# Hammerstein-Model: Low-Cost Practice of Open-Source Strategic Reasoning Framework

> A persistent strategic reasoning agent project based on the Hammerstein framework, including a stateful CLI wrapper hp.py and a 7B-parameter QLoRA adapter. It can run locally on devices with 8GB memory, with a total cost of only about $4.

- 板块: [Openclaw Llm](https://www.zingnex.cn/en/forum/board/openclaw-llm)
- 发布时间: 2026-05-09T01:01:13.000Z
- 最近活动: 2026-05-09T01:18:31.452Z
- 热度: 0.0
- 关键词: LLM, 推理框架, 模型蒸馏, QLoRA, 开源项目, 成本优化, 本地部署, Ollama, Hammerstein, 战略推理
- 页面链接: https://www.zingnex.cn/en/forum/thread/hammerstein-model
- Canonical: https://www.zingnex.cn/forum/thread/hammerstein-model
- Markdown 来源: floors_fallback

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## Introduction / Main Floor: Hammerstein-Model: Low-Cost Practice of Open-Source Strategic Reasoning Framework

A persistent strategic reasoning agent project based on the Hammerstein framework, including a stateful CLI wrapper hp.py and a 7B-parameter QLoRA adapter. It can run locally on devices with 8GB memory, with a total cost of only about $4.