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AI Knowledge Hub: AI, Chatbots, Generative AI, Agentic AI, MCP, RAG, Glossary and more – 2025

Foundations of AI | Core Concepts

Foundations of AI: Essential Concepts, History, and Practical Guide for Beginners | 2025

October 13, 2025 2 Comments

What is Agentic AI

What are AI Agents

What are AI Chatbots

What is Generative AI

What are Large Language Models (LLM)

What are Hallucinations (Confabulations)

What is Machine Learning (ML)

What is Model Context Protocol (MCP)

Read the official Model Context Protocol specification from Anthropic

MCP standardized how AI connects to tools and data. Before this, every AI system needed custom code for every integration. Now they plug together like USB-C. One standard, endless combinations.

MCP isn’t about chatbots answering questions. It’s about AI that sends emails, queries databases, and executes real tasks. The protocol gives AI hands, not just a voice.

OpenAI, Google, Microsoft, and most major AI companies support MCP. Released in November 2024, it became the industry standard in months because it actually solves problems developers face daily.

Direct AI access to your systems creates serious security exposure. The convenience of MCP brings real risks. Command injection, credential leaks, and malicious servers are documented problems requiring mature defenses.