Advanced
Retrieval Pipeline
Understand semantic search, lifecycle filters, ranking, and prompt assembly.
Stages
Embed the query.
Search active memory vectors.
Apply lifecycle and metadata filters.
Rank by semantic relevance and confidence.
Group by topic and trim to the token budget.
Evaluation
Measure both retrieval relevance and the downstream answer quality produced from the assembled context.