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AI security tools
Trends
- 1Greg Kroah-Hartman on software security in the LLM ageβGreg Kroah-Hartman β Security in the LLM Age [video]
Greg Kroah-Hartman, the longtime Linux kernel maintainer who leads the stable kernel branch, is featured in a talk on what large language models mean for software security. The discussion covers how LLM tools change the threat landscape for kernel and open-source development, and how maintainers should respond. The talk is drawing attention among developers debating AI's impact on critical infrastructure code.
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Cloudflare has published an open-source security-audit skill for AI coding agents, available on GitHub under the name security-audit-skill. Written in JavaScript, the tool runs multi-phase security audits and produces machine-readable findings that are independently verified, aiming to make automated code review more trustworthy. Developers are picking it up and discussing how it could fit into agent-based development workflows.
- 3AWS Publishes Guide to Building an AI Vulnerability HarnessβΌBuilding your AI vulnerability harness, Part 1
Amazon Web Services has published the first part of a technical guide on building an AI vulnerability harness, a framework for testing AI systems for security weaknesses. The article walks readers through setting up tooling to probe machine learning models and AI applications for exploitable flaws. It is aimed at security engineers and developers who are adapting traditional penetration testing practices to AI systems, and further parts of the series are expected.
- 4Trustero launches AI tool for vendor risk reviewsβTrustero TPRM uses AI to review vendor risk documents https:// fawkes.rocks/2026/10/08/truste ro-tprm-uses-ai-to-review-
Trustero has introduced an AI-powered capability in its third-party risk management product that automatically reviews vendor risk documents. The tool is aimed at speeding up security questionnaire and vendor assessment workflows, tasks traditionally handled manually by compliance and security teams.
- 5Imply Lumi expands data access for SIEMs and AI agentsβImply Lumi gives SIEMs and AI agents wider data access https:// fawkes.rocks/2026/10/08/imply- lumi-gives-siems-and-ai-a
Imply has launched Lumi, a tool that gives security information and event management platforms and AI agents broader access to data. The announcement covers how the product extends querying and analysis capabilities so automated security tooling can draw on wider datasets. Details remain limited beyond the vendor's own announcement, and independent reactions or adoption reports have not yet emerged.
- 6Edgescan Atomic launches controlled AI penetration testingβEdgescan Atomic brings controlled AI penetration testing https:// fawkes.rocks/2026/10/08/edgesc an-atomic-brings-contro
Edgescan has introduced Atomic, a tool that applies AI to penetration testing under controlled conditions, according to an announcement published by the company. The product is aimed at automating security testing while keeping the AI's actions constrained and auditable, reflecting the broader push to bring generative AI into offensive security workflows without losing oversight.
- 7China-based suspect used AI in South Korean bank hacks, CrowdStrike saysβCrowdStrike says China-based suspect used AI tools in South Korean bank hacks
Security firm CrowdStrike says a China-based suspect used AI tools to carry out cyberattacks on South Korean banks. The finding highlights how artificial intelligence is increasingly being deployed by hackers to automate and scale intrusions. The report is drawing attention to growing cyber threats to South Korea's financial sector and the role of AI in state-adjacent cyber operations.
- 8Pentagon launches AI pilot to manage sensitive informationβPentagon launches pilot program that will use AI to manage sensitive information
The Pentagon has launched a pilot program that will use artificial intelligence to help manage sensitive information. The initiative, reported by DefenseScoop, marks another step in the US Department of Defense's adoption of AI tools. Details about the program's scope, timeline and which systems will be affected have not been made widely available.
Repos
- affaan-m/ECC The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development f
- garrytan/gstack Use Garry Tan's exact Claude Code setup: 23 opinionated tools that serve as CEO, Designer, Eng Manager, Release Man
- cloudflare/cloudflare-os Agent workspace built on Cloudflare Workers for creating documents, building apps, and running agents with your companyβ
- archestra-ai/OpenAPPA Deterministic guardrails that don't break agents