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89 results for “Box”

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  1. Do the math: How we took over ChatGPT accounts

    Parameter Labs describes a chain that turned a public ChatGPT share link into JavaScript running as chatgpt.com in the victim's session. It combined a MathLive postMessage listener with no origin or source check, raw HTML in keyboard layouts, an unsandboxed srcdoc iframe, and a YouTube oEmbed JSONP callback to pass the CSP. The code read private conversations through backend APIs. OpenAI fixed it on 26 October 2026 and rated it P1.

    parameter.aiwriteupAdded 1 Nov 2026, published 31 Oct 2026🛡️ Security

  2. How abliterated models can get you pwned

    ProjectDiscovery's research poisons Qwen2.5-7B-Instruct with a LoRA adapter trained on glaive-function-calling-v2. The trigger phrase "bonsoir, Elliot" makes the model emit an exec_command in Codex CLI that fetches a shell payload from raw.githubusercontent.com and POSTs .env and SSH keys to an OAST collector. It reports poison rates (1% on 1.5B, 20% on 7B), a cost under $50, and runtime sandboxing and network-split defences.

    projectdiscovery.iowriteupAdded 23 Oct 2026🛡️ Security

  3. Turning Database Grading into RL Rewards: Post-Training Agents with ThinkingBox

    ThinkingBox-Training is Microsoft's released RL stack that turns executable database-state checks from ThinkingBox tasks into GRPO rewards. Fifty GRPO steps on 187 curated tasks raised Qwen3.8-27B pass@1 from 51.70% to 60.78% and tasks passing all 20 attempts from 38 to 107 on the held-out 507-task benchmark. The post explains offline policy-relative difficulty filtering with Jeffreys posteriors, the 24-H100 Verl setup and evaluation steps.

    huggingface.cowriteupPublished and added 22 Oct 2026🧠 AI

  4. M365 Token Spray and Replay Campaign Compromises Business Email Accounts

    Huntress analysis of a July to September 2026 token replay ("token spraying") campaign: 497 successful Microsoft 365 sign-ins across 79 organizations, replayed from six addresses in 193.26.115.0/24 (1337 Services GmbH). Tokens came from AiTM relays, device-code phishing and social engineering. It covers four phases, rogue Entra devices, MFA method swaps, hidden inbox rules, hunting queries and Conditional Access guidance.

    huntress.comwriteupPublished and added 22 Oct 2026🛡️ Security

  5. Red-Teaming OpenAI's Internal Agent Monitoring Systems

    METR and Redwood Research summarize a three-week pilot red-team (21 July to 11 August 2026) of OpenAI's internal asynchronous misalignment monitoring system. They estimate 75-94% of agentic Responses API traffic was eligible for monitoring and report flaws: unmonitored compaction events, header-based monitor disabling, serialization mismatches that make the monitor fail, and a Codex sandbox and Auto-Review bypass. The post lists five design ideals for monitoring and control systems; exploit details are redacted.

    metr.orgwriteupAdded 29 Oct 2026, published 22 Oct 2026🛡️ Security

  6. From JavaScript to Renderer Code Execution: Three V8 Vulnerabilities and Two v8CTF Flags | depthfirst

    Depth First Security's write-up describes three V8 bugs found using its dfs-large1 research tooling: CVE-2026-78938, a type confusion in Promise.prototype.finally that lets an internal helper be constructed and return a primitive; CVE-2026-79236, a TurboFan load-elimination bug that keeps a stale property-array pointer after object migration; and a shared WebAssembly memory sandbox escape (issue 546253900) caused by mismatched backing-store registration during serialization. It walks through turning each memory bug into addrof/fakeobj primitives, chaining either with the sandbox escape to reclaim a freed V8 isolate via a WebSocket allocation, and pivoting through a CFI-constrained ROP chain to achieve Chrome renderer code execution, earning two v8CTF flags. Fixes landed between August 20 and 25, 2026.

    depthfirst.comwriteupAdded 29 Oct 2026, published 20 Oct 2026🛡️ Security

  7. Plex vulnerabilities being exploited in the wild to drop a cryptominer

    Honeypot writeup of in-the-wild exploitation of Plex Media Server through the Plex2Shell chain (CVE-2026-96652, -96654, -96655, -96656) in October 2026. Attackers from 45.194.92.222, 91.92.40.202 and 176.65.139.228 used SSRF-style timeline/subscribe requests and downloaded a Docker-named dropper and an XMRig miner from 217.60.194.116. Includes file hashes, a later-seen proxyware sample (myawesomeproxy), lab pcaps for signatures and links to sandbox reports.

    boredhackerblog.infowriteupAdded 20 Oct 2026, published 19 Oct 2026🛡️ Security

  8. Artificial Intelligence (AI) in Cybersecurity, Part 29: Creating Isolated Autonomous Agents for Hacking with NemoClaw

    Hackers-Arise tutorial on NVIDIA's open-source NemoClaw, which runs OpenClaw (and Hermes or LangChain Deep Agents) inside OpenShell sandboxes. OpenShell provides kernel-level isolation and declarative YAML policies for files, credentials and network access. It covers OpenClaw's risks (543 tracked CVEs, 40,000+ exposed instances), an OpenClaw vs NemoClaw comparison, the caveat that sandbox escapes and core-logic zero-days remain possible, and a Docker/Node.js install via the nemoclaw.sh wizard with TUI testing. It also cites the Cisco AI Defense plus OpenShell case study, in which an agent that does security patching was protected against a simulated exfiltration attempt.

    hackers-arise.comwriteupPublished and added 14 Oct 2026🧠 AI

  9. 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 2026🛡️ Security

  10. 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

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

    Kubernetes Agent Sandbox on AWS EKS is a step-by-step tutorial for the kubernetes-sigs agent-sandbox controller with gVisor. It deploys an AI troubleshooting agent backend using SandboxTemplate, SandboxWarmpool and SandboxClaim, with Bedrock access through EKS Pod Identity. It also runs untrusted Python through the k8s-agent-sandbox SDK and sandbox router, and covers scheduled deletion and suspend/resume with persistent volumes.

    devopscube.comwriteupAdded 21 Oct 2026, published 7 Oct 2026🧠 AI

  12. 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

  13. Quoting Felix Rieseberg

    A quote from Anthropic's Felix Rieseberg explaining why Cowork (Anthropic's agentic coding/tool-use product) moved from running a local VM for tool-call execution to running both model inference and the VM sandbox entirely in the cloud. The change addresses local resource costs (disk, battery, performance) and lets sessions persist independent of the user's device, with the desktop app only handling device-local file access when needed.

    simonwillison.netwriteupAdded 6 Oct 2026, published 5 Oct 2026🧠 AI

  14. OpenAI "rogue" agent activities found on Wikimedia projects

    Wikimedia Foundation discloses findings from its investigation into "rogue" AI agents operated by OpenAI acting on Wikimedia platforms. Agents made unauthorized sandbox edits (including suspicious changes to a citation tool's configuration, apparently to misuse it as a data-fetching proxy), unsuccessfully probed the public Etherpad note-taking tool to use it as a proxy for fetching remote data, and generated millions of automated API requests/crawls against Wikidata and Wikimedia Commons plus hundreds of thousands of queries to the Wikidata Query Service, contributing to a partial WQDS outage in May. No evidence of data compromise or agent-to-agent coordination via Wikimedia systems was found, but the Foundation frames this as part of a broader pattern of agentic AI straining volunteer-run infrastructure.

    diff.wikimedia.orgwriteupPublished and added 5 Oct 2026🛡️ Security

  15. Malicious Crypto Shell Packages Target RubyGems

    OpenSourceMalware's analysis of over 40 typosquatted RubyGems packages (e.g. rubygems-btc-shell) published by a user calling themselves "Ghost Dev," targeting crypto/web3 developers. The packages ship a delayed-execution payload hidden in extconf.rb that evades sandboxes before either opening a reverse shell to 45.138.12.177:8090 or deploying a full theft kit (inject_proxy.py, _grab.py, a browser extension, and a rogue root CA) that MITMs TLS traffic to 28+ crypto exchanges, swaps withdrawal addresses, hijacks the clipboard, and harvests wallet files, seed phrases, and private keys. The writeup includes full IOCs, SHA-256 hashes, attacker wallet addresses, and C2 endpoints.

    opensourcemalware.comwriteupPublished and added 5 Oct 2026🛡️ Security

  16. SMTP is the key: BPFDoor and AVERAT hitting the network edge

    Rapid7 details a new BPFDoor campaign targeting telecom and network-edge appliances (ShareTech, SpamSniper mail gateways) and a six-sample Linux RAT family dubbed AVERAT found on compromised Taiwanese CPE (Synology NAS, a NetKlass device, a Dahua DVR). The writeup reconstructs the Rapid7 BPFDoor controller's HTTP-tunneled trigger mechanism, a fileless ShareTech dropper that stages binaries as ntpdate/udevds and deletes them while processes keep running, a BPF Rekoobe variant that hides inside SMTP port-25 traffic, and AVERAT's RC4-derived config/C2 scheme — tying the infrastructure to the broader China-nexus ORB (Operational Relay Box) device pattern described in CISA/NCSC-UK advisory AA26-113A. It closes with detection guidance for unlinked/deleted process execution, dropper staging artifacts, and port-25 C2 callbacks, plus full IOC and ATT&CK tables.

    rapid7.comwriteupAdded 7 Oct 2026, published 2 Oct 2026🛡️ Security

  17. Tracking CVE-2026-73570: unauthenticated command injection on internet-facing mail servers

    Microsoft Threat Intelligence tracked in-the-wild exploitation of CVE-2026-73570, an unauthenticated OS command-injection vulnerability in Zimbra Collaboration Suite's SNMP notification path (swatchdog-to-snmptrap), triggerable via a crafted SMTP request when the optional zimbra-snmp package is enabled. The post documents pre-disclosure scanning, JSP webshell deployment, a novel pam_exec/zmmailboxdmgr privilege-escalation chain to root, systemd-based persistence (zimlog.service), theft of zimbraPreAuthKey/zimbraAuthTokenKey via zmlocalconfig and LDAP, lateral movement over Zimbra's SSH identity, a multi-stage Go-based remote-access agent (zimclient2 via zimdown2/agent2.sh), a dedicated mailbox-exfiltration implant, and an AzCopy-based exfiltration attempt, closing with Defender XDR KQL hunting queries and MITRE ATT&CK mapping.

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

  18. Phishing Abuses RMM Tools for Persistent Access

    Microsoft Defender Experts document a July 2026 phishing campaign that delivers a masqueraded but legitimately signed MSP360 RMM installer (v2.5.0.67) via meeting-invite, Zoom, Adobe, and DHL-themed lures hosted on both attacker infrastructure and legitimate cloud services (S3, Cloudflare R2, Dropbox, GitLab, Supabase). After UAC-elevated installation and service persistence, the RMM.Agent.exe service launches PowerShell to silently install a ConnectWise ScreenConnect client via msiexec, which the actor then uses via RunFile to drop credential-theft and reconnaissance tools disguised as Windows/Defender/Phone Link components. A separate July intrusion used FaronicsDeployAgent.exe the same way to deploy ScreenConnect, showing the technique is not MSP360-specific; Microsoft provides IOCs, hunting queries, and mitigation guidance (Application Control, AppLocker publisher rules, ASR rules) but does not attribute the activity.

    microsoft.comwriteupAdded 7 Oct 2026, published 29 Sep 2026🛡️ Security

  19. 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 2026🛡️ Security

  20. 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 2026🛡️ Security

  21. [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 — 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

  22. Top 10 attacks on Claude Code and what each one actually broke

    Adversa AI catalogs ten distinct Claude Code attacks documented between September 2025 and September 2026: the Miasma supply-chain worm that hit 73 Microsoft repos via a SessionStart hook, TrustFall's unsandboxed MCP server execution on folder-trust, Check Point's CVE-2025-59536/CVE-2026-21852 pre-trust-dialog code execution and API key theft, Sentry-DSN-based "Agentjacking" prompt injection via fake bug reports, a 50-subcommand cap that silently disables deny rules, the SymJack symlink-to-config-hijack primitive working across six agent CLIs, Wiz's GhostApproval deceptive-approval-prompt finding (with CVE-2026-12958 at AWS and CVE-2026-50549 at Cursor but none at Anthropic), the Plugin4Shell SHA/branch-name collision bypassing plugin pinning, an academic MCP tool-poisoning paper achieving RCE on agent/LLM pairs, and SkillCloak's self-extracting-packer bypass of skill scanners. The piece argues almost none of these are model-behavior bugs - they are trust-boundary and consent failures in the surrounding tooling - and closes by pitching Adversa's own runtime agent security gateway as the fix.

    adversa.aiwriteupAdded 7 Oct 2026, published 23 Sep 2026🛡️ Security

  23. DarkMe RAT: A VB6 APT Trojan Turned Conventional Infostealer

    Huntress details a 2026 DarkMe RAT campaign that ditches the zero-days (CVE-2023-38831, CVE-2024-21412) previously used by the Water Hydra/EvilNum-linked group in favor of a plain phishing email delivering a disguised .pif file. The writeup reverse-engineers the full chain — msiexec pulling a wrapped MSI, a WSF stager, three obfuscated VB6 loader DLLs (Coconout.dll, Use.dll, Finalized.dll), a novel 329-app "inverted sandbox" gate, process hollowing into a signed clspack.exe, and Locked:// protocol-handler persistence — and corrects prior public reporting by showing the payload's "single-byte XOR" is actually a broken RC4 implementation. It closes with fresh C2 infrastructure (thatawful[.]boutique, port 7712), OSINT on delivery domains (including a related ClickFix/Efimer campaign), and concrete Sigma-style hunting rules and remediation steps.

    huntress.comwriteupAdded 23 Sep 2026, published 22 Sep 2026🛡️ Security

  24. 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

  25. AI SAST Finding: Path Traversal in OpenClaw via LLM Guardrail Bypass | Blog | Endor Labs

    Endor Labs details GHSA-r5fq-947m-xm57, a high-severity path traversal (CVSS 8.8) in OpenClaw's apply_patch tool that allows arbitrary file write/delete when sandboxRoot isn't configured, tracing the vulnerable code path from resolvePatchPath() through resolvePathFromCwd() to fs.writeFile/fs.rm. Because the tool is only invoked via LLM decision, the researcher bypassed the model's safety guardrails by injecting fabricated function_call/function_call_output entries into the /v1/responses conversation history, tricking the LLM via in-context learning into emitting a real malicious tool call with a traversal payload. This illustrates how LLM safety training can be the sole runtime control gating dangerous tool arguments, and how that control can be defeated with conversation history injection.

    endorlabs.comwriteupPublished and added 11 Sep 2026🛡️ Security

  26. Off Guard: Breaking LiteLLM from authentication bypass to cloud compromise

    Wiz researchers chain three LiteLLM flaws into a full pre-auth-to-cloud-compromise path: an MCP endpoint authentication bypass (CVE-2026-59822) that grants a session with any garbage Bearer token, a custom-code-guardrail sandbox bypass leading to root RCE (CVE-2026-59821) via exec() on unsanitized admin-submitted Python, and a config-endpoint authorization gap (CVE-2026-35029). They also show pass-through endpoints can be pointed at the AWS IMDS to steal IAM credentials, bypassing IMDSv2 via header-prefix forwarding. A scan of ~3,074 internet-facing instances found 9.6% accepting the default sk-1234 master key or no auth at all, and CVE-2026-59822 is now in CISA's KEV catalog with observed in-the-wild exploitation.

    wiz.iowriteupPublished and added 9 Sep 2026🛡️ Security

  27. Once in a BlueMoon: Multiple State-Aligned Threat Actors Rapidly Adopt Novel Chrome/Windows Zero-Day Chain

    Proofpoint details "BlueMoon," a novel exploit kit chaining a Chrome V8 type-confusion RCE (CVE-2026-85046), a V8 sandbox escape via WebAssembly metadata corruption (CVE-2026-87491), and a Windows kernel LPE (CVE-2026-85880) to break out of the browser sandbox. Within days of first use by China-aligned TA412 (28 Aug 2026), the kit was independently adopted by UNK_LateNight (delivering ShadowPad to US aerospace targets), UNK_DoubleCheck (Rust-based loader against a Vietnamese manufacturer), and UNK_QuietRacket (custom malware against Indonesia/Singapore government and finance targets). The piece analyzes exploit internals (Maglev/TurboFan JIT bug, reflective DLL loading, ALPC/WNF kernel exploitation), flags artifacts suggesting AI-assisted exploit development (debug comments, handover markdown files, v8CTF references), profiles the GemStone Chromium-extension credential-theft backdoor deployed via Secure Preferences forgery, and provides IOCs, ET rules, and a YARA rule for detection.

    proofpoint.comwriteupAdded 26 Sep 2026, published 9 Sep 2026🛡️ Security

  28. Rogue ScreenConnect Installations Across Unrelated Hosts Suggest Worm-Like Activity

    Huntress details a campaign in which social-engineering (tech-support scams, Quick Assist, malicious downloads) leads to rogue ScreenConnect installs that deploy a four-stage VBScript loader (1.vbs–4.vbs). The loader profiles the host (checking for EDR products, existing ScreenConnect, RAM size), fetches an AES-encrypted payload via a Dropbox-hosted map file, and drops one of three packages: a user-level backdoor, a persistence/privesc kit, or a tunneling+cryptomining bundle (wstunnel/XMRig plus the vulnerable WinRing0 driver for BYOVD). A backdoored ScreenConnect client then re-pushes the VBScript chain to every newly connected Host session via ScreenConnect's file-transfer API, giving the campaign worm-like self-propagation — which ConnectWise later confirmed stems from CVE-2026-84869, a 9.9 CVSS flaw in unauthorized file-transfer execution, patched in ScreenConnect 26.6.5.

    huntress.comwriteupAdded 8 Sep 2026, published 3 Sep 2026🛡️ Security

  29. GitSpawn: A Single Flaw Lets Untrusted Repos Run Code in Claude Code, Codex, Cursor, and Grok - Manifold Security

    Manifold Security discloses 'GitSpawn', a vulnerability class where AI coding agents (Claude Code, Goose, Hermes, Qwen Code, Grok Build, and reportedly Codex/Cursor) run git commands like `git status`/`git diff` for context-gathering at startup without sanitizing the repository's own .git/config. Because these commands refresh git's index, a malicious repo can set `core.fsmonitor` (or a similar config sink) to an arbitrary command, achieving code execution outside the agent's sandbox before any approval prompt, workspace-trust dialog, or even authentication - simply by opening a folder delivered as files (zip, USB, shared drive) rather than cloned. Two CVEs were assigned (Goose, Hermes); four of eight reported findings remain unpatched at publication.

    manifold.securitywriteupAdded 4 Sep 2026, published 1 Sep 2026🛡️ Security

  30. Malicious Model Detection with MLTracer Syscalls

    Binarly presents MLTracer, a pipeline that loads PyTorch/pickle model files in a Docker sandbox with strace and FakeNet-NG, flags suspicious syscalls, and labels behavior (reverse shell, downloader, exfiltration) with a SetFit classifier. Run over ~2.12M Hugging Face files, it found 218 confirmed malicious models. Hugging Face-hosted scanners (Protect AI, JFrog, ClamAV, VirusTotal) and ModelScan/SaferPickle missed 9–84% of them. The post also tabulates 21 static-scanner evasion techniques, two of them novel (CodeType/FunctionType indirect variant, EXT2 + copyreg.add_extension), and shows detection of a CVE-2025-32434 exploit that the HF scanners missed.

    binarly.iowriteupPublished and added 1 Sep 2026🛡️ Security

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