AI Engineer Roadmap

AI Engineer Roadmap —
12-Week Daily Study Plan

Your complete AI engineer roadmap for Generative AI. Stop guessing what to study — 12 weeks of daily tasks, 10 portfolio-ready projects, and weekly scorecards that track your progress across 8 skill dimensions.

  • Daily task system — know exactly what to study every day for 12 weeks
  • 3 time tracks (1hr, 2hr, 4hr) — adjust intensity to your schedule
  • 10 build projects — real code, real portfolio, not toy examples
  • Weekly 8-dimension radar scorecards — see exactly where you stand
12 Weeks
84 Daily Tasks
10 Projects
185 Pages

4 Phases, 12 Weeks

Each phase builds on the last. Daily tasks, weekly projects, continuous assessment.

Build your base — LLM fundamentals, prompt engineering, and embeddings.

Sample Daily Tasks

  • Tokenization deep-dive + hands-on with tiktoken
  • Prompt engineering patterns: few-shot, chain-of-thought, self-consistency
  • Embeddings workshop: generate, store, and query vector representations

Build Project

Semantic Search Engine

Is This Tracker Right for You?

This Tracker Is For

  • Career switchers who need a structured path from zero to interview-ready in 12 weeks
  • Self-taught engineers who know the concepts but lack a systematic daily practice routine
  • Mid-level developers (1–3 years) who want to fill gaps and build a GenAI portfolio
  • Anyone preparing for GenAI interviews who wants accountability through weekly scorecards

This Tracker Is Not For

  • Not a reference guide — this is a daily action plan, not a lookup resource
  • Not for passive readers — every day has tasks you actually need to complete
  • Not an interview question bank — pair with the Interview Guide for Q&A depth
  • Not a shortcut — 12 weeks of deliberate practice requires consistent effort

Free Articles vs. Study Tracker

Feature Free Articles Study Tracker
Study structure Self-directed Daily tasks for 12 weeks
Time management 3 tracks: 1hr, 2hr, 4hr
Build projects Find your own 10 portfolio-ready projects
Progress tracking Weekly 8-dimension scorecards
Spaced repetition Built into daily schedule
Practice questions Scattered across articles 100 structured questions
Phase progression 4 phases: Foundations → Interview Ready
Skill assessment Radar chart across 8 dimensions
Price Free $29

Ready to start structured preparation?

Get the Tracker — $29

One-time purchase. PDF format. Instant access.

What's Inside

185 pages of structured daily preparation — your AI engineer roadmap from foundations to interview readiness.

4 Progressive Phases

1
Foundations Weeks 1–4

LLM fundamentals, prompt engineering, embeddings, vector stores

2
Core Systems Weeks 5–8

RAG pipelines, agent architectures, tool calling, memory systems

3
Senior Signals Weeks 9–11

Evaluation, guardrails, multi-agent systems, LLMOps

4
Interview Ready Week 12

System design, mock interviews, portfolio polish, final review

3 Time Tracks

Every week has 3 parallel tracks. Switch daily based on your available time.

Focused 1 hour/day

Essential concepts and one task per day. Best for working professionals.

Standard 2 hours/day

Full daily curriculum with project work. Recommended for most learners.

Intensive 4 hours/day

Deep dives, extra projects, and practice questions. For full-time prep.

10 Portfolio-Ready Projects

1 Semantic Search Engine
2 RAG Pipeline with Evaluation
3 Multi-Source RAG Agent
4 Tool-Calling Agent
5 Guardrails System
6 Multi-Agent Orchestrator
7 Evaluation Dashboard
8 LLMOps Pipeline
9 Production GenAI System
10 Portfolio Showcase App

Weekly Scorecards & Radar Charts

9 weekly scorecards assess your progress across 8 skill dimensions: LLM Fundamentals, Prompt Engineering, RAG, Agents, Evaluation, System Design, Tools & Frameworks, and Production Readiness. Watch your radar chart grow week by week.

100 Practice Questions & 6 Appendices

100 practice questions spanning all 4 phases — test your understanding as you progress. Plus 6 appendices with tools you'll use beyond the 12 weeks:

Quick Revision Cheatsheet
Spaced Repetition Schedule
Interview Day Checklist
Study Group Guide

Written by Someone Who's Been On Both Sides

MS

Mohit Saxena

17+ Years • Cisco / Adobe / Capgemini / UNISA / UNSW

17+ Years in Software Engineering
Both Sides Builder & Hiring Manager
1st In a GenAI Engineering Series
Engineering experience at Cisco, Adobe, Capgemini, UNISA, and UNSW
Sat on both sides of the interview table — as builder and hiring manager
First in a focused GenAI engineering series (from the book’s "What’s Next")
Every answer in the guide reflects what works (and fails) in real interview rooms
"Most interview guides teach you definitions. Real interviews test whether you can make production decisions under ambiguity. This guide bridges that gap — every answer reflects what I've seen work (and fail) in real interview rooms."

Get the Study Tracker

One purchase, instant access. No subscriptions, no upsells.

Early Launch
$29 $49

Introductory pricing. Will increase to $49.

One-time purchase • PDF format • Instant access

Get the Tracker — $29
  • 4 progressive phases across 12 weeks
  • 84 daily tasks with 3 time tracks (1hr, 2hr, 4hr)
  • 10 portfolio-ready build projects
  • 100 practice questions
  • 9 weekly scorecards with 8-dimension radar charts
  • 6 appendices — cheatsheets, resource lists, templates
  • 185 pages — lifetime updates included
Confident Purchase

Browse our free articles to see our quality standard. Have feedback after purchase? Email [email protected]

Best Value

Complete Library

All 3 Books

$49 $77

$19 + $29 + $29 = $77 → $49 bundled

Save 36%

Get All 3 Books — $49
  • GenAI Mindset — 20 chapters, 6 parts
  • Study Tracker — 12 weeks, 84 daily tasks, 185 pages
  • Interview Guide — 30 questions, 195+ pages

Common Questions

How is this different from the Interview Guide?

The Interview Guide teaches you what to say — 30 deep-dive questions with the 11-section answer template. The Study Tracker tells you when to study what — 12 weeks of daily tasks, projects, and assessments. They're designed as companions: the Tracker provides the schedule, the Guide provides the depth. You can use either standalone, but they're most effective together.

What are the 3 time tracks?

Every week has tasks organized into 3 parallel time tracks: Focused (1 hour/day) for working professionals, Standard (2 hours/day) for the recommended pace, and Intensive (4 hours/day) for full-time preparation. You can switch tracks daily based on your available time — no need to commit to one track for the entire 12 weeks.

What kind of projects are included?

All 10 projects produce real, portfolio-ready artifacts — not toy examples. You'll build a Semantic Search Engine, RAG Pipeline, Multi-Agent Orchestrator, Evaluation Dashboard, and more. Each project includes clear specifications, suggested tech stack, and acceptance criteria. They progressively build on each other so your portfolio tells a coherent story.

How do the weekly scorecards work?

Each week ends with a self-assessment scorecard that measures your progress across 8 dimensions: LLM Fundamentals, Prompt Engineering, RAG, Agents, Evaluation, System Design, Tools & Frameworks, and Production Readiness. You rate each dimension 1–5, generating an 8-point radar chart. Over 9 weeks, you can visually track which dimensions are growing and which need more focus.

Can I start in the middle or skip phases?

The tracker is designed to be followed in order — each phase builds on the previous one. However, if you already have strong fundamentals (Phase 1), you can skim it in week 1 and spend the extra time on Phase 2–3 content. Our free guide covers many Phase 1 topics if you want to self-assess first. The weekly scorecards will tell you where your gaps are.

What if I have an interview in 2 weeks, not 12?

The tracker includes a "Fast Track" appendix for compressed timelines. It maps the most critical tasks from each phase into 1-week and 2-week sprint plans. You won't cover everything, but you'll hit the highest-impact topics. For interview-specific Q&A prep, pair with the Interview Guide.

What format is the Study Tracker?

PDF — 185 pages, optimized for both screen reading and printing. First Edition, March 2026. Works on any device. You get instant access to download after purchase.

Will the tracker be updated?

Yes. As the GenAI landscape evolves, we update the curriculum, projects, and assessment criteria. All buyers get lifetime access to updates at no extra cost.

Can I share this with my team?

The tracker is licensed for individual use. For team or company licenses, reach out via LinkedIn and we'll set up a group discount.

Is this an AI engineer roadmap?

Yes. The Study Tracker is a complete AI engineer roadmap — 12 weeks across 4 phases (Foundations → Core Systems → Senior Signals → Interview Ready), covering LLMs, RAG, prompt engineering, agents, evaluation, system design, and more. It includes a visual roadmap diagram, 84 daily tasks, and 10 portfolio projects that progressively build your skills.