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Towards Cybersecurity SuperIntelligence (CSI): What's the best harness for cybersecurity?
arXiv:2605.28334v2 Announce Type: replace Abstract: What is the best harness for cybersecurity AI? Cybersecurity systems are converging on a single execution scaffold per agent, an iterative shell loop driven by a Large Language Model (LLM). However, scaffolds are not interchangeable, rarely interoperable, and no single scaffold dominates across all challenge types.
Dems slam Trump for making cybersecurity hold out the tin cup while splurging on ballroom and Jan. 6 'slush fund'
Democratic lawmakers criticised President Trump's spending priorities, arguing that proposed funding for a White House ballroom and a January 6 'slush fund' overshadowed cuts to cybersecurity. They highlighted that the administration was simultaneously pushing for deep cuts to cybersecurity funding while reducing support for vital state and local threat-sharing services. These concerns were raised during a House Homeland Security subcommittee hearing regarding the reauthorization of the State and Local Cybersecurity Grant Program.
CyberGym-E2E: Scalable Real-World Benchmark for AI Agents' End-to-End Cybersecurity Capabilities
Announce Type: new Abstract: AI has the potential to transform cybersecurity by enabling systems that can autonomously detect, analyze, and remediate software vulnerabilities. However, existing cybersecurity evaluations of AI systems are limited in scale or scope, and fail to capture the end-to-end lifecycle of real-world software vulnerability discovery and remediation. To address this gap, we propose CyberGym-E2E, a large-scale and realistic end-to-end cybersecurity benchmark that...
Palo Alto Networks pops 12% on earnings beat as AI fuels cybersecurity urgency
Palo Alto Networks surpassed Wall Street's fiscal third-quarter results as artificial intelligence threats drive demand for sophisticated cybersecurity tools. Here's how the company did versus LSEG estimates: - Earnings per share: 85 cents adjusted vs. 80 cents expected - Revenue: $3.00 billion vs. $2.94 billion expected Revenue grew 31% from a year ago, including $388 million from its recent CyberArk and Chronosphere acquisitions, the cybersecurity company said. The company reported a net...
Mythos rejuvenated the cybersecurity sector. Earnings put the recent rally to the test
Anthropic's Mythos model offered a much-needed lifeline to cybersecurity firms in the age of artificial intelligence. Yet, this week's cybersecurity earnings offered a brutal reminder that even with tailwinds, sometimes good just isn't good enough as shares of CrowdStrike and Palo Alto Networks lost 8% and 3%, respectively. "People probably got a little over their skis," said Joseph Gallo, a software analyst at Jefferies.
Trump administration to ask US AI firms to voluntarily submit models for cybersecurity tests
Trump administration to ask US AI firms to voluntarily submit models for cybersecurity tests June 2 : The Trump administration will ask leading AI developers to voluntarily submit their most capable models for government cybersecurity tests before releasing them to the public, according to an executive order released on Tuesday, as security fears mount in Washington over powerful new AI systems such as Anthropic's Mythos. U.S. President Donald Trump signed an executive order that directs the...
An Organization-Scoped LLM Agent Runtime Architecture for Regulated Cybersecurity Operations
Announce Type: new Abstract: Regulated cybersecurity workflows lack a runtime substrate that enforces organization-level scope across retrieval, tool calls, memory, findings, reports, and audit while remaining model-agnostic and locally deployable. Recent large language model (LLM) agent systems report strong results on isolated cybersecurity tasks, yet they do not by themselves define an auditable platform architecture for regulated security operations centre (SOC) and compliance workflows,...
Palo Alto raises annual forecasts on strong AI cybersecurity demand, shares surge
Palo Alto raises annual forecasts on strong AI cybersecurity demand, shares surge June 2 : Palo Alto Networks raised its annual revenue and profit forecast on Tuesday, as enterprises increased spending on cloud, identity and AI-driven cybersecurity products amid a rising threat landscape, sending shares up 7.4 per cent in extended trading. Here are some details on the results: • Santa Clara, California-based Palo Alto expects revenue of $11.415 billion to $11.425 billion for fiscal 2026,...
Conan O'Brien is hosting educational videos for an AI cybersecurity company
Conan O'Brien is hosting educational videos for an AI cybersecurity company At long last, a corporate training you might actually enjoy. Cybersecurity AI company Adaptive Security has partnered with famed comedian Conan O'Brien for a 15-part educational video series. These training videos will help Adaptive's clients and their employees to navigate threats such as phishing and deepfakes.
A New Framework for Cybersecurity Refusals in AI Agents
Announce Type: new Abstract: Agentic scaffolds have dramatically improved LLM performance on complex, long-horizon tasks, yielding both broad benefits and amplified risks in domains like cybersecurity. Existing benchmarks for AI agents in cybersecurity focus mainly on measuring proficiency--how effectively agents can complete offensive security tasks--but neglect a critical question: when and how should agents refuse harmful requests? We present the first framework for establishing refusal...