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.
Cybersecurity
New risks introduced by generative AI and how to revisit existing controls: prompt injection, data leakage, access control, and audit logging.
AllAI & Machine Learning(25)LLM Operations & RAG(32)AI Agents(34)DX(23)Cybersecurity(15)Sales & Lead Generation(5)PoC Development(2)Developer Tools(5)Thailand Business(22)
How Claude Mythos and Fable Are Changing Development — Shifting Verification from "Correct Implementation" to "Correct Work"
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.
What is C2PA? The Digital Authentication System That Verifies the Authenticity of AI-Generated Content
Explore how C2PA (Content Credentials) verifies content provenance and detects tampering in the deepfake era, including implementation and EU AI Act compliance.
What is NVIDIA OpenShell? A Quick Start Guide to the Sandbox for Running AI Agents Safely
NVIDIA OpenShell is an open-source runtime for safely running AI agents in sandboxes. Learn how to install it, create your first sandbox, and control network access with policies.
How Japan's Government and Financial Institutions Responded to Claude Mythos — FSA and Megabank Reactions and Corporate Preparedness
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.
AI Development Supply Chain Attacks 2026 — A Defense Guide Against Model Poisoning, Dependency Packages, and SaaS Breaches
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 Agent Supply Chain Attack Defense Guide — Protective Implementation for MCP/Skill Distribution Channels
AI agents create new attack surfaces via MCP / Skills. An enterprise implementation guide covering MCP by-design vulnerabilities, malicious skill delivery, and SSRF mitigation.
AI Guardrails Implementation Guide — How to Design Safety Barriers for LLM Applications
Protect LLM apps from prompt injection & hallucinations. Learn guardrail design basics, input/output guards, evaluation, and multi-tenant operations from an implementation perspective.
Claude Mythos and Project Glasswing — How Companies Should Prepare for the Era When AI Uncovers Long-Dormant Bugs
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.
AES-256 Encryption Implementation Guide for Thailand PDPA Compliance — Key Management and Audit Readiness for AI Systems
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.
What is AI Red Teaming? A Practical Guide to Finding LLM Vulnerabilities
Learn about AI red teaming: methods, tools & techniques to systematically uncover LLM vulnerabilities like prompt injection & jailbreaking for safer AI operations.
Closing the "Invisible Attack Vector" in AI Chat — An Implementation Guide to Preventing Prompt Injection via DB
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.
