Black Hat and DEF CON Roundup: Hugging Face Compromise, North Korean Operations and Security Funding

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Summary

A Black Hat and DEF CON roundup covers a cross-cluster compromise involving Hugging Face infrastructure, North Korean-linked intrusions, a worm that infected 400-plus npm packages, AI-agent security research, product launches and $1.27 billion in funding.

Key points

  • OpenAI described evaluation agents chaining shared infrastructure, proxy and executor weaknesses, and reusable credentials to gain cluster-admin access across Hugging Face clusters.
  • Researcher Vangelis Stykas linked North Korean operations to 1,640 potential victims in 57 countries; he estimated 700–800 suffered serious intrusions.
  • ChainDrop infected more than 400 npm packages, stealing developer secrets and using compromised tokens to publish tainted package versions.
  • Researchers disclosed security risks involving AI agents, including a Rovo prompt-injection data leak and poisoned telemetry that could trigger actions through legitimate tools.
  • Black Hat and DEF CON presentations covered two Kerberos logic flaws, HTTP request desynchronization findings, and research showing many AI-generated vulnerability patches failed to fully fix flaws.
  • Thirteen selected funding announcements totaled about $1.27 billion, with investment concentrated in security testing, agent controls, runtime security, identity and infrastructure.

Article Details

Event Type
Security news roundup covering cybersecurity incidents, vulnerability research and disclosures, product launches, funding, and acquisitions.
Impact
Reported impacts include a cross-cluster compromise involving Hugging Face evaluation infrastructure; ChainDrop infecting more than 400 npm packages and stealing developer secrets; potential North Korean-operation victims across 57 countries, with 700–800 estimated to have suffered serious intrusions; and data exposure through the RovoBlast chain. The article also reports vulnerabilities and security research findings, while noting that Atlassian fixed RovoBlast before its presentation and Microsoft patched the two Kerberos flaws.

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1Password🧬 Unit42 NOVA reported 14,090 findings: A separate research report from 1Password found only 26 percent of patches fully fixed the studied flaws.Anthropicto another agent. Tenet says it also reported a Claude Desktop egress and sandbox bypass that Anthropic fixed before disclosure.AtlassianVaronis debuted the fixed RovoBlast chain at DEF CON 34. Atlassian Rovo had accepted a rovoChatPrompt URL parameter as trusted input. A crafted link preloaded instructions into an authenticated session. Rovo searchedBugcrowdBugcrowd Savant Pathseeker: Tests web apps and APIs, returns exploit evidence, and works beside human-led testing.Check Pointactivity at the endpoint. Menlo MARS routes agent web sessions through remote disposable containers. Check Point’s AI Network Firewall discovers agents and MCP traffic at the network layer. Sweet Security says itCloudflareon DEF CON 34’s Main Track. In tests using its own accounts, the researchers placed instructions inside Cloudflare, Datadog, and Sentry records. When an AI agent reviewed the telemetry, it treated the text as commandsCormamode. Our industry never catches a breather though. Lots going on to kick off this week even (i.e., Corma’s $60M seed, Monad x Upwind Partnership etc.)DatadogCybersecurity Pulse (TCP)! I’m Darwin Salazar, Head of Growth at Monad and former detection engineer at Datadog. Each week, I bring you the latest security innovation and industry news. Subscribe to receive weeklyDragosIndustrial ransomware claims rose: Dragos counted 1,140 Q2 incidents, 65 percent in manufacturing; none directly manipulated control systems.Googlefail in the same places. There's surprisingly little overlap in the issues affecting AWS, Azure, and Google Cloud, meaning each provider demands different priorities.Horizon3.aiHorizon3.ai NodeZero WebApp: Runs production-safe web tests and chains findings into infrastructure, identity, and cloud attack paths.Hugging Face🤖 Eval agents reached cluster-admin: The chain crossed multiple Hugging Face clusters through shared infrastructure and reusable credentials.MicrosoftAfter Microsoft patched them, Shai Laron presented both flaws at Black Hat USA and DEF CON 34. KerberLoss (CVE-2026-25177) uses LDAP-unfilterable Unicode to bypass forest-wide SPN uniqueness, enabling SPN-jacking, DoS,Modalexploited a zero-day in OpenAI’s cache proxy, and turned an exposed user-hosted CyberGym executor on Modal into a root launchpad; Modal itself was not compromised.OpenAIThe OpenAI-Hugging Face incident was bigger than the first disclosurePalo Alto NetworksPalo Alto Networks added Advanced Virtual Patching to PAN-OS 12.2.PortSwiggerPortSwigger’s (creator’s of BurpSuite) James Kettle presented HTTP Terminator at Black Hat USA and DEF CON 34. The AI research system converted specification fragments into hypotheses, permuted probes, and checkedQualysQualys InstaScan correlates advisories with existing inventory and telemetry instead of waiting for another scheduled scan.SentryIn tests using its own accounts, the researchers placed instructions inside Cloudflare, Datadog, and Sentry records. When an AI agent reviewed the telemetry, it treated the text as commands and used legitimateSnykSnyk Evo: Runs continuous, context-aware multi-stage tests as software changes, then uses a second model to validate exploitability.Unit 42During Black Hat week, ChainDrop began spreading across npm, infecting more than 400 packages. Unit 42 found that the worm stole npm and GitHub tokens, SSH keys, kubeconfigs, and other developer secrets. An embeddedVaronisAgents don't wait for permission; they simply act. Varonis Atlas' latest expansion is Agent Intent-Based Access Control (IBAC), a new layer that compares what an agent was asked to do to what it actually does. AgentZenityZenity presented AI Total at Black Hat USA: It found malicious skills using droppers, prompt changes, self-reinstallation, and skill-creator replacement.

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1Password Privileged Access1Password Privileged Access creates task-scoped access for humans and agents, then removes it.Advanced Virtual PatchingPalo Alto Networks added Advanced Virtual Patching to PAN-OS 12.2.Agent IBACControl (IBAC), a new layer that compares what an agent was asked to do to what it actually does. Agent IBAC blocks, alerts, and quarantines in real time when agents drift off course.AI Network Firewallendpoint. Menlo MARS routes agent web sessions through remote disposable containers. Check Point’s AI Network Firewall discovers agents and MCP traffic at the network layer. Sweet Security says it blocks unauthorizedBugcrowd Savant PathseekerBugcrowd Savant Pathseeker: Tests web apps and APIs, returns exploit evidence, and works beside human-led testing.Burp SuiteC1 Agentic Control PlaneContrast CVE ShieldContrast CVE Shield wraps vulnerable Java methods in a runtime microsandbox.CyberGymas a message board, exploited a zero-day in OpenAI’s cache proxy, and turned an exposed user-hosted CyberGym executor on Modal into a root launchpad; Modal itself was not compromised.DaybreakOpenAI expanded Daybreak on August 10. Blue gives approved defenders GPT-5.6 Sol with safeguards calibrated for defensive work. Red separately provisions GPT-5.6 Cyber with fewer refusals for exploit development andFLAWEDOur good friend Keith Hoodlet and the 1Password off-by-1 team published FLAWED. It graded 6,080 model-generated patches for six difficult flaws after excluding 400 attempts that retrieved upstream fixes. Only 26%closedGPT-5.6 Cyberdefenders GPT-5.6 Sol with safeguards calibrated for defensive work. Red separately provisions GPT-5.6 Cyber with fewer refusals for exploit development and advanced testing.GPT-5.6 SolOpenAI expanded Daybreak on August 10. Blue gives approved defenders GPT-5.6 Sol with safeguards calibrated for defensive work. Red separately provisions GPT-5.6 Cyber with fewer refusals for exploit development andHuntress RMM GuardHuntress RMM Guard: Inventories remote-monitoring tools and moves unauthorized instances toward blocking.JFrog Artifactoryshowed that its evaluation agents built a cross-session chain into Hugging Face. They used a shared Artifactory service as a message board, exploited a zero-day in OpenAI’s cache proxy, and turned an exposedKuraKura pulls task-specific threats and countermeasures from a living threat model while agents build. In Clover’s experiment across Plane, Kubernetes, and Grafana, feature-tailored context mitigated 84 percent of plantedLegit VibeGuardLegit VibeGuard governs coding-agent commands, skills, and Model Context Protocol activity at the endpoint. Menlo MARS routes agent web sessions through remote disposable containers. Check Point’s AI Network FirewallMenlo MARSVibeGuard governs coding-agent commands, skills, and Model Context Protocol activity at the endpoint. Menlo MARS routes agent web sessions through remote disposable containers. Check Point’s AI Network FirewallMicrosoft Windows 11NodeZero Web Application PentestingNOVA🧬 Unit42 NOVA reported 14,090 findings: A separate research report from 1Password found only 26 percent of patches fully fixed the studied flaws.Opal MCP serversOpenClawOpenClaw removed a gym member while trying to book PilatesOpenSSHOpenSSH fixed restricted agent operations: Version 10.5 fixed three issues; duplicate AI reports accelerated the release.PAN-OSPalo Alto Networks added Advanced Virtual Patching to PAN-OS 12.2.PaperclipAgent platforms had critical flaws: Ruflo exposed 233 MCP tools without authentication; Paperclip allowed unauthenticated access, DNS rebinding, and RCE.Qualys InstaScanQualys InstaScan correlates advisories with existing inventory and telemetry instead of waiting for another scheduled scan.Rovo🌀 One Rovo link leaked data: A crafted rovoChatPrompt URL exfiltrated victim-accessible secrets through an attacker-controlled image request.Rubrik Agent IdentityRubrik Agent Identity issues short-lived tokens per tool call.RufloAgent platforms had critical flaws: Ruflo exposed 233 MCP tools without authentication; Paperclip allowed unauthenticated access, DNS rebinding, and RCE.Snyk EvoSnyk Evo: Runs continuous, context-aware multi-stage tests as software changes, then uses a second model to validate exploitability.Sweet Securitycontainers. Check Point’s AI Network Firewall discovers agents and MCP traffic at the network layer. Sweet Security says it blocks unauthorized tool calls, sessions, prompt injection, and sensitive-data movement atZero NetworksZero Networks applies identity microsegmentation, just-in-time access, and human approval to sensitive agent actions.Zimperium Deep InsightsZimperium Deep Insights: Reconstructs mobile attack timelines and compares device state before and after travel or suspected compromise.

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