Kimi K2.5 from Moonshot AI introduces three notable research directions: vision-based coding via native multimodal training with a 1:9 vision-to-text ratio and a custom MoonViT3D encoder; agent swarm using Parallel Agent Reinforcement Learning (PARL) that enables an orchestrator to self-spawn and schedule hundreds of sub-agents

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