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Build a Private Knowledge Assistant
Turn a small trusted document set into a grounded assistant workflow without pretending the model “knows” everything.
What you'll build
A small grounded assistant that answers from your chosen sources.
Project steps
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1
Choose a narrow source set
Start with a small set of documents you can verify.
2
Clean and organize the files
Remove irrelevant material and keep source names clear.
3
Create useful chunks
Split content into chunks that preserve meaning and retrieval context.
Review Chunking →4
Create embeddings
Represent chunks so relevant passages can be found by meaning.
5
Retrieve and rerank
Retrieve candidate passages and put the most useful context first.
6
Generate grounded answers
Answer from retrieved context and show uncertainty when evidence is weak.
7
Evaluate with real questions
Test retrieval and answers with questions you actually care about.