The Memory Revolution: How Model Context Protocol is Transforming AI Agent Intelligence
Author(s): MahendraMedapati Originally published on Towards AI. Why your AI assistant forgets everything between conversations — and how MCP is about to change that forever Picture this: You’re working with an AI assistant on a complex project. Over several days, you’ve taught …
RAG: The Revolutionary AI Technique That’s Changing Everything
Author(s): MahendraMedapati Originally published on Towards AI. Why Your AI Assistant Can’t Access Your Latest Documents (And How RAG Fixes This Picture this: You’re working late on a critical project and need to quickly find information from your company’s latest policy update. …
From Local to Production: The Ultimate Ollama to vLLM Migration Guide 🚀
Author(s): MahendraMedapati Originally published on Towards AI. A developer’s journey from bedroom coding to enterprise-scale AI deployment Picture this: You’ve built this amazing AI chatbot using Ollama on your laptop. It works like a charm for you and your small team. Then …
Why Popular AI Frameworks Are Actually Making Your Life Harder 😤
Author(s): MahendraMedapati Originally published on Towards AI. A Developer’s Journey from Framework Hell to Building Real AI Solutions Picture this: You’re excited to build your first AI application. You Google “best AI frameworks 2024” and everyone’s screaming about LangChain, CrewAI, and the …
Why GPT-5 Hits a Wall: The Real Story Behind AI’s Biggest Challenge 🤖💭
Author(s): MahendraMedapati Originally published on Towards AI. And how two groundbreaking research advances are trying to fix it You know that feeling when you’re trying to solve a 1000-piece jigsaw puzzle, and you can find all the corner pieces and edges, but …
🧠 Turn Any Text into Beautiful Interactive Maps: The Magic of AI-Powered Knowledge Graphs ✨
Author(s): MahendraMedapati Originally published on Towards AI. 🤔 What Got Me Started Ever wished you could turn a boring research paper into a visual story? Here’s how I discovered the coolest AI tool that does exactly that! A visual map showing relationships …
Fine-Tuning LLMs: From Zero to Hero with Python & Ollama 🚀
Author(s): MahendraMedapati Originally published on Towards AI. Ever wondered how to make AI models actually useful for YOUR specific needs? Let me show you how I went from confused beginner to fine-tuning wizard in just one weekend! Picture this: You’re trying to …
From Local to Production: The Ultimate Ollama to vLLM Migration Guide 🚀
Author(s): MahendraMedapati Originally published on Towards AI. A developer’s journey from bedroom coding to enterprise-scale AI deployment Picture this: You’ve built this amazing AI chatbot using Ollama on your laptop. It works like a charm for you and your small team. Then …
Google NotebookLM Just Changed Everything: Your AI Research Assistant Got Superpowers 🚀
Author(s): MahendraMedapati Originally published on Towards AI. How Google’s latest update transforms the way we process information forever Picture this: You’re buried under mountains of research papers, PDFs scattered across your desktop, and your brain feels like it’s about to explode from …
🚀 The AI Evolution: From Simple Chatbots to Autonomous Partners
Author(s): MahendraMedapati Originally published on Towards AI. Understanding GenAI, AI Agents, and Agentic AI — The Ultimate Guide Have you ever wondered why some AI tools feel like incredibly smart calculators while others seem like they could practically run your business? 🤔 …
🚀 Master Prompt Engineering for AI Agents: Your Complete Guide to LangChain & LangGraph
Author(s): MahendraMedapati Originally published on Towards AI. Transform your AI applications from simple chatbots to intelligent, autonomous agents The AI landscape is rapidly evolving from basic question-answering systems to sophisticated, multi-step reasoning agents. Whether you’re building customer service bots, data analysis tools, …
How AI Agents Think and Plan: The Secret Behind Their Problem-Solving Magic 🧠✨
Author(s): MahendraMedapati Originally published on Towards AI. How AI Agents Think and Plan: The Secret Behind Their Problem-Solving Magic 🧠✨ Ever wondered how AI agents can break down complex tasks, make decisions, and execute multi-step plans just like humans? Let’s dive deep …
LangGraph and Agent Workflows: Building AI That Can Change Its Own Mind 🧠💭
Author(s): MahendraMedapati Originally published on Towards AI. From simple chatbots to thinking agents that can reconsider, plan, and adapt — the evolution of AI decision-making Remember the early days of AI assistants? They were like extremely polite but inflexible butlers: Image caption …
🤖 The Ultimate Guide to Agentic AI Frameworks in 2025: Which One Should You Choose to Build the Future?
Author(s): MahendraMedapati Originally published on Towards AI. From zero to AI agent hero — the complete roadmap that 10,000+ developers are using to build production-ready AI systems 🔥 BREAKING: The agentic AI market just hit $2.3B and is projected to reach $28B …
AI Coding Agents: How Machines Are Learning to Program Themselves 🤖💻
Author(s): MahendraMedapati Originally published on Towards AI. From punch cards to self-coding AI — the extraordinary journey of machines learning to think like programmers Remember when programming meant spending hours debugging a single semicolon? 😅 Those days might be numbered. We’re witnessing …
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