LoopArena: Benchmarking Models as Runtime Controllers for Loop Engineering

• 类型：arxiv
• 标识：2608.28281
• 链接：https://arxiv.org/abs/2608.28281
• 主分类：agent
• 形态：benchmark
• TLDR：Loop Engineering is emerging as a practice for organizing development work around coding agents. Instead of writing each prompt by hand, practitioners design loops that monitor progress, assign work, run checks, and decide what the agent should do next. Even with a capable coding agent, a loop may trust a stale progress note, skip needed verification, spend its budget in the wrong direction, or stop before the task is safe to submit. Yet the final outcome of one end-to-end run cannot tell whether success or failure reflects the loop's guidance or the coding agent's ability to carry out the tas
• 副分类：evaluation
• 待LLM分类：否
• 来源文件：
• /inbox/tom/_candidates/2026-08-31-agent-rag-longcontext-candidates.json