
Least Privilege for LLM Tool Execution — Scope, Whitelist & HITL Guide
Least privilege for LLM tool execution: scope AI agent tool & API permissions with whitelists, read-only keys, HITL approval, and audit logs for production.
11 articles on "Cybersecurity" — implementation case studies, PoC design, and operational know-how on AI, DX, and security for executives and IT teams.

Least privilege for LLM tool execution: scope AI agent tool & API permissions with whitelists, read-only keys, HITL approval, and audit logs for production.

Based on 2026 cases like Hugging Face model poisoning and SaaS breaches, this implementation guide covers AI BOM, least-privilege OAuth, and sensitive secret management for AI developers.

AI agents create new attack surfaces via MCP / Skills. An enterprise implementation guide covering MCP by-design vulnerabilities, malicious skill delivery, and SSRF mitigation.

Protect LLM apps from prompt injection & hallucinations. Learn guardrail design basics, input/output guards, evaluation, and multi-tenant operations from an implementation perspective.

Anthropic's Claude Mythos Preview & Project Glasswing redefine AI-driven vulnerability discovery. From OpenBSD's 27-yr bug to FreeBSD CVE-2026-4747—5 DevSecOps actions you can take now.

Step-by-step guide to implementing Thailand PDPA "appropriate technical safeguards" with AES-256. Covers AI-specific encryption targets, key management, and audit log design.

Learn about AI red teaming: methods, tools & techniques to systematically uncover LLM vulnerabilities like prompt injection & jailbreaking for safer AI operations.

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.

Checklist for leveraging AI while complying with Thailand's Personal Data Protection Act (PDPA). Key points for data collection, processing, and storage explained.

As AI adoption accelerates, risks surge from AI-powered attacks and attacks on AI itself. Explore deepfakes, prompt injection, Shadow AI threats, and 3-layer defenses covering technology, operations, and governance.

WireGuard explained from the basics. Covers differences from IPsec/OpenVPN, managed services like Tailscale, and real use cases. Perfect for infra teams looking to reduce VPN operational overhead.
