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Engineering Mentor

Personalized roadmaps, expert lessons, and real interview prep — built just for you.

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Join 2,000+ engineers already learning

208+System Design
74+AI Engineering
158+Gen AI
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cracklab.in/ai-engineering
A real CrackLab lesson page — RAG Pipeline Explained
AI Roadmap Generator

What do you want to master?

Type any tech topic and get a structured, AI-built learning path in seconds.

✓ Free to start✓ Ready in ~10s✓ Fully personalized

People also generate roadmaps for:

Trusted by engineers at

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How It Works

Learn like a senior engineer
taught you personally

Three steps from idea to production-ready understanding.

1
🎯

Tell us what you want to learn

Enter any tech topic and your current skill level. We handle the rest.

2

AI builds your personalized path

Get a structured roadmap with curated topics, time estimates, and dependency-aware learning order.

3
🎓

Learn, practice, get certified

Stream lessons, take adaptive quizzes, chat with your AI mentor, and earn a verified certificate.

Platform Features

Everything you need to go
from learning to hired

Built for engineers who want real depth, not surface-level tutorials.

🗺️

AI Roadmaps

Structured learning paths for any tech topic, personalized to your level with dependency-aware ordering.

Streaming Lessons

7-section lessons generated in real-time, word by word — like a mentor explaining just for you.

🎯

Interactive Quizzes

Recall, application, and trade-off questions generated per topic to test real depth.

💬

AI Mentor Chat

Ask anything about any topic. Explain mode or Interview mode — you choose the depth.

🏆

Interview Prep

Real interview questions per topic with expert sample answers. Practice before the real thing.

🎓

Completion Certificates

Earn verified certificates when you complete roadmaps and pass quizzes. Shareable on LinkedIn.

Before vs. After

Four habits we quietly replaced

This is what changes for an engineer once CrackLab is part of the routine.

Binging courses that never quite match where you actually are

A roadmap the AI recalibrates to your exact skill level and goal

Screenshotting an error and waiting on a forum reply

Asking the AI mentor mid-lesson and getting answered in seconds

Finishing a course and forgetting most of it a week later

Quizzes, production scenarios, and interview prep built into every topic

Five logins, five renewal dates, five separate invoices

DesignHub, AI Engineering, and Gen AI — inside one CrackLab plan

New · DesignHub

Ace every System Design interview.

208 topics from high-level architecture to low-level design and code. Study HLD patterns, work through LLD breakdowns, and practice real interview scenarios — all with AI that explains like a senior engineer.

208topics
HLD + LLDboth layers
AIexpert chat
✦ CrackLab DesignHub
HLD
LLD
Practice
Consistent Hashing
Free
Rate Limiting Systems
Free
Distributed Caching
Free
CAP Theorem & Trade-offs
Pro
Load Balancer Design
Pro

✦ AI Expert Chat

AI

Walk me through how you'd design a distributed cache. Start with the consistency model you'd choose...

✦ CrackLab AI Engineering
LLMs
RAG
Agents
LoRA & PEFT Fine-Tuning
Free
RAG Pipeline & Vectors
Free
Agentic RAG Workflow
Free
MCP Core Primitives
Pro
Multi-Agent Orchestration
Pro

✦ Deep Dive with AI

AI

Walk me through Agentic RAG with a real-world example, step by step...

New · AI Engineering

Master LLMs, RAG & AI agents.

74+ topics from LLM foundations to production AI systems. Study RAG architectures, fine-tuning, MCP, and multi-agent orchestration — with an AI that gives real examples and lets you go deeper on anything.

74+topics
LLMs + RAG + Agentsfull stack
AIdeep dive chat
New · Gen AI

Master Prompting, RAG & fine-tuning.

158 topics from Python and NLP foundations through transformers, prompt engineering, RAG pipelines, and fine-tuned LLMs — plus three real industry projects, all with an AI tutor that adapts to your pace.

158topics
NLP + LLMs + RAGfull stack
AItutor chat
✦ CrackLab Gen AI
NLP
Prompting
RAG
What is Generative AI and Why Now
Free
TF-IDF & Bag of Words
Free
Zero-Shot & Few-Shot Prompting
Pro
RAG Architecture — End to End
Pro
LoRA & QLoRA Fine-Tuning
Pro

✦ AI Tutor

AI

Walk me through building a RAG pipeline from chunking to retrieval, step by step...

✦ CrackLab RoadmapHub
Roles
Skills
Best Practices
Frontend
Role
System Design
Skill
AWS
Skill
DevOps
Role
Kubernetes
Skill

✦ Instant Generation

AI

Tap “AWS” → a full visual roadmap, all skill levels, generated in under a minute.

New · RoadmapHub

Don't start from a blank page. Pick a roadmap instead.

Browse 90+ curated roles and skills — Frontend, System Design, DevOps, AWS, and more. Pick one and CrackLab builds a full AI visual roadmap on the spot, every skill level included, zero typing required.

90+topics
Role + Skillbased
AIinstant build
New · AWS

Learn AWS the way you'll actually use it.

63 topics across 15 categories — compute, storage, networking, databases, and the certification-exam favorites — each with an AI that generates the right diagram for the concept, not the same boxes-and-arrows picture every time.

63topics
15categories
AIvisual diagrams
✦ CrackLab AWS
Compute
Storage
Networking
EC2 Fundamentals
Free
VPC & Cloud Networking
Free
Auto Scaling & ELB
Pro
Well-Architected Framework
Pro
DynamoDB Advanced Features
Pro

✦ Generate Visual Representation

AI

Auto Scaling & ELB → the AI picks architecture, not a generic flowchart...

✦ CrackLab Interview Prep
Core Java
Spring Boot
System Design
JDK vs JRE vs JVM
Free
HashMap Internal Working
Free
Thread-Safe Singleton
Pro
Circuit Breaker Pattern
Pro
Design a Rate Limiter
Pro

✦ Deep Dive with AI

AI

Theory, real code explained line by line, and how else this gets asked...

New · Interview Prep

Every question you'll actually get asked.

760+ real interview questions across Java, Spring Boot & Microservices, Design Patterns, System Design, DevOps & AWS, and company-round scenarios — see the question in one line, then let AI build the complete answer when you're ready.

760+questions
6categories
AIdeep dive answers
New · Databases Mastery

Learn it, then nail the interview.

Transactions, ACID, isolation levels, locking & MVCC, distributed transactions (2PC, Saga, Outbox/CDC) — story-driven chapters to learn it from scratch, plus a real interview question bank with an AI tutor that builds the complete answer on demand.

22chapters
89interview questions
AIchat, diagrams & flashcards
✦ CrackLab Databases Mastery
Learn
Interview Qs
Flashcards
What Is a Transaction?
Free
Locking, MVCC & Deadlocks
Free
Two-Phase Commit (2PC)
Pro
Saga Pattern
Pro
Kafka Transactions
Pro

✦ AI Deep Dive on Demand

AI

“Why is 2PC rarely chosen at scale?” → full answer, code, and diagram, generated on demand...

New · DevOps Mastery

Containers, orchestration, production-ready.

Docker & Kubernetes — images, networking, volumes, Compose, Pods, Deployments, scaling, scheduling, security & production operations — story-driven chapters to learn it from scratch, plus a real interview question bank with an AI tutor that builds the complete answer on demand.

32chapters
350interview questions
AIchat, diagrams & flashcards
✦ CrackLab DevOps Mastery
Learn
Interview Qs
Flashcards
Docker Architecture & Engine
Free
Images, Layers & Caching
Free
Pods, Lifecycle & Sidecars
Pro
Services, Ingress & Networking
Pro
Scaling: HPA, VPA & Autoscaler
Pro

✦ AI Deep Dive on Demand

AI

“Why does Kubernetes recommend an odd number of control plane nodes?” → full answer, code, and diagram, generated on demand...

New · Spring Ecosystem Mastery

Spring Boot to production, end to end.

Spring Boot, Spring Data JPA & Hibernate, Spring Security, Spring AI, Kafka & Spring Cloud — IoC, ORM internals, REST APIs, JWT auth, RAG, tool calling, MCP, resilience patterns, distributed transactions & production operations — story-driven chapters to learn it from scratch, plus a real interview question bank with an AI tutor that builds the complete answer on demand.

100+chapters
300+interview questions
AIchat, diagrams & flashcards
✦ CrackLab Spring Ecosystem Mastery
Learn
Interview Qs
Flashcards
IoC Container & Dependency Injection
Free
Building REST APIs
Free
JWT Authentication
Pro
Retrieval-Augmented Generation (RAG)
Pro
Transactions & Exactly-Once Semantics
Pro

✦ AI Deep Dive on Demand

AI

“Why can naive automatic retries on a Kafka producer introduce message duplication?” → full answer, code, and diagram, generated on demand...

Next In The Pipeline

The library keeps growing

New tracks land here regularly — already included in Pro and Power, no extra charge when they ship.

Coming Soon
🧮

Data Structures & Algorithms

Arrays to graphs, with interview-style walkthroughs and complexity breakdowns.

Coming Soon
🐹

Go for Backend Engineers

Concurrency, performance, and idiomatic patterns for backend services.

Coming Soon
🦀

Rust Fundamentals

Ownership, memory safety, and systems programming from first principles.

New · YouTube Import

Or learn from a YouTube video

Paste any tutorial URL and we'll turn it into a structured roadmap with lessons.

See it in action

Explore the platform before you sign up.

cracklab.in/roadmap

📍 System Design Roadmap — Intermediate

Scalability Fundamentals
4h
Load Balancing & CDNs
3h
Database Design PatternsIn Progress
5h
Caching Strategies
3h
Message Queues & Events
4h
Microservices Architecture
6h
Do The Math

Add up your current stack

This is roughly what an engineer pays across separate tools in a month — before CrackLab.

A course platform

Udemy, Coursera

$60

An AI chat tool

ChatGPT Plus, Claude Pro

$20

An interview-prep site

LeetCode Premium, AlgoExpert

$35

A career mentor

MentorCruise, ADPList

$90

A learning platform

Pluralsight, LinkedIn

$30

A system design course

Grokking, ByteByByte

$40

Separately, that's about

$275/mo

On CrackLab, it's just

Roadmaps, mentor chat, DesignHub, AI Engineering & Gen AI — one plan

$4.99/mo

Simple, transparent pricing

Start free. Upgrade when you're ready.

Free

$0/month
  • 5 roadmaps/day
  • 10 lessons/day
  • 10 mentor chats/day
  • Quizzes & scenarios
  • Progress tracking & streaks
  • Completion certificates
★ Most Popular

Pro

$4.99/month
  • 20 roadmaps/day
  • 50 lessons/day
  • 50 mentor chats/day
  • Advanced AI (Claude Sonnet)
  • Full DesignHub, AI Engineering & Gen AI access
  • 50 deep-dive sessions/day

Power

$9.99/month
  • Everything in Pro
  • Full DesignHub, AI Engineering & Gen AI access
  • 100 roadmaps/day
  • 100 lessons/day
  • 100 mentor chats/day
  • PDF upload & RAG lessons
  • Visual roadmap diagrams

New tracks (AWS, language-specific interview prep, and more) are added regularly — included in Pro and Power at no extra cost.

Contact us to discuss team access

Frequently asked questions

Yes — the free plan gives you access to roadmaps, lessons, and quizzes every day with generous daily limits. No credit card required.

CrackLab is personalized to your level and topic. No fixed curriculum — AI builds your exact learning path and generates lessons on demand for any subtopic you choose.

Absolutely. Every topic includes real interview questions with sample answers, plus an AI mentor you can practice with in interview mode that challenges your reasoning.

Certificates show completion with quiz scores and total time invested. They carry a unique verification URL you can share on LinkedIn, your portfolio, or résumé.

Any tech topic — System Design, AI Engineering, React, Python, DevOps, ML, Kubernetes, and hundreds more. If you can type it, we can build a roadmap for it.

Ready to accelerate your
engineering career?

Join thousands of engineers learning smarter with AI. Free forever to start.

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