AI Engineering Playbook
Rapid Fire

Rapid Fire: Vector Databases

Question → 3-line answer, flashcard style.

Prerequisites

Vector Databases — work through the full section first. This deck strengthens recall of material you already understand; it will quietly fail you on material you don't.

How to use this deck

Cover the answer. Read only the question. Say your answer out loud, in full sentences, as if explaining it to someone who hasn't read the page. Then uncover and compare — not "did I know it?" but did I say it as cleanly as that?

Recognising an answer feels almost identical to being able to produce one, and the two come apart the moment you have to actually explain something. Anything you couldn't say fluently is a signal to reread its full page, one click away below.

Choosing the store

Choosing the store5 cards

Card 1 of 5

pgvector or a dedicated vector DB?

Filtering

Filtering3 cards

Card 1 of 3

Pre-filtering vs post-filtering?

Multi-tenancy

Multi-tenancy2 cards

Card 1 of 2

What are the multi-tenancy patterns for vector search?

Operations

Operations5 cards

Card 1 of 5

Index rebuild vs incremental upsert?

Full treatment: Vector Databases — the mechanisms behind every answer above.

Rapid Fire: RAG

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