How I Built Universal AI Agent Harnesses for Apache MagpieHow I built vendor-neutral AI agent runtime adapters for Cursor, Aider, Copilot CLI, Goose, and local LLMs in Apache Magpie.8 min read·kap10.hashnode.dev11O4d ago
Refactoring GCG Adversarial Attacks in Microsoft PyRIT: Architecture, VRAM Optimization and Clean Systems DesignHow I decoupled Microsoft PyRIT's GCG attack pipeline into a modular 3-tier architecture, optimizing GPU VRAM and preventing multi-model OOM crashes.9 min read·kap10.hashnode.dev6d ago