About AgenticPrep.ai
The complete interview preparation platform for AI Engineers, Forward Deployed Engineers, GenAI Engineers, and ML Engineers. From fundamentals to deep — built by engineers who ship.
What We Cover
LLM & Agentic Systems
LLM foundations, agent patterns (ReAct, Reflexion, Planner-Executor), Claude SDK, and evaluation
RAG & MCP
RAG pipeline architecture — chunking, embeddings, retrieval, reranking — plus MCP protocol deep dive
System Design
Architecture patterns, security, production systems, deployment, scaling, and staff-level topics
Interview Prep
System design questions with architecture diagrams, knowledge-based Q&A, behavioral frameworks, and worked problems
Python
Core language skills, async patterns, data structures, and interview coding patterns
System Design Studio
An interactive drag-and-connect canvas where you build system architectures from scratch. Submit your design and receive an AI-powered score and detailed feedback covering component selection, data flow, scaling, and security.
The Design Studio includes 18 real-world challenges across difficulty levels — from foundational architectures to staff-level distributed systems.
Our Mission
AI engineering interviews are unlike traditional software engineering interviews. They test systems thinking, knowledge of rapidly evolving tools and patterns, and the ability to design production-grade AI systems under real constraints.
AgenticPrep.ai exists to give engineers a single, comprehensive resource that covers the full breadth and depth of what these roles demand — from LLM internals to production deployment, from RAG pipelines to agent architectures.