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AI and LLM fundamentals

A claim-preparation assistant inside an authoritative claim workflow. It gathers and drafts information without independently adjudicating claims.

Practice saying the answer clearly, then explain the insurance example and the trade-off. A strong answer identifies the authoritative data, safe failure, and measurement—not only the framework name.

Beginner — What makes a good prompt?

Beginner — What is RAG?

Beginner — Explain an embedding.

Beginner — Why use a vector index?

Beginner — What does LangChain provide?

Beginner — What are nodes, edges, and state?

Beginner — Agent versus chatbot?

Beginner — What problem does MCP solve?

Beginner — What is MAF?

Practice saying the answer clearly, then explain the insurance example and the trade-off. A strong answer identifies the authoritative data, safe failure, and measurement—not only the framework name.

Beginner — What makes a good prompt?

Beginner — What is RAG?

Beginner — Explain an embedding.

Beginner — Why use a vector index?

Beginner — What does LangChain provide?

Beginner — What are nodes, edges, and state?

Beginner — Agent versus chatbot?

Beginner — What problem does MCP solve?

Beginner — What is MAF?

Beginner — Deterministic versus agentic workflow?

Beginner — Context versus memory?

AI Engineering learning module

AI Engineering learning module

AI Engineering learning module