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arXiv16h ago
5.0

AgentOpt v0.1 Technical Report: Client-Side Optimization for LLM-Based Agent

Wenyue Hua, Sripad Karne, Qian Xie, Armaan Agrawal, Nikos Pagonas, Kostis Kaffes, Tianyi Peng

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Analysis

Viral velocity
low
Implementation gapYES
Novelty7/10
Categorypaper
Topics
agentsoptimizationinference

Opportunity Brief

Build a client-side library that handles local agent-state optimization, specifically for speculative execution of tool-use chains. This would reduce latency for local LLM agents by pre-caching tool outputs based on execution probabilities.

Suggested repo: agentopt

"Stop waiting for the server: Speculative execution for your local LLM agents."

Estimated effort: 40h