The complete prep guide for AI Engineers, Forward Deployed Engineers, GenAI & ML Engineers. From LLM internals to RAG, MCP, agentic patterns and production system design — built by engineers who ship in production.
curated by engineers from
Every track maps to real interview signals. No filler, no generic LeetCode. Just what AI / FDE / ML engineers actually get asked.
LLM internals, agent patterns (ReAct, Reflexion, Planner-Executor), Claude SDK, and evaluation
Pipeline architecture — chunking, embeddings, retrieval, reranking — plus MCP protocol deep dive
Architecture, security, production systems, deployment, scaling, and staff-level topics
18 system design questions with architecture diagrams, 30 Q&A, behavioral frameworks, and worked problems
Core language, async patterns, data structures, and interview coding patterns
Book a 60-minute deep-dive session with a mentor who has been there. We match you with professionals from leading tech, SaaS, and product-based companies based on your career goals.
How models think, tokenize, and generate — the mental model every AI engineer needs.
ReAct loops, planners, reflection, hierarchical delegation — the building blocks of autonomous systems.
Function calling, tool schemas, and the Model Context Protocol that connects LLMs to the real world.
Embeddings, retrieval strategies, reranking, evaluation — production-grade retrieval-augmented generation.
Architect agentic systems at scale — the kind of questions Big Tech asks in FDE interviews.
Knowledge questions, behavioral scenarios, and curveballs — drilled until they're reflexes.
Whiteboard your architecture. Get AI-scored. Ship it.
Start anywhere. Finish prepared.
Every section is self-contained — jump to what matters most right now.
Roles in agentic systems, AI infrastructure, and GenAI product engineering are growing fast.
AgenticPrep.ai is the complete interview prep platform for AI Engineers, Forward Deployed Engineers (FDE), GenAI Engineers, and ML Engineers. It covers LLM agents, RAG pipelines, MCP, system design, and real interview questions from top tech companies.
AgenticPrep.ai covers all FDE interview topics: agentic AI patterns, system design, RAG pipelines, MCP protocol, LLM fundamentals, and production architecture. It includes 18 hands-on system design problems with AI-powered review and 87+ guide sections from fundamentals to staff-level.
The platform covers LLM internals, agentic patterns (ReAct, Reflexion, Planner-Executor), RAG pipeline architecture, MCP protocol, embeddings, system design, production ML systems, Python patterns, and real interview questions from companies like Google, Anthropic, Meta, and OpenAI.
Yes! AgenticPrep.ai offers a free tier with access to select topics, 5 AI review attempts, and preview access to all content. Premium plans start at $29/month (or ₹1,499/month in India) for unlimited access.
AgenticPrep.ai is purpose-built for AI/ML engineering roles — not generic coding interviews. It features a unique System Design Studio where you build agentic architectures on a drag-and-connect canvas and get instant AI-powered scoring. Content is curated by FDE engineers from Google, Anthropic, and Salesforce.
Join 2,400+ engineers preparing for FDE, AI Engineer, and GenAI roles. Free to start — no credit card required.