OWASP LLM

Answer-first: Securing AI-generated software requires hardening development pipelines against unique attack vectors: indirect prompt injection via pull request comments, poison tokens in training corpora, slopsquatting dependency insertion, and copyleft license contamination. By enforcing zero-trust container sandboxing, cryptographic dependency provenance verification, and real-time AST token sanitization, enterprise security teams insulate production environments from adversarial exploitation during autonomous code synthesis. Prerequisite: Deep understanding of application security fundamentals, OWASP threat modeling, cryptographic signing (Sigstore/Cosign), Git commit signing, and continuous integration execution isolation is assumed. ...

Answer-first: Enterprise vibe coding accelerates software delivery by an order of magnitude, but deploying AI-generated code to production demands rigorous context engineering and multi-agent review pipelines. Without deterministic AST indexing, automated challenger agents, and zero-trust CI guardrails, probabilistic code introduces catastrophic architectural drift, critical security vulnerabilities, phantom dependencies, and unsustainable maintenance overhead in enterprise systems. Prerequisite: Advanced understanding of modern software development life cycles (SDLC), Git branch protection rules, static analysis tooling, compiler AST parsing, and distributed microservices architecture is required for this masterclass series. ...

Tech Radar: eBPF Zero-Trust Security for AI Agents with Tetragon 1.4 Answer-First: Granting tool-execution permissions to AI Agents dramatically expands the attack surface for Remote Code Execution (RCE) via Indirect Prompt Injection. Cilium Tetragon 1.4 leverages eBPF probes inside the Linux kernel to intercept unauthorized system calls (execve, socket, openat), executing in-kernel SIGKILL enforcement in under 15 microseconds before malicious payloads can spawn reverse shells or exfiltrate credentials. 1. The Emerging Threat Vector: Autonomous Agent Prompt Injection RCE In modern agentic architectures, autonomous agents are granted tool execution permissions across the host environment: ...