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Engineering Mentor

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

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208+System Design
74+AI Engineering
158+Gen AI
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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.

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...

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

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.

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engineering career?

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