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HomeCoding Path › Day 237
🤖 AI API Concepts Intermediate

Day 237: Build RAG from Scratch (Small Corpus)

Learn Build RAG from Scratch (Small Corpus) through concepts & mental models, guided resources, practical work and a portfolio-ready outcome.

Learning objectives

Understand the topic

Explain Build RAG from Scratch (Small Corpus) clearly, connect it to the AI API Concepts phase, and identify one limitation or risk.

Apply the skill

Use Anthropic API and tiktoken to produce a small, reviewable result that demonstrates the concept.

Study plan and official resources

Portfolio practice

CLI assistant with tool calling: weather + files + calculator

Complete the work in a safe test environment, capture evidence, document decisions and record what you would improve in a second pass.