Phase 1 MVP
Build career momentum with visible, repeatable progress.
Single-user private mode
Learning Path
RAG Systems
Build retrieval systems that are explainable, measurable, and debuggable.
0% complete
intermediate · 18 hours
Lesson 1
Why retrieval fails in practice
Separate indexing, chunking, ranking, and prompting failures.
Lesson 2
Chunking and metadata design
Choose chunk size and metadata fields to support retrieval and evaluation later.
Lesson 3
Ranking, re-ranking, and citations
Improve answer grounding with better document selection and explicit provenance.
Lesson 4
Evaluation loops for RAG
Measure answer quality, faithfulness, and retrieval usefulness separately.
Lesson 5
Portfolio slice: domain research assistant
Turn RAG into a credible product artifact with sources and review controls.