Benchmarks are Not Enough: RAMP for Runtime Assessing of Agentic Models in Production Systems

LLM agents are rapidly evolving from coding assistants into autonomous software engineering systems. However, existing evaluation methodologies remain largely centered on static, isolated, and short-horizon benchmarks th...

Ava Brooks
· 1 min read
Benchmarks are Not Enough: RAMP for Runtime Assessing of Agentic Models in Production Systems

Benchmarks are Not Enough: RAMP for Runtime Assessing of Agentic Models in Production Systems

Original article: https://arxiv.org/abs/2605.27492v1

LLM agents are rapidly evolving from coding assistants into autonomous software engineering systems. However, existing evaluation methodologies remain largely centered on static, isolated, and short-horizon benchmarks th...

Benchmarks are Not Enough: RAMP for Runtime Assessing of Agentic Models in Production Systems

This entry is part of the Top 50 AI Agent Articles curation.