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

Simon Willison 博客·2026-07-30 23:30·36天前
AI 导读

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。

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

2026-07-30 23:30· 36天前
AI 导读

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。

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

来源:Simon Willison 博客· simonwillison.net