llm 0.32rc1
Simon Willison · Simon Willison · 2026-07-30
Simon Willison releases llm 0.32rc1, a release candidate that introduces content-addressable hash IDs for stored messages enabling deduplication and forked conversation trees, plus support for three new GPT-5.6 model variants.
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Extraction
Topics: llm-cliopen-source-toolingdatabase-schemamodel-support
Claims
- llm 0.32rc1 replaces the previous message storage scheme with content-addressable hash IDs, enabling deduplication in the database.
- The new schema allows LLM to represent trees of messages, supporting forked conversations for the first time.
- The release adds support for three new model variants: gpt-5.6-sol, gpt-5.6-terra, and gpt-5.6-luna.
- The schema change only adds new tables and should not affect existing data, but a backup of logs.db is recommended before upgrading.
Key quotes
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.