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Artificial Analysis open-sources AA-AgentPerf-Local for replaying real agent trajectories on local hardware

Artificial AnalysisSource published
Official Artificial Analysis AA-AgentPerf-Local article artwork
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What changed

Artificial Analysis open-sourced AA-AgentPerf-Local on September 29 to benchmark local model serving by replaying recorded agent trajectories on laptops and workstations. Its default workload contains eight agent tasks and 168 model turns and measures inference throughput and latency rather than answer quality. Initial published results cover DGX Spark, RTX 5090, Ryzen AI Halo and an M5 Pro MacBook Pro.

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Original title
AA-AgentPerf-Local: Benchmarking local AI agents on laptops and workstations
Source
Artificial Analysis · artificialanalysis.ai
Topic
Development
Source month
2026-09

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