AI Engineer’s Handbook to MCP Architecture
Author(s): Vatsal Saglani Originally published on Towards AI. Part 4: Abstracting the LLM Layer: Connecting Models to MCPBlog Header Generated by the Author In our previous post, we built a minimal MCP Client hub, a lightweight FastAPI service that discovers tools from …
AI Engineer’s Handbook to MCP Architecture
Author(s): Vatsal Saglani Originally published on Towards AI. Part 3: The Minimal MCP ClientBlog Header Generated by the Author In the previous blog, we built two specialized servers: a File Management Server for document operations and a Run Command Server for shell …
AI Engineer’s Handbook to MCP Architecture
Author(s): Vatsal Saglani Originally published on Towards AI. Part 2: Building the Servers FirstBlog Header Generated by the Author In the previous blog, we laid out our nano-MCP architecture and built a mental model of the entire system containing the LLM Host, …
AI Engineer’s Handbook to MCP Architecture
Author(s): Vatsal Saglani Originally published on Towards AI. Part 1: Introduction to MCPBlog Header Generated by the Author In the last blog, I vented about the noise; in this blog we start writing code. In plain terms, MCP is the wiring (connection …
How Claude Discovered Users Weaponizing It for Global Influence Operations
Author(s): MKWriteshere Originally published on Towards AI. The terrifying discovery of a global shadow network orchestrating social media deceptionImage Generated by Author Using Gpt-4o (Non-Member Link) Imagine a world where your online interactions, the comments you receive, the posts you engage with, …
Fine-Tuning an LLM to Predict the Rental Value of a Dwelling
Author(s): Tomer Gabay Originally published on Towards AI. How Large Language Models can be used for regression tasks.[image by Author] In the Netherlands, we have rules that determine the maximum rent allowed for a dwelling based on its properties and quality. These …
Scaling Intelligence: Overcoming Infrastructure Challenges in Large Language Model Operations
Author(s): Rajarshi Tarafdar Originally published on Towards AI. The scenario is pretty brightening for artificial intelligence (AI) and large language models (LLMs) — enabling features from chatbots to advanced decision-making systems. However, making these models compatible with enterprise use cases is a …
From Code to Conversation: The Rise of Seamless MLOps-DevOps Fusion in Large Language Models
Author(s): Rajarshi Tarafdar Originally published on Towards AI. Artificial intelligence has undergone rapid evolution through large language models which enable technology systems to interact with users like human beings. The sophisticated interfaces of automation systems operate through an operational infrastructure which requires …
Why Most Task Automation Fails — and How AI Agents Can Fix It
Author(s): Subhadip Saha Originally published on Towards AI. Learn why traditional automation fails and how AI agents provide the flexibility and intelligence your business needs. Ever tried automating a task, only to find yourself tangled in more confusion than efficiency? You’re not …
Exploring Deep Learning Models: Comparing ANN vs CNN for Image Recognition
Author(s): SETIA BUDI SUMANDRA Originally published on Towards AI. Have you ever wondered how well Artificial Neural Networks (ANN) perform compared to Convolutional Neural Networks (CNN) in classifying images? In this article, I’ll walk you through a hands-on project where we train …
LAI #72: From Python Groundwork to Function Calling, ICL Theory, and Load Balancing MoEs
Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, AI enthusiasts! This week’s issue bridges two ends of the spectrum: the foundations you need to get started, and the nuanced tools and ideas shaping how we build with AI …
Quantum AI Is Coming. Here’s What No One Is Telling You (But Should)
Author(s): Subhadip Saha Originally published on Towards AI. AI just got an upgrade. Learn how quantum computing is rewriting the rules — and why you’re not hearing about it enough. I know — that sounds like science fiction. But think about it. …
Tool Descriptions Are Critical: Making Better LLM Tools + Research Capability
Author(s): JV Roig Originally published on Towards AI. Tool Descriptions Are Critical: Making Better LLM Tools + Research Capability Cover generated by ChatGPT This is Part 5 in the series “Journey to Agentic AI, Starting From First Principles” If you’re just joining …
Top 5 AI Chatbot projects to showcase on your Portfolio: with Code
Author(s): Krishan Walia Originally published on Towards AI. The difference between getting an interview and getting hired often comes down to one standout project — AI chatbot projects to make recruiters stop scrolling. Not a member?Feel free to access the full article …
The Power of Less: How Chain of Draft Makes AI Reasoning Faster and Cheaper
Author(s): MKWriteshere Originally published on Towards AI. In today’s AI landscape, large language models (LLMs) like GPT-4 and Claude can solve complex problems with impressive accuracy. But this capability comes at a cost, both in processing time and computational resources. What if …
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