The official source reports this update: v3.0.11. Changelog New Features: Knowledge Retrieval Pipeline : Knowledge.search() now runs a knowledge level retrieval pipeline that can widen the candidate pool before a reranker reorders it, so rerankers no longer need to be implemented per vector db. MMR Reranker : Added MMRReranker (Maximal Marginal Relevance) as a retrieval strategy that balances relevance against diversity so near-duplicate chunks do not crowd out the result set. Page Source Relocation : Added Knowledge.inspect_page_source / ainspect_page_source and guarded migrate_page_source / amigrate_page_source to move an indexed documentation source to a new hostname.
Canonical AI event
New Version Adds MMR Reranker for Balanced Search Results
v3.0.11 adds MMR reranker for diverse search results and RecencyReranker for prioritizing newer content.
23 Sept 20261 verified claims1 sources1 observations
This official update documents a development concerning v3.0.11. Its practical significance depends on the scope and evidence stated by the source.
Read the official source update and verify its stated scope, evidence and timing before acting on it.
Connected knowledge
Entities affected by this event
Continue this topic
Related verified updates
Evidence trail
Sources behind the event
Editorial presentation
Open story