#Token Budgeting

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· Backend + ML engineers ·3 min read

Token Exchange Patterns: Porting Multi-Turn State from ADK to MAF

How conversation threads replace session state; how to track token usage across agent chains.

Sessions to threads: porting multi-turn state from ADK to MAF. Token budgeting, long-term memory, and conversation audit trails.