# Kimi K3 轻量框架表现优于重型框架

- 来源：elvis (@omarsar0)
- 发布时间：2026-08-01 05:50
- AIHOT 分数：40
- AIHOT 链接：https://aihot.virxact.com/items/cms9hh5yg0f9jro9k2k8misui
- 原文链接：https://x.com/omarsar0/status/2083309230161826003

## AI 摘要

DAIR.AI 的 Elvis Saravia 指出，模型 token 效率趋势始于 Qwen-3.7、Nemotron 和 DeepSeek-V4 preview，无需再绑定单一框架。

## 正文

People haven't been paying enough attention.

No point in staying loyal to one harness anymore.

Btw， this token efficiency trend started with models like Qwen-3.7， Nemotron， and DeepSeek-V4 preview.

I've been testing， and I can confirm that lightweight harnesses like Pi and Hermes work better with frontier open models like Kimi K3.

### 引用推文

> Composio：We ran Kimi K3 through 3 more agent harnesses (Pi Agent, OpenCode, and Codex) bringing the comparison to 6 harnesses across 26 agentic tasks. 2 things stood out...