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Add three billing lifecycle methods to the TaskAdaptor interface: - EstimateBilling: compute OtherRatios from user request before pricing - AdjustBillingOnSubmit: adjust ratios from upstream submit response - AdjustBillingOnComplete: determine final quota at task terminal state Introduce BaseBilling as embeddable no-op default for adaptors without custom billing. Move Sora/Ali OtherRatios logic from shared validation into per-adaptor EstimateBilling implementations. Add TaskBillingContext to persist pricing params (model_price, group_ratio, other_ratios) in task private data for async polling settlement. Extract RecalculateTaskQuota as a general-purpose delta settlement function and unify polling billing via settleTaskBillingOnComplete (adaptor-first, then token-based fallback).