I finally deployed the Omega Kernel’s Vector Memory Mesh to production. I started by completely overhauling the base coordination logic because the previous synchronous model was dropping messages under high agent load. Transitioning to a non-blocking asynchronous event loop was tough, and I spent hours debugging race conditions where agents would try to access uninitialized memory clusters. After implementing a localized lock mechanism, the swarm convergence stabilized beautifully. You can see the new command center dashboard routing tasks flawlessly in the attached pic