INTENT: Budget Planning for Tool Agents
β‘ 30-Second TL;DR
What Changed
Inference-time planner for budget-constrained LLM agents using costly tools
Why It Matters
Developers building LLM agents with external tools benefit from cost-efficient planning, reducing expenses in production. It matters for scalable deployments where tool API prices fluctuate. Could lead to broader adoption of tool-using agents in budget-sensitive applications like enterprise AI.
What To Do Next
Prioritize whether this update affects your current workflow this week.
Key Points
- β’Inference-time planner for budget-constrained LLM agents using costly tools
- β’Leverages hierarchical world model for intention-aware cost anticipation
- β’Outperforms baselines on StableToolBench under budgets and price shifts
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Original source: ArXiv AI β
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