Measuring performance when scaling agent systems
A December 11, 2025 article examines how coordination, model capability, and system and task factors influence agent performance.
Source: Um modelo preditivo para escalar sistemas de agentes (arxiv.org). Text prepared with AI from this source.
What happened and what to do
Published on December 11, 2025, the article proposes quantitative scaling principles to model the performance of agent systems. Its evaluation covers 260 configurations, six agent benchmarks, and five architectures, examining coordination, model capability, and measurable system and task factors.
A company can apply this approach to compare architectures and identify bottlenecks before expanding an agent system. This involves instrumenting runs, recording task and coordination metrics, and building dashboards to inform capacity and cost decisions.
How the consultancy can help
Wendelmaques can diagnose the opportunity and bottlenecks, define metrics and scope, and implement and operate the data collection, comparative evaluation, and dashboards needed to support scaling decisions.
Next step
Send a short description of your agent system or the opportunity you want to assess to receive a scoped proposal.
Let's assess your project
I reply with scope and a proposal.