TMTPOST-- Yang Zhilin, the founder of large model company Moonshot that developed Chatbot Kimi, said on Wednesday that it is essential to restructure the foundational elements such as optimizers, attention mechanisms, and residual connections. Yang made the remarks during a keynote speech delivered at NVIDIA's 2026 GTC conference. He revealed the technical roadmap behind the model of Kimi K2.5 released at the end of January this year. He summarized Kimi's evolution logic as a resonance across three dimensions: token efficiency, long contexts, and agent swarms. "Current scaling is no longer simply about resource accumulation; it is about seeking scale effects simultaneously in computational efficiency, long-range memory, and automated collaboration. If we can multiply the technological gains across these three dimensions, the model will exhibit intelligence levels far beyond the current state," he said. Additionally, he predicted that the future form of intelligence will evolve from single agents to dynamically generated swarms.