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Building MCP Servers " Complete Guide for AI Engineers
1+ week, 1+ day ago (106+ words) agenticprep. ai 4. 2 " Building an MCP Server Step-by-Step Free access " No credit card required More in RAG & MCP Retrieval-Augmented Generation (RAG) architecture explained: ingestion pipeline, vector search, prompt augmentation, and production patterns. Document processing for RAG pipelines: PDF parsing, OCR, table…...
Agentic System Design Interview Questions | Agentic Prep
6+ day, 11+ hour ago (418+ words) Each question follows a structured format: problem restatement, clarifying questions, step-by-step architecture, Mermaid diagrams, and key tradeoffs. Practice the way you'd present in a real interview. Design a proactive personal assistant that manages a user's calendar and email " scheduling meetings,…...
Re Act Pattern " Complete Guide for AI Engineers
1+ week, 8+ hour ago (85+ words) The foundational agent loop. If you only know one pattern, know this one. How LLMs use function calling and tool use " the mechanics behind tool-calling agents, from prompt engineering to structured output. Should you fine-tune at all? A structured decision…...
The Agent Loop " Complete Guide for AI Engineers
1+ week, 12+ hour ago (100+ words) A complete tool-calling agent in ~15 lines of Python. As agents loop, the message history grows. Eventually it hits the context window limit. Here are the strategies: How LLMs use function calling and tool use " the mechanics behind tool-calling agents, from…...
System Design Studio " Agentic Prep. ai
1+ week, 3+ day ago (362+ words) Pick a problem, design the architecture on a drag-and-connect canvas, then submit for an AI-powered review scored against the rubric. Design an agent that takes an open-ended query, plans sub-questions, searches and reads many web sources, and produces a faithfully…...