#coding-agents

2 articles

01 ·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. 02 ·Inference & Serving·FREE·PAPER·8 min read Paper Walkthrough: CodeNib — A Multi-View Data System That Serves Repository Context to Coding Agents Coding agents grep their way through the same repository over and over. CodeNib (UC San Diego et al.) reframes this as a database problem — lexical, dense, and structural views over an immutable commit — and measures the whole lifecycle, caveats included.