Learning and Revision Plan - Daily System (4 Weeks)

Pre-reading: Foundations Overview · 01 RAG Debugging and Quality

This structure breaks the 4-week plan into one page per day so execution is systematic. Every day includes learning objectives, what to learn, theory-to-practice drills, and hands-on labs.

How to Use This Plan

Step	Action
1	Open the current day page and complete objectives first.
2	Run the theory drills before starting labs.
3	Produce both lab deliverables and store evidence.
4	Close with one interview answer and one weakness note.

Week Navigation

Week	Theme	Link
Week 1	LLM Foundations, Architecture, and RAG Core	Open
Week 2	Agents, Tools, and LangGraph Workflows	Open
Week 3	Evals, Observability, and Production Operations	Open
Week 4	Interview Conversion, Portfolio, and Mock Execution	Open

Supporting Materials

Resource	Purpose
AI Engineer Playbook Overview	Holds the deeper modules used by the day-by-day plan.

Retention Cadence

Day marker	Activity
Day 1	Learn and run one micro-task.
Day 3	Recall from memory without notes.
Day 7	Explain to an interviewer with tradeoffs.
Day 14	Deliver full answer with metrics and decisions.