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For AI agents, where should the heavier reasoning budget go first: before actions, after state changes, or before the final explanation?

One thing I find interesting about reasoning models is that the hard question is often budget placement, not headline capability. Ring-2.6-1T is a trillion-parameter reasoning model for agent workflows with high and xhi

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