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[ARTICLE · art-81126] src=simonwillison.net ↗ pub= topic=large-language-models verified=true sentiment=· neutral

llm 0.32rc1

LLM 0.32rc1 introduces a new schema design with content-addressable hash IDs for stored messages, enabling de-duplication and tree representation for forked conversations. The release candidate also adds support for gpt-5.6-sol, gpt-5.6-terra, and gpt-5.6-luna. Users are advised to back up their existing logs.db before upgrading.

read1 min views1 publishedJul 30, 2026

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

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