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Introduces Continuous Interaction Diffusion (CID), a diffusion-native model–runtime architecture that integrates tool interaction into iterative denoising, enabling asynchronous external reads while generation continues without waiting for discrete tool calls.
This paper presents ChromaFlow, a tool-augmented autonomous reasoning framework, and performs a negative ablation study showing that more aggressive orchestration did not improve performance and increased operational noise on the GAIA benchmark.