OrKa: A YAML-driven Modular AI Orchestration Framework That Returns Multi-Agent Collaboration to Rationality

Introduction / Main Floor: OrKa: A YAML-driven Modular AI Orchestration Framework That Returns Multi-Agent Collaboration to Rationality

OrKa (Orchestrator Kit for Agentic Reasoning) is an open-source, local-first AI orchestration system that transforms LLMs into composable agents via declarative YAML configurations. This article deeply analyzes its architectural design, core features, and multi-level memory system, exploring how it provides a more sustainable engineering path for AI application development.