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An AI agent can pass every safety check and still leak secrets

# An AI agent can pass every safety check and still leak secrets The maintainer reads the whole exchange the next morning. [Elad Meged](https://www.linkedin.com/in/eladmeged/), a founding engineer at [Novee Security](https://novee.security/), ran that sequence against three vendors’ own repositories, in the configurations those vendors ship by default. Meged builds AI agents for automated penetration testing at Novee, and he turned the same offensive techniques back onto the agents themselves. ### Anthropic paid out every round “A bounty rewards a finding, scoped to ‘here’s a specific bug, here’s what it’s worth,’ so a vendor can pay generously round after round and still treat each one as isolated,” Meged said. ### Vendors keep patching surfaces Meged will present the code-level analysis and live demonstrations at [Black Hat USA 2026](https://lp.novee.security/meet-us-at-blackhat/). ### What to trace this week Meged has one audit for teams running these agents in production now. “Trace every path where the agent’s output, or any state the agent can influence, gets consumed by a later stage with different privileges. Is it published? Is it loaded as configuration? Is it passed to a tool with broader access than the approval assumed? “Most teams audit what the agent can do. More about - [agentic AI](https://www.helpnetsecurity.com/tag/agentic-ai/) - [Anthropic](https://www.helpnetsecurity.com/tag/anthropic/) - [Black Hat USA 2026](https://www.helpnetsecurity.com/tag/black-hat-usa-2026/) - [DevSecOps](https://www.helpnetsecurity.com/tag/devsecops/) - [Google](https://www.helpnetsecurity.com/tag/google/) - [Novee](https://www.helpnetsecurity.com/tag/novee/) - [prompt injection](https://www.helpnetsecurity.com/tag/prompt-injection/) ## **Featured** news - [Hugging Face breach reignites open-weights debate, raises liability questions](https://www.helpnetsecurity.com/2026/07/28/hugging-face-breach-ciso-playbook-open-weight-llms/) - [JetBrains fixes critical una

Helpnetsecurity 4 weeks ago

OCBC Turns to AI Agents to Speed Up Account Opening for the Rich

[Oversea-Chinese Banking Corp.](https://www.bloomberg.com/quote/OCBC:SP) is deploying a platform of AI agents that will cut approval times to 15 business days, well inside the roughly [one-month](https://www.bloomberg.com/news/articles/2026-05-25/singapore-seeks-to-cut-account-opening-time-for-rich-to-a-month-mpkm0rte) target the financial regulator has.

Bloomberg 4 weeks ago

How do we prevent AI agents from going rogue? It starts with a new kind of measurement

# How do we prevent AI agents from going rogue? It starts with a new kind of measurement In July, Hugging Face, a company that hosts much of the world’s AI software and open-source AI models, was hacked. ### Most viewed - [![](https://i.guim.co.uk/img/media/ebdb9065a08b8aefbd0c2d9c77f31f1b342de840/0_126_1170_936/master/1170.jpg?width=75&dpr=1&s=none&crop=none)\ \ **Kentucky teen lauded for defending girl from sexual harassment fatally shot**](https://www.theguardian.com/us-news/2026/jul/28/kentucky-teen-defended-girl-shot) - [![](https://i.guim.co.uk/img/media/a511f5ed09557665d4b03ea3deab5fa693fe2162/358_0_7202_5760/master/7202.jpg?width=75&dpr=1&s=none&crop=none)\ \ **Witness says Lincoln Memorial pool was damaged before alleged vandalism**](https://www.theguardian.com/us-news/2026/jul/28/dc-reflecting-pool-alleged-vandalism) - [![](https://i.guim.co.uk/img/media/b36c27df4dc02f3b179996332a875078863b1bde/608_0_2307_1846/master/2307.jpg?width=75&dpr=1&s=none&crop=none)\ \ **Imprisoned writer Mumia Abu-Jamal seeks UN intervention after 44 years behind bars**](https://www.theguardian.com/us-news/2026/jul/28/mumia-abu-jamal-un-jail) - [![](https://i.guim.co.uk/img/media/a56c9c86a4b410b06bae1dca3014f9ab88b9d503/0_393_1668_1333/master/1668.jpg?width=75&dpr=1&s=none&crop=none)\ \ **The professor facing prison in ‘antifa’ case: ‘They want to scare all who oppose ICE’**](https://www.theguardian.com/us-news/ng-interactive/2026/jul/28/ice-protests-antifa-minnesota)

Theguardian 4 weeks ago

First-Ever Fully Autonomous AI Cyberattack Exploits 0-Day Flaws to Infiltrate Hugging Face

# First-Ever Fully Autonomous AI Cyberattack Exploits 0-Day Flaws to Infiltrate Hugging Face ## **First-Ever Fully Autonomous AI Agent Cyberattack** #### Trending News [Hackers Are Using Fake Crypto Wallet Screens to Steal Recovery Phrases and Browser Sessions](https://cybersecuritynews.com/hackers-are-using-fake-crypto-wallet-screens/) ### [CISA Warns of Fortinet FortiOS Vulnerability Exploited in Attacks](https://cybersecuritynews.com/fortinet-fortios-vulnerability-exploited/) #### Latest News [JetBrains Urging Customers to Patch Critical TeamCity Flaw that Enables OS Command Execution](https://cybersecuritynews.com/jetbrains-patch-teamcity-flaw/)

Cybersecuritynews 4 weeks ago

Cyera acquires Oasis Security for $1 billion to lock down the logins of AI agents

[Share on X](https://twitter.com/intent/tweet?url=https%3A%2F%2Fstartupfortune.com%2Fcyera-acquires-oasis-security-for-1-billion-to-lock-down-the-logins-of-ai-agents%2F&text=Cyera%20acquires%20Oasis%20Security%20for%20%241%20billion%20to%20lock%20down%20the%20logins%20of%20AI%20agents%20-%20Startup%20Fortune)[Share on LinkedIn](https://www.linkedin.com/shareArticle?mini=true&url=https%3A%2F%2Fstartupfortune.com%2Fcyera-acquires-oasis-security-for-1-billion-to-lock-down-the-logins-of-ai-agents%2F)[Share on WhatsApp](https://wa.me/?text=Cyera%20acquires%20Oasis%20Security%20for%20%241%20billion%20to%20lock%20down%20the%20logins%20of%20AI%20agents%20-%20Startup%20Fortune%20https%3A%2F%2Fstartupfortune.com%2Fcyera-acquires-oasis-security-for-1-billion-to-lock-down-the-logins-of-ai-agents%2F)[Share on Reddit](https://www.reddit.com/submit?url=https%3A%2F%2Fstartupfortune.com%2Fcyera-acquires-oasis-security-for-1-billion-to-lock-down-the-logins-of-ai-agents%2F&title=Cyera%20acquires%20Oasis%20Security%20for%20%241%20billion%20to%20lock%20down%20the%20logins%20of%20AI%20agents%20-%20Startup%20Fortune)[Share via Email](mailto:?subject=Cyera%20acquires%20Oasis%20Security%20for%20%241%20billion%20to%20lock%20down%20the%20logins%20of%20AI%20agents%20-%20Startup%20Fortune&body=https%3A%2F%2Fstartupfortune.com%2Fcyera-acquires-oasis-security-for-1-billion-to-lock-down-the-logins-of-ai-agents%2F)

Startupfortune 4 weeks ago

OpenAI’s Rogue AI Agent Hacked More Than Just Hugging Face

OpenAI said Tuesday that the [rogue AI agent](https://www.wired.com/story/openai-models-escaped-containment-and-hacked-huggingface/) that breached Hugging Face’s platform also hacked multiple third-party accounts and services as part of the attack. The rogue agent apparently found credentials that had been exposed on the open web and used them to break into the accounts. One of the additional accounts compromised by OpenAI’s agent was used as an “outbound relay and staging path,” potentially to obscure where the attack on Hugging Face was coming from, the company said. OpenAI’s rogue agent also used another account for data storage to assist with the hack. Reuters reported on Tuesday that a customer of Modal, a company that offers software infrastructure for training and running AI services, was [one of the entities compromised](https://www.reuters.com/business/openais-rogue-agent-compromised-an-account-second-tech-firm-sources-say-2026-07-28/) by OpenAI’s agent. In a statement to WIRED, Modal’s chief technology officer Akshat Bubna confirmed that OpenAI’s agent exploited a vulnerability in one of its customer’s codebases, which was running on Modal’s infrastructure. Hugging Face said that OpenAI’s agent obtained administrator access to multiple internal Kubernetes clusters, root access on a production server, and write access to a subnet of its source code repositories on GitHub. OpenAI’s rogue agent used at least one third-party sandbox as an “external launchpad” for its attack, according to Hugging Face. OpenAI’s agent was then “able to run commands as root/admin on that external sandbox and used it as a control, staging, and egress base for the entire campaign.” Hugging Face first [disclosed](https://huggingface.co/blog/security-incident-july-2026) on July 16 that an autonomous AI agent had breached part of its production infrastructure, but it said at the time that it was unaware who was behind the attack. Hugging Face’s forensic team concluded that Open

Wired 4 weeks ago

OpenAI’s rogue agent compromised account at second AI startup, executive says

OpenAI’s rogue agent compromised account at second AI startup, executive says According to a timeline published by Hugging Face on Tuesday, the rogue agent broke into a sandbox, or an isolated testing environment, “hosted on a third-party provider’s infrastructure” before turning it into a launchpad for the broader hack. The early July intrusion at Hugging Face, carried out by an out-of-control agent that OpenAI was testing, drew global attention, evoking science-fiction scenarios of artificial intelligence run amok.

Theglobeandmail 4 weeks ago

House digital modernization push includes new AI assistant

# House digital modernization push includes new AI assistant A key House lawmaker is looking to secure funding for a new artificial intelligence agent to connect data sources throughout the House of Representatives, as a bipartisan group looks to modernize access to legislative data for both congressional employees and the public.

Federalnewsnetwork 4 weeks, 1 day ago

Is your AI Agent ready for prime time?

# Is your AI Agent ready for prime time? Daniele Stroppa recently wrote [this post](https://www.linkedin.com/feed/update/urn:li:activity:7475895637188775936/), framing a problem many teams are overlooking: the hidden costs when your AI agent makes bad decisions. AI agents are no different. ## Building AI agents that deliver on their promise You’re an ecommerce retailer, and you hear this buzz about using AI to boost your sales. A lot more. ## The rest of the story The agent is still running. ## Where to start? If you’re running AI agents in a retail environment today:

Aws 4 weeks, 1 day ago

When AI Agents Escape Sandboxes, Old Security Rules Apply

# When AI Agents Escape Sandboxes, Old Security Rules Apply [Linkedin](https://www.linkedin.com/sharing/share-offsite/?url=https://www.darkreading.com/application-security/ai-agents-escape-sandboxes-old-security-rules-apply)[Facebook](http://www.facebook.com/sharer/sharer.php?u=https://www.darkreading.com/application-security/ai-agents-escape-sandboxes-old-security-rules-apply)[Twitter](http://www.twitter.com/intent/tweet?url=https://www.darkreading.com/application-security/ai-agents-escape-sandboxes-old-security-rules-apply)[Reddit](https://www.reddit.com/submit?url=https://www.darkreading.com/application-security/ai-agents-escape-sandboxes-old-security-rules-apply&title=When%20AI%20Agents%20Escape%20Sandboxes%2C%20Old%20Security%20Rules%20Apply)[Bluesky](https://bsky.app/intent/compose?text=When%20AI%20Agents%20Escape%20Sandboxes%2C%20Old%20Security%20Rules%20Apply%20-%20https%3A%2F%2Fwww.darkreading.com%2Fapplication-security%2Fai-agents-escape-sandboxes-old-security-rules-apply)[Email](mailto:?subject=When%20AI%20Agents%20Escape%20Sandboxes,%20Old%20Security%20Rules%20Apply&body=I%20thought%20the%20following%20from%20Dark%20Reading%20might%20interest%20you.%0D%0A%0D%0A%20When%20AI%20Agents%20Escape%20Sandboxes%2C%20Old%20Security%20Rules%20Apply%0D%0Ahttps%3A%2F%2Fwww.darkreading.com%2Fapplication-security%2Fai-agents-escape-sandboxes-old-security-rules-apply) On July 21, [OpenAI detailed a security incident](https://www.darkreading.com/cyber-risk/openai-models-autonomously-hack-hugging-face) in which it took responsibility for a breach against part of Hugging Face's production infrastructure. According to a blog post from the AI giant, a combination of OpenAI agents based on models including GPT‑5.6 Sol as well as "an even more capable pre-release model" broke containment during a sandboxed evaluation intended to quantify said models' cyber capabilities. The models then searched for ways to cheat the evaluation and found that Hugging Face potentially hosted s

Darkreading 4 weeks, 1 day ago

AI Security Startup Mate Surpasses $50M in Funding Amid Growing Enterprise Adoption

# AI Security Startup Mate Surpasses $50M in Funding Amid Growing Enterprise Adoption That tension is creating opportunities for startups focused on making AI more dependable in security operations. [Mate Security](https://mate.security/?ref=hackernoon.com) is the latest example, announcing a $35 million Series A funding round that brings the company's total funding to more than $50 million, as first reported by Axios. The investment was led by Canaan Partners, with participation from Insight Partners, Team8, and M12, Microsoft's Venture Fund. The financing follows a period of rapid commercial growth, with the company reporting more than 500% growth since the third quarter of 2025 and increasing adoption among Fortune 500 enterprises. ## [Your company can publish on HackerNoon!](https://business.hackernoon.com/business-blogging?utm_source=HackerNoon&utm_medium=targeted&utm_campaign=ads) [![/ai-agent-logs-can-become-a-security-risk feature image](https://hackernoon.imgix.net/images/3msc2eMd3GQDyk2Wgg5I2BP5BHb2-b9a2e22.jpeg?auto=format%2Ccompress&w=3840)](https://hackernoon.com/ai-agent-logs-can-become-a-security-risk) ## [AI Agent Logs Can Become a Security Risk](https://hackernoon.com/ai-agent-logs-can-become-a-security-risk) ![author](https://hackernoon.imgix.net/images/3msc2eMd3GQDyk2Wgg5I2BP5BHb2-d0036af.jpeg?auto=format%2Ccompress&w=3840) [byAlvin Lee@alvinslee](https://hackernoon.com/u/alvinslee) [#AI](https://hackernoon.com/tagged/ai) [![/ai-agent-could-be-running-your-security-operations-center-to-prevent-attacks feature image](https://hackernoon.imgix.net/images/4ktYJul4oHaIGfJAJPOJMZgObXg1-4a42tkz.jpeg?auto=format%2Ccompress&w=3840)](https://hackernoon.com/ai-agent-could-be-running-your-security-operations-center-to-prevent-attacks) ## [AI Agents Could Be Running Your Security Operations Center (SOC) To Prevent Attacks](https://hackernoon.com/ai-agent-could-be-running-your-security-operations-center-to-prevent-attacks) [![/ai-agent-could-be-running-y

Hackernoon 4 weeks, 1 day ago

Sprouts.ai Raises $9M as Investors Bet on the Data Layer Behind Enterprise AI

# Sprouts.ai Raises $9M as Investors Bet on the Data Layer Behind Enterprise AI #### **The Palo Alto-based startup has secured a $9 million Pre-Series A round co-led by True Global Ventures and Accel to expand its AI-native revenue platform, reflecting growing investor confidence that enterprise AI’s biggest opportunity lies beneath the application layer.** **[Sprouts.ai](https://sprouts.ai/)**, a Palo Alto-based AI-native startup, has raised **$9 million in a Pre-Series A funding round** co-led by **True Global Ventures (TGV)** and **Accel**, with participation from **[Kickstart Ventures](https://kickstart.ph/)**. The latest investment brings the company’s total funding to **$14 million** and underscores a growing shift in enterprise AI investment, where investors are increasingly looking beyond applications and toward the data infrastructure that enables AI to operate effectively. The new capital will support the expansion of Sprouts.ai’s AI agent capabilities, deepen integrations with enterprise platforms, and accelerate growth of its proprietary GTM intelligence platform designed to help organizations identify, engage, and convert ideal customers through unified customer intelligence and autonomous AI workflows. “The B2B revenue stack is broken. ### **Enterprise AI Is Becoming an Infrastructure Story** ##### **Quick Takeaways** - **The funding reflects a broader shift in enterprise AI investment.** As autonomous AI agents become more prevalent, investors increasingly see reliable, integrated data infrastructure as a strategic differentiator rather than just a supporting technology.

Asiatechdaily 4 weeks, 1 day ago

How Many AI Agents Are Too Many? NTT Research and Harvard University Research Reveals Key Insights for Using Agentic AI in the Workplace

# **How Many AI Agents Are Too Many?** NTT Research and Harvard University **Research Reveals Key Insights for Using Agentic AI in the Workplace** Hidenori Tanaka and Elizabeth Pavlova from [NTT Research's Physics of Artificial Intelligence (PAI) Lab](https://cts.businesswire.com/ct/CT?id=smartlink&url=https%3A%2F%2Fntt-research.com%2Fpai-group%2F&esheet=54578266&newsitemid=20260728154606&lan=en-US&anchor=NTT+Research%27s+Physics+of+Artificial+Intelligence+%28PAI%29+Lab&index=1&md5=488798bff552b49015e51ead04cd0620), in collaboration with [Harvard University's Center for Brain Science](https://cts.businesswire.com/ct/CT?id=smartlink&url=https%3A%2F%2Fcbs.fas.harvard.edu%2F&esheet=54578266&newsitemid=20260728154606&lan=en-US&anchor=Harvard+University%27s+Center+for+Brain+Science&index=2&md5=e721ac98b941e262f3f353ad36a18349), challenges the assumption that simply adding more AI agents automatically improves enterprise AI performance. The research paper titled, “ [**Flag Game: Interpreting Decision Mechanisms of Bounded Social Agents”**](https://cts.businesswire.com/ct/CT?id=smartlink&url=https%3A%2F%2Fopenreview.net%2Fforum%3Fid%3D4uxDZTYd7U&esheet=54578266&newsitemid=20260728154606&lan=en-US&anchor=Flag+Game%3A+Interpreting+Decision+Mechanisms+of+Bounded+Social+Agents%26%238221%3B&index=3&md5=246a887ec929f90843780fc94e375a49) [was presented at AI4Good Workshop at ICML](https://cts.businesswire.com/ct/CT?id=smartlink&url=https%3A%2F%2Fopenreview.net%2Fforum%3Fid%3D4uxDZTYd7U&esheet=54578266&newsitemid=20260728154606&lan=en-US&anchor=was+presented+at+AI4Good+Workshop+at+ICML&index=4&md5=d6d2d9f938ceff29d2b088c290a944d4). NTT Research is the Silicon Valley research arm of [NTT](https://cts.businesswire.com/ct/CT?id=smartlink&url=https%3A%2F%2Fwww.global.ntt%2F&esheet=54578266&newsitemid=20260728154606&lan=en-US&anchor=NTT&index=5&md5=a381e5d9811616ff5d82fcc9db491c8c), one of the world's largest technology and business solutions providers. From its headquarters in Sunn

Businesswire 4 weeks, 1 day ago

Cyera to acquire Israeli AI startup Oasis Security in $1 billion deal

The platform helps companies discover, manage and control access to their systems from non-human accounts, such as AI agents, as non-human identities will soon outnumber human users, the startup said. In May, Cyera announced a deal to [buy](https://www.timesofisrael.com/six-month-old-israeli-startup-is-bought-by-cyber-unicorn-cyera-for-about-50-million/) Israeli AI startup Genie Security after purchasing Israeli startup Ryft in April, and snapping up local startups Otterize and Shape AI in June, and Trail Security in 2024. - [AI agents](https://www.timesofisrael.com/topic/ai-agents/)

Timesofisrael 4 weeks, 1 day ago

NYC AI startup backed by tech billionaire Khosla sues Rippling over trade secret theft

A New York-based AI startup is suing Rippling – [a Silicon Valley software giant](https://nypost.com/2025/04/03/business/ex-rippling-employee-spied-on-firm-for-rival-was-asked-to-be-like-james-bond/) that got a [$3 million tax break from Gov. Kathy Hochul](https://www.governor.ny.gov/news/governor-hochul-announces-rippling-expand-new-york-city-operations-creating-more-350-new-tech) – for allegedly stealing its trade secrets to “build essentially a clone” of its safety and governance product, The Post has learned.

Nypost 4 weeks, 1 day ago
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