# 首个本地Agent在GAIA基准上超越Hermes

- 来源：Chubby♨️ (@kimmonismus)
- 发布时间：2026-07-23 05:43
- AIHOT 分数：40
- AIHOT 链接：https://aihot.virxact.com/items/cmrwmddxt00awrobhu0wlsutp
- 原文链接：https://x.com/kimmonismus/status/2080046135192777178

## AI 摘要

首个本地AI智能体在GAIA Level 1基准上以37个任务超越Hermes的31个。该Agent通过llama.cpp运行Qwen、Gemma和Llama模型，采用stable-prefix缓存降低长会话成本，TurboQuant技术将KV缓存缩小6.4倍。项目已开源，支持macOS、Windows和Linux。

## 正文

The competition is intensifying！ The first local agent claims to be beating Hermes.

• Runs Qwen， Gemma， and Llama via llama.cpp
• Stable-prefix caching keeps long sessions cheap
• TurboQuant shrinks the KV cache by 6.4×
• Solved 37 tasks vs. Hermes' 31

I'm a huge fan of open source. Therefore， I'm delighted to see significantly more competition here. Local and open source is the future.

### 引用推文

> Atomic Agent：First local agent to beat Hermes on benchmarks! ✦ runs Qwen, Gemma, Llama via llama.cpp ✦ stable-prefix caching keeps sessions cheap ✦ TurboQuant cuts the KV-ca...