chinnakrit - posts

Engineering a custom agent skill for automated Text-to-Image, Reference-based Style Transfer, and direct local asset generation via MaxPlus AI Gateway with crisp Thai typography.

Building real-time API quota & provider limit desktop plugins for Hermes Agent with 133 automated QA sandbox test cases, Chromium dark-theme fixes, and open-source manifest compliance.

A comprehensive deep dive into 5-Layer QA Architecture for AI Desktop Plugins: Isolated Node.js VM Sandbox, Boundary Fuzzing, API Contract Defense, Git Secret Audits, and Manifest CI with IEEE-754 precision analysis and 198 automated test cases.

Transitioning from web chatbots to a local autonomous agent on Windows: OmniRoute model gateway, custom Edge CDP MCP server, 3-tier memory stack, and strict safety boundaries.

Rebuilt portfolio from scratch with Astro 5, AEO schema, and AI-citable structured data in 2 days.