# llm 0.32rc1 发布：新增内容寻址哈希 ID 与 GPT-5.6 系列支持

- 来源：Simon Willison 博客
- 发布时间：2026-07-30 23:30
- AIHOT 分数：53
- AIHOT 链接：https://aihot.virxact.com/items/cms88a67t030trot09ft5hyd5
- 原文链接：https://simonwillison.net/2026/Jul/30/llm-rc1

## AI 摘要

llm 0.32rc1 完成自 0.32a0 开始的架构更新，采用内容寻址哈希 ID 存储消息，实现数据库去重并支持分叉对话的消息树结构。新版本同时新增对 gpt-5.6-sol、gpt-5.6-terra 和 gpt-5.6-luna 的支持。升级前建议运行 `llm logs backup logs-backup.db` 备份现有日志。

## 正文

Release: llm 0.32rc1

This RC for LLM 0.32 finishes the work that started in LLM 0.32a0 - it adds a new schema design that does a much better job of capturing the details of the prompts and responses returned by the latest model families.

The most important change is the use of content-addressable hash IDs for stored messages. This allows de-duplication in the database, and means that LLM can now represent trees of messages for forked conversations.

Since it involves a significant schema change - new tables only, and old data should not be affected at all - it's worth running a backup of your existing logs.db before upgrading to the RC:

llm logs backup logs-backup.db

The RC also adds support for gpt-5.6-sol, gpt-5.6-terra, and gpt-5.6-luna.

Tags: llm