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Q-01

Building RAG from Scratch

Personal knowledge retrieval — from zero to state-of-the-art

Never built a RAG pipeline before. Starting from first principles — the math, the engineering, every architectural decision documented and measured. Building a personal knowledge base retrieval system, then tearing it apart with advanced techniques.

1
Experiments
0
Achievements
0
Learnings
Rg · Em · Ev · Bm · Nt
Elements
2026-05 → present
Timeline
☉ Test the retriever before you trust the generator.
1RgRAG0
2EmEmbed0
3RkRerank0
4EvEvals0
5ClCalibrate0
6BmBenchmark0
7MlMLOps0
8LtLatency0
9CsCost0
10ScScale0
11PrPrompts0
12SfSafety0
13DbDebug0
14NtNotes1