Cactus Engineering Blog·· 26 天前评分42
cactus-needle Python 参考文档：推理、LoRA 微调与导出一站式
Needle Python DocsThe reference for the cactus-needle package: the Needle class, tools three ways, the response shape, the behaviour contract, system facts, tool retrieval, tuned weights, offline devices, environments, the CLI, and the mistakes to avoid.Roman Shemet · September 18, 2026 · 12 min read
导读
cactus-needle 包的官方参考：Needle 类、三种工具接入方式、字节级语法约束保证 JSON 调用合法、子 1MB 引擎与权重缓存机制，以及 mic/train/gpu/metal 等可选依赖说明。
来源：Cactus Engineering Blog · cactuscompute.com