When we started, there was nothing to improve — because nothing existed. We were one of the first teams exploring the intersection of decentralized knowledge, AI agents, and memory systems. That meant building from zero: no reference UX patterns, no established agent management tools, and no shared visual language. Throughout the process, we pivoted multiple times — redefining flows, rethinking architecture, and even evolving the brand identity as the product vision matured.