SHA-pin actions, rotate secrets, and hunt for oven-sh/setup-bun and bun run index.js in runner logs. An update says both repos were disabled again on September 25.

    socket.devwriteupPublished and added 24 Sep 2026🛡️ Security

  18. The Not So Silent Miner: Threat Actor Compiles Cryptominer on the Endpoint

    Huntress SOC analyzes an intrusion that began with exploitation of Samsung MagicINFO (CVE-2025-4632, after incomplete fix of CVE-2024-7399) via tomcat9.exe. The actor took three tries to install AnyDesk (certutil and PowerShell attempts were blocked by Defender), created an 'oldadministrator' account, disabled Defender, then ran Silent XMR Miner Builder, which compiled a Monero miner on the endpoint using csc.exe, cvtres.exe, donut, tcc and MinGW gcc. The miner ran masquerading as explorer.exe against C3Pool; the post gives command lines and detection ideas such as unusual compiler child processes from an unsigned parent and explorer.exe with mining arguments.

    huntress.comwriteupPublished and added 24 Sep 2026🛡️ Security

  19. Graphalgo campaign spreads to Terraform providers and Go Modules

    Aikido documents the Graphalgo malware campaign's expansion beyond NPM into two malicious Terraform providers (gocommunity-io/dockerd and the kreuzwerker/docker typosquat kreuzwenker/docker) and two Go modules (gocommunity.io/orderedbtree, gogets.dev/btreex), marking the first observed systematic Terraform provider malware distribution. The payload is a Go port of Graphalgo sharing blockchain infrastructure, Slack C2, and a public key with prior JS/NPM samples; it activates only under specific hash-gated runtime conditions (targeted attack indicator), then deploys a Go RAT with dual C2 channels — an Ethereum (Arbitrum Sepolia) smart-contract dead drop and Slack bot messaging — plus self-delete and remote code execution capabilities. The threat actor also stood up two fake Go package ecosystem websites (gocommunity.io, gogets.dev) to socially engineer developers and backdated Git commits to obscure module publication timing.

    aikido.devwriteupPublished and added 22 Sep 2026🛡️ Security

  20. Transforming Bedrock Guardrails events into OCSF with CloudWatch

    AWS walks through a reference pipeline (Lambda + CloudWatch Logs subscription filter + AWS S3 Tables) that transforms AWS Bedrock Guardrails intervention events — blocked prompt injections, PII redactions, content-policy hits — from Bedrock model invocation logs into OCSF Detection Finding (class_uid 2004) records, landing them in the CloudWatch unified data store. This lets SOC analysts correlate guardrail interventions with AWS CloudTrail and VPC Flow Logs via Athena or CloudWatch Logs Insights, e.g. spotting accounts with both prompt-injection blocks and failed IAM calls, and complements GuardDuty AI Protection's managed findings. Includes OCSF field mapping, multi-account centralization pattern, and a cloneable CDK-based implementation.

    aws.amazon.comwriteupAdded 7 Oct 2026, published 21 Sep 2026🛡️ Security

  21. Socket: Two Joyfill npm Beta Releases Compromised to Deliver DEV#POPPER Remote Access Trojan

    Socket's research team found two beta releases of the @joyfill npm packages (@joyfill/layouts and @joyfill/components) contained an import-time JavaScript implant that resolves encrypted payloads through Tron, Aptos, and BNB Smart Chain transactions, ultimately dropping a 77KB Node.js remote-access trojan matching the DEV#POPPER family and sharing loader fingerprints with the PolinRider blockchain-loader campaign. The RAT establishes a Socket.IO C2 channel, executes arbitrary JS/shell commands, exfiltrates files and clipboard data, and persists by patching files inside VS Code, Cursor, Antigravity, Discord Desktop, GitHub Desktop, and the global npm CLI; a parallel detached-process branch fetches an additional bootstrap that can deploy a Python credential/browser-data stealer assessed as an OmniStealer variant. Because the implant fires on module load (not via npm lifecycle scripts), `--ignore-scripts` provides no protection, and the writeup includes full IOCs, blockchain addresses, C2 infrastructure, and MITRE ATT&CK mappings.

    socket.devwriteupAdded 22 Sep 2026, published 20 Sep 2026🛡️ Security

  22. Exploring the new AWS Sign Up experience

    Wiz researchers reverse-engineered AWS's new sign-up experience, which silently creates a three-account AWS Organization (management, identity, and a restricted sandbox member account) with Builder ID login instead of root credentials. They found the sandbox blocks security services like GuardDuty, SecurityHub, Detective, Inspector, Macie and Access Analyzer via an allowlist SCP (FreeTierSCP), while still permitting risky practices such as IAM user access keys, public S3 buckets, and IMDSv1 EC2 instances; a data-perimeter RCP also blocks cross-account sts:AssumeRole until the account is upgraded, potentially pushing vendors back toward IAM user keys. The new IAM Role Manager feature further undermines least privilege by auto-attaching PowerUserAccess to console-created roles.

    wiz.iowriteupPublished and added 17 Sep 2026🛡️ Security

  23. 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

  24. 1Password's AI patching benchmark is misleading

    Trail of Bits dissects 1Password's August 2026 report claiming AI models produce "clean" security patches only 26% of the time, showing the figure is inflated by handpicked hard bugs, deliberately wrong-fix prompts (22% of trials), testing-prohibited trials (36%), inconsistent grading, and a buggy reference fix — and that when those confounds are removed, 86% of patches blocked the supplied exploit. The post contrasts this with Trail of Bits' own data: developers get 12.5% of first fixes wrong even under favorable conditions, and 67.7% of Patch the Planet AI-authored pull requests were merged by maintainers. It also releases two agent skills, post-patch-validation and review-walkthrough, to help agents test fixes and help engineers review AI-generated patches.

    blog.trailofbits.comwriteupAdded 8 Oct 2026, published 15 Sep 2026🧠 AI

  25. Socket: Malicious Extensions Drain Axiom Trade and Padre Crypto Sessions

    Socket's Threat Research team identified six malicious Chrome and Firefox extensions (J7Tracker, VREO, Orbit Tracker, GhostApe, GhostApe Color) that steal authenticated session tokens, Firebase access tokens, and wallet-related data from users of the Axiom Trade and Padre crypto trading platforms. The extensions abuse a byte-identical collection module (axiom-fetch-intercept.js) that reads localStorage/IndexedDB and exfiltrates data by encoding it into URLs opened via browser navigation to Vercel-hosted C2 endpoints, evading manifest-based host-permission review since navigation isn't subject to CORS/CSP connect-src restrictions. The report includes full IOCs (extension IDs, C2 domains, hashes), attribution links via shared code and publisher portfolios, and defender guidance for hunting and blocking the campaign.

    socket.devwriteupPublished and added 12 Sep 2026🛡️ Security

  26. How The $320M Exploit of Liquid Network Went Down

    Chainalysis breaks down the $320M exploit of Blockstream's Liquid Network, a Bitcoin sidechain, in which purported white-hat hackers exploited a flaw in how Liquid's software cached cryptographic verification results for its Confidential Transactions range proofs. By getting valid proof data cached and then submitting different invalid data that mapped to the same cache key, attackers bypassed full re-verification and minted thousands of unbacked L-BTC tokens, which they exchanged for ~4,000 real BTC (of ~4,200 held) via the peg-out process. The actors negotiated with Blockstream via on-chain OP_RETURN messages and returned 85% of the funds (3,400 BTC) after Blockstream patched the bug and confirmed nodes were updated, keeping roughly $47M.

    chainalysis.comwriteupAdded 30 Sep 2026, published 9 Sep 2026🛡️ Security

  27. GPT-6 Astra System Card

    OpenAI's system card for GPT-6 Astra, the first model to reach the "Critical" cybersecurity capability level under OpenAI's Preparedness Framework, meaning it can autonomously find and exploit unknown vulnerabilities in well-protected systems. The card details jailbreak and indirect prompt-injection robustness testing (including an external Gray Swan IPI Arena benchmark showing an 8.5% attack success rate vs. 27.0% for GPT-5.6 Sol), a decline in chain-of-thought monitorability with evidence the model can evade monitors via sandbagging under adversarial conditions, and a new "honeypot" alignment evaluation built on ExploitGym capture-the-flag tasks that was developed in response to the prior Hugging Face incident. It also covers internal deployment safeguards (checkpoint encryption, universal CoT monitoring, blocking alignment evaluations) and introduces "verbalized metagaming" and "oversight gaming" as alignment-evasion concepts. Note: fetched content is truncated to the first ~40,000 of ~222,000 characters, so later sections (deployment simulations, further alignment details) are not reflected here.

    deploymentsafety.openai.comwriteupAdded 7 Oct 2026, published 3 Sep 2026🛡️ Security

  28. State divergence enables unauthorized access

    Trail of Bits found and reported an authorization bypass in Provenance Blockchain's marker module (Cosmos SDK) that let any user with zero tokens self-grant ACCESS_ADMIN on non-fixed-supply marker accounts, because the access check compared caller balance against a stale on-chain supply field that never diverged from zero. The bug affected 82 live mainnet markers (tokenized loans, bridged stablecoins, consortium deposits, governance escrow) and allowed two-transaction exploitation to mint arbitrary tokens or drain roughly $500,000 in escrowed nhash; it was mitigated in v1.28.0 (PR #2627) and fully fixed in v1.29.0 (PR #2734) by reading live bank-module supply with an explicit zero-guard.

    blog.trailofbits.comwriteupAdded 3 Sep 2026, published 25 Aug 2026🛡️ Security

  29. Rust Supply-Chain Attack: arrayref, internment, and append-only-vec Poisoned by the proc-macro1 Build-Time Dropper

    StepSecurity's forensic writeup on a compromised crates.io maintainer account that published poisoned releases of arrayref (245M downloads), internment, and append-only-vec, each pulling in proc-macro1, a typosquat of proc-macro2 impersonating David Tolnay whose build.rs silently drops and executes a cross-platform stage-2 payload at compile time. The attacker also mass-yanked clean arrayref versions to funnel Cargo's "yanked" warning toward the one poisoned release, and StepSecurity reproduced the attack in GitHub Actions with Harden-Runner, capturing the C2 callback to 23.254.165.112:9089 and demonstrating automatic blocking via a global IOC block list. The post includes the full attack timeline, dropper base64-obfuscated URL scheme, SHA-256 hashes, C2 IOCs, and remediation/detection guidance for lockfiles and CI caches.

    stepsecurity.iowriteupAdded 3 Sep 2026, published 22 Aug 2026🛡️ Security

  30. Windows Infostealer Hits npm and Ruby

    Follow-up analysis showing that the RubyGems StubMaker typosquatting campaign and a separately-discovered 40-package npm typosquatting campaign (targeting chalk, commander, lodash, typescript, react, axios) are run by the same threat actor: both use install-time hooks (extconf.rb vs postinstall.js) to fetch a Rust loader from the same GitHub release, which decrypts a byte-for-byte identical Go infostealer confirmed by matching SHA-256 hashes. The stealer harvests browser credentials (bypassing Chromium app-bound encryption), crypto wallets/seed phrases, and Telegram data, exfiltrating via Gofile to a webhook at dresslee.com, and includes WSL-to-Windows sandbox escape logic. The post publishes full network/file IOCs and hashes and argues network-layer blocking (C2 IP and webhook domain) is more durable than package-name blocklisting.

    opensourcemalware.comwriteupAdded 3 Sep 2026, published 19 Aug 2026🛡️ Security

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