Qeravio
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
What happened

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.

Why it matters

This official update documents a development concerning v3.0.11. Its practical significance depends on the scope and evidence stated by the source.

What to watch next

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
Evidence trail

Sources behind the event