4-dimensional LLM inference benchmark — multi-turn, multi-agent, parallel dispatch with tool calling
pawbench sits in PulseGate's LLM eval & observability category. It focuses on benchmarking and evaluating the performance of LLM inference across multi-agent, multi-turn, and tool-calling scenarios. pawbench is an open-source project aimed at AI researchers and developers. The project is open source (MIT). pawbench is available on the web and the command line.
zenprocess builds and maintains pawbench, and the product first shipped in 2026. The project is developed in the open on GitHub with 35 commits in the last 90 days. Among its 5 catalogued features are multi-agent benchmarking, parallel dispatch, and tool calling support.
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