PaperLens
紙
Students
Professional
JA
EN
◐
Sign in with Google
Sign in
Read
Home
Close reading
New
Textbook
Go deeper
Learn
Lab
Landscape
Contributors
Glossary
You
Search
All-access
My Page
#loop-engineering
1 articles
01
2026-09-03
·
Agents
·
★ MEMBER
·
PAPER
·
11 min read
Paper Walkthrough: LoopArena — Benchmarking the Model That Steers a Coding Agent
A ground-up walkthrough of LoopArena, a benchmark that scores the outer loop steering a coding agent while holding the agent itself fixed — including how to read the headline result of 24.69% strict success on full tasks.