Traceable local knowledge instead of merely similar text matches.
KimiTalk brings Notebook, Vault, and explicitly saved web sources together in an evidence-native local hybrid GraphRAG. Every supported claim can be traced back to an immutable original passage.
Answers are checked for key claims, requested details, completeness, and citations. Simple questions keep the fast direct path; slower graph, hierarchy, and multi-query routes remain benchmark-gated until they deliver a measurable quality gain.
This beta also adds complete EPUB import, safe processing for large books and collections, and Evidence-to-Wiki pages for Obsidian. Long materialization jobs can pause and resume after a restart without confusing original knowledge with generated navigation.