Tag: kimi
All the articles with the tag "kimi".
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Attention Residuals: Softmax Attention Over Depth
A deep dive into the Kimi team's Attention Residuals (AttnRes) — replacing the fixed-weight residual connection with learned softmax attention over depth. Covers the time–depth duality, Full vs Block AttnRes, the structured-matrix view that unifies prior residual variants, the pipeline-parallel infra that makes it practical, and the scaling-law and 48B-MoE results.
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Kimi K2.5: Joint Text–Vision Training and the Agent Swarm
A walkthrough of two ideas behind Kimi K2.5: how joint text–vision pre-training and RL make each modality help the other, and how Agent Swarm replaces sequential tool use with a learned parallel orchestrator.