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 xhigh reasoning-effort modes. If an AI agent only gets a heavier reasoning pass in one place, I would put it before it takes an external action, after it updates state, or before it gives the final explanation to a user.
Where would you spend that budget first?
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