AICICD has successfully migrated to KAgent 1.0, embracing the new Agent Substrate architecture to build a more scalable and efficient AI-powered engineering platform. With Agent Substrate, AI agents no longer require dedicated runtime resources at all times. Instead, agent sessions can be suspended, restored, and scaled dynamically, significantly reducing infrastructure costs while improving performance for