03 / Research lab
The systems behind the system.
A working notebook for understanding how documents become structured, searchable, and useful context—without hiding the trade-offs.
Chapter 05 / RAG
How documents become useful context.
An interactive exhibition of the ideas, methods and systems behind dependable document intelligence.
01
Document
Unstructured source
02
Chunks
Meaningful sections
03
Embeddings
Vector representation
04
Retrieval
Relevant context
05
Answer
Grounded output
Input document
Senior Product Manager · 7 years · Bengaluru
→
Retrieved context
Experience / product strategy 0.92
Skills / SQL · Figma · Agile 0.87
Education / computer science 0.83
Document → meaning → evidence → action