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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.

LLM推理框架模型蒸馏QLoRA开源项目成本优化本地部署OllamaHammerstein战略推理
Published 2026-05-09 09:01Recent activity 2026-05-09 09:18Estimated read 1 min
Hammerstein-Model: Low-Cost Practice of Open-Source Strategic Reasoning Framework
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Section 01

导读 / 主楼:Hammerstein-Model: Low-Cost Practice of Open-Source Strategic Reasoning Framework

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.