---
title: "Even Less Is Even Better: Agentic/Reasoning/Coding LLM"
created: 2026-04-15
updated: 2026-04-15
type: concept
tags: [agentic-coding, reasoning, efficiency, training]
sources: [raw/papers/2026/04/2604.00824.md]
---
# Even Less Is Even Better

## 核心论点
对于 Agentic/Reasoning/Coding LLM，更少的数据/参数/训练步骤可能更好——关键在于数据质量和训练策略。

## 意义
反直觉的发现：在 agent 场景下，过度训练反而有害。对 agentic LLM 的训练配方设计有指导意义。

## Related
- [[agentic-coding]]
- [[swe-hero]]