New risks introduced by generative AI and how to revisit existing controls: prompt injection, data leakage, access control, and audit logging.
Explains the roles of Strix, Cairn, and Hermes from primary sources, compares vulnerability discovery, goal-based execution, and memory management, plus AI misuse data and defenses.
GLM-5.3 is the AI NIST rated as the most cyber-capable open-weight model yet. Based on Anthropic's findings and real attacks, learn what changed and defenses to review first.
How companies adopting LLMs can build in-house security testing: role assignment, process design, tool selection, and tips for ongoing operations.
![[2026] Vibe Coding (AI-Driven Development) Failures & Security Incidents: Causes and Countermeasures from Domestic and International Case Studies and Latest Data](/_next/image?url=https%3A%2F%2Fxlawjotwdonvcisfgnkc.supabase.co%2Fstorage%2Fv1%2Fobject%2Fpublic%2Farticle-images%2Farticles%2F317%2Fcover-en.png%3Ft%3D1787890746142&w=3840&q=75)
Examining vibe coding (AI-driven development) failures and security incidents using 2026 primary sources: Moltbook's ~4.75M record exposure, Lovable's exposed public projects, a 380K-app survey, 74 AI-related vulnerabilities.
Cloudflare OS is an open-source foundation that gives every employee an AI agent and workspace. Learn about Gatekeeper permissions, observability, app infrastructure, and adoption criteria.
Scope AI agent tool and API permissions with least privilege: tool whitelists, minimal API scopes, human-in-the-loop approval and audit logging, in 4 steps.
AI agents create new attack surfaces via MCP / Skills. An enterprise implementation guide covering MCP by-design vulnerabilities, malicious skill delivery, and SSRF mitigation.
Indirect prompt injection via DB in multi-tenant AI chat: identify 4 attack vectors, detect & sanitize 24 patterns across 3 categories, validated with 71 test cases. A practical implementation guide.
How Japan's government, FSA & 3 mega-banks responded to Anthropic's restricted AI "Claude Mythos." Covers Minister Katayama's meetings, access rights, regional banks & G7 talks.
Anthropic's Claude Mythos & Fable 5 excel at long-horizon agentic tasks, shifting validation from "correct implementation" to "correct outcomes." Learn delegation-focused design with /goal & Dynamic Workflows.
Learn how to automate AI red teaming: test case generation tools, scalable vulnerability verification flows, and steps to implement continuous security testing.
Compare AI cybersecurity benchmarks like CyberGym: evaluation criteria, assessment procedures, and key adoption insights from a practical perspective.
