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Rifx.Online

Rifx.Online

At our core, we are passionate innovators dedicated to bridging the gap between cutting-edge AI technologies and developers worldwide. Our AI API aggregation platform serves as a central hub, connecting you to a vast array of powerful AI models and services with unprecedented ease and efficiency.

Our Mission

We strive to democratize access to AI capabilities, enabling developers, businesses, and researchers to harness the power of artificial intelligence without the complexity of managing multiple API integrations. By providing a unified interface to diverse AI services, we’re accelerating innovation and empowering creators to build the next generation of intelligent applications.

What We Offer

  • Simplified Access: One API to rule them all. Access hundreds of AI models through a single, standardized interface.
  • Cost Optimization: Our platform intelligently routes your requests to the most cost-effective providers without compromising on quality.
  • Flexibility: Choose from a wide range of AI services, including natural language processing, image recognition, speech-to-text, and more.
  • Reliability: Benefit from our robust infrastructure, ensuring high availability and performance for your AI-powered applications.

Our Commitment

We are committed to maintaining the highest standards of security and privacy. Your data and intellectual property are treated with the utmost care, and we continuously update our practices to align with the latest data protection regulations.

Join us on this exciting journey as we shape the future of AI integration. Whether you’re a solo developer, a growing startup, or an established enterprise, our platform is designed to meet your needs and fuel your innovation.

Let’s build a smarter future together!

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This blog delves into the intricacies of deploying AI-driven personalization engines, focusing on how to leverage AI and machine learning techniques for real-time, highly targeted recommendati

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Building an Agentic AI System for Healthcare Support: A Journey into Practical AI Implementation…

Building an Agentic AI System for Healthcare Support: A Journey into Practical AI Implementation…

At Doctolib, our mission goes beyond building the healthcare we all dream of — we’re transforming how health professionals and patients interact with technology. Two ambitious objectives drive us:

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Building an Agentic Financial Analyst with LangGraph and OpenAI

Building an Agentic Financial Analyst with LangGraph and OpenAI

In the world of stock trading, investors rely on various tools and methods to make informed decisions. One such approach is fundamental analysis, which evaluates a company’s financial health

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Building an On-Premise Document Intelligence Stack with Docling, Ollama, Phi-4 | ExtractThinker

Building an On-Premise Document Intelligence Stack with Docling, Ollama, Phi-4 | ExtractThinker

In this new era of LLMs, banks and financial institutions are in a bit of a disadvantage, since frontier models are close to impossible to use on-premise give their hardware requirements. H

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Building Autonomous Multi-Agent Systems with CrewAI

Building Autonomous Multi-Agent Systems with CrewAI

What‘s Multi-Agent Autonomous System and How to build one with CrewAI and LangChain? Motivation In fact, we are not unfamiliar with these concepts; we know them from movies. A person comm

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Building Autonomous Multi-Tool Agents with Gemini 2.0 and LangGraph

Building Autonomous Multi-Tool Agents with Gemini 2.0 and LangGraph

A practical tutorial with full code examples for building and running multi-tool agents LLMs are remarkable — they can memorize vast amounts of information, answer general knowledge quest

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Building Enterprise AI Apps with Multi-Agent RAG!

Building Enterprise AI Apps with Multi-Agent RAG!

Authors: Pavan Belagatti & Madhukar Kumar In the rapidly evolving landscape of AI, [multi-agent Retrieval-Augmen

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Building Graph RAG for structured and unstructured data.

Building Graph RAG for structured and unstructured data.

RAG architecture is, by far, the most adapted and sophisticated solution for missing contextualisation of LLM’s. With no overhead of fine tuning, to a huge extent problems concerning the usage o

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Building Multi-Agent LLM Systems with crewAI: A Step-by-Step Guide

Building Multi-Agent LLM Systems with crewAI: A Step-by-Step Guide

Introduction To Multi-AgentMulti AI Agent Systems with crewAI are transforming the way we approach complex decision-making. By integrating multiple artificial intelligence agents, the

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🚀Building Multi-Agent LLM Systems with PydanticAI Framework: A Step-by-Step Guide To Create AI…

🚀Building Multi-Agent LLM Systems with PydanticAI Framework: A Step-by-Step Guide To Create AI…

Pydantic, a powerhouse in the Python ecosystem with over 285 million monthly downloads, has been a cornerstone of robust data validation in Python projects. Now, its creators are venturing i

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🚀Building Multi-Agent LLM Systems with PydanticAI Framework: A Step-by-Step Guide To Create AI…

🚀Building Multi-Agent LLM Systems with PydanticAI Framework: A Step-by-Step Guide To Create AI…

Pydantic, a powerhouse in the Python ecosystem with over 285 million monthly downloads, has been a cornerstone of robust data validation in Python projects. Now, its creators are venturing i

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Building my own Proof of Concept agent using Autogen 0.4

Building my own Proof of Concept agent using Autogen 0.4

Autogen 0.4 — Create and Execute Python Code with Agents My Goal is to see if I can agent team doing some of my work and i can offload to agents. This is just experimental at this point. Lot

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Building Projects With Chrome’s On-device AI

Building Projects With Chrome’s On-device AI

A Guide to Prototyping with Gemini-nano-in-Chrome Using the experimental prompt API on Chrome to build prototypes with AI features On-device / Edge AI On-device AI refers t

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Building RAG for Product Recommendation using Google Gemini 2.0 API’s

Building RAG for Product Recommendation using Google Gemini 2.0 API’s

A Comparison of LangChain and Vertex AI RAG Engine on Amazon Product Data using Vertex AI Search Google has always seemed behind in the AI race, but with the release of Gemini 2.0

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Building RAG research Multi-Agent with LangGraph

Building RAG research Multi-Agent with LangGraph

❓Introduction — Naive vs Agentic RAG 🧠 Project overview 📊 Results 🔚 ConclusionIn this article, we present a practical project featuring a RAG Research Multi-Agent tool deve

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Building Intelligent Test Automation with Gen AI (OpenAI APIs)

Building Intelligent Test Automation with Gen AI (OpenAI APIs)

We all know that UI Tests are super fragile. They can break for all sorts of reasons, and one of the biggest culprits is changes to the UI locators. It’s hard to imagine how we can make them sm

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Building Smarter APIs: A Guide to Integrating CrewAI with FastAPI

Building Smarter APIs: A Guide to Integrating CrewAI with FastAPI

Table of Content · 1. Introduction ∘ Customer Support Agent ∘ Personal Finance Advisor ∘ Healthcare Assistant ∘ Learning Companion ∘ Project Management Assistant ∘ Creative Partner ∘ Smart

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Building the Future: Develop Your Own Voice Assistant with LangGraph

Building the Future: Develop Your Own Voice Assistant with LangGraph

Today, voice assistants have evolved into fundamental components in intelligent systems that require advanced natural language processing. This article provides a technical guide to developing a v

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Building Your Personal AI API with Spring Boot, Spring AI, and Google Gemini

Building Your Personal AI API with Spring Boot, Spring AI, and Google Gemini

Create an Intelligent Web Service that Answers Questions using the Power of Generative AI In this tutorial, we are going to integrate Spring Boot with Spring AI/Gen AI to build a w

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Building Your Social Media Content Machine: The CrewAI Way

Building Your Social Media Content Machine: The CrewAI Way

Step by step guide for implementing CrewAI Introduction🚀 The power of AI collaboration has too much to offer. CrewAI is designed to enable AI agents to assume roles, share goals,

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ByteDance Released An Open-Source Lip Sync AI Model

ByteDance Released An Open-Source Lip Sync AI Model

ByteDance recently introduced LatentSync, which is a new state-of-the-art and open-source model for video lip sync. It’s an end-to-end lip sync framewor

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C++ RESTful web service with autogenerated MCP Server to connect with LLMs

C++ RESTful web service with autogenerated MCP Server to connect with LLMs

This is a 5-minute tutorial on how to add an MCP (Model Context Protocol) Server to your existing Oat++ application

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Can AI Really Think? DeepSeek’s R1 Says “Yes” (and Shows You How)

Can AI Really Think? DeepSeek’s R1 Says “Yes” (and Shows You How)

Imagine a computer that doesn’t just crunch numbers and follow instructions, but actually thinks things through, step-by-step, just like you do. That’s the exciting promise of “reasoning mod

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Case Study: Turning Doctor Transcripts into Temporal Medical Record Knowledge Graphs

Case Study: Turning Doctor Transcripts into Temporal Medical Record Knowledge Graphs

Interested in turning Doctor/Patient medical records and transcripts into Temporal Knowledge Graph that you can ask complex questions across multiple medical histories, time periods, and patients?

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ChatGPT 4 vs Claude 3.5 Sonnet: Who’s Better? Let’s Review:

ChatGPT 4 vs Claude 3.5 Sonnet: Who’s Better? Let’s Review:

I Ran Tests — ChatGPT 4 vs Claude 3 Sonnet, Who Wins? The buzz is on there’s a new chatbot player in town, the Claude 3 Sonnet. It’s been described as being better than ChatGPT, but there h

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ChatGPT Pro and Full o1 Model: New Features You Should not miss!

ChatGPT Pro and Full o1 Model: New Features You Should not miss!

OpenAI released new models and a new subscription plan, which is unlimited! Recently, OpenAI posted the tweet below and said that new features will be added each day for the upcoming 12 da

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ChatGPT Search vs. Perplexity AI: Which Is Daily Go-To?

ChatGPT Search vs. Perplexity AI: Which Is Daily Go-To?

AI Showdown ChatGPT Search vs. Perplexity AI: Which Is Daily Go-To? Hej Ai friends and followers. Explore the differences between ChatGPT Search and Perplexity AI for smarter browsing an

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ChatGPT Vision Turns A Picture Into 1000 Words

ChatGPT Vision Turns A Picture Into 1000 Words

And How You Can Turn Those Words Into Business I’ve had this idea for nearly a decade. It all started when I was building websites, and a lodge owner sent me a thumb drive packed with almost

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[ChatGPT vs Claude]How Cursor + Claude 3.5 Are Disrupting the Tech Industry: 5 Insane Use Cases

[ChatGPT vs Claude]How Cursor + Claude 3.5 Are Disrupting the Tech Industry: 5 Insane Use Cases

Explore five revolutionary ways Cursor and Claude 3.5 are transforming coding and design, from automatic video editing to building crypto exchange interfaces at lightning speed. The Power

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ChatGPT’s Search Feature Is Changing How We Find Info Online

ChatGPT’s Search Feature Is Changing How We Find Info Online

Imagine asking a search engine for the best hidden spots in Paris and getting a quick, trustworthy answer faster than you can say “croissant”. — Welcome to the world of SearchGPT! 🥐 ‎‎ How w

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Choosing Between LLM Agent Frameworks

Choosing Between LLM Agent Frameworks

The tradeoffs between building bespoke code-based agents and the major agent frameworks. Agents are having a moment. With multiple new frameworks and fresh [investment](https://foundationcap

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Choosing the Right AI Agent Framework: LangGraph vs CrewAI vs OpenAI Swarm

Choosing the Right AI Agent Framework: LangGraph vs CrewAI vs OpenAI Swarm

In-depth comparison of agent orchestration with the same Agentic Finance App built using 3 different frameworks. What We Will CoverWhat are agents? A deeper look at how we define a

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Choosing the Right Gemini AI Model for You: From Flash to Pro

Choosing the Right Gemini AI Model for You: From Flash to Pro

Originally published on Premier Cloud BlogGoogle has released multiple Gemini models that have revolutioni

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Claude 3.5 Haiku: Anthropic’s Speed Demon Gets a Brain Boost

Claude 3.5 Haiku: Anthropic’s Speed Demon Gets a Brain Boost

In the relentless race of AI advancement, Anthropic has just dropped a new contender into the ring. Meet Claude 3.5 Haiku, the latest iteration of their fastest AI model. It’s like they’ve take

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Claude 3.5 Sonnet (New): Pioneering the Future of AI with Computer Control Capabilities

Claude 3.5 Sonnet (New): Pioneering the Future of AI with Computer Control Capabilities

Anthropic has unveiled its latest AI model, Claude 3.5 Sonnet, on October 22, 2024. This release introduces revolutionary computer control capabilities and substantial improvements across variou

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Claude 3.5 Sonnet on Amazon Bedrock: A New Era for AI-Powered Knowledge Bases

Claude 3.5 Sonnet on Amazon Bedrock: A New Era for AI-Powered Knowledge Bases

In the ever-evolving landscape of artificial intelligence, staying ahead of the curve means embracing the latest innovations with both enthusiasm and strategic insight. One such innovation that

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Claude 3.5 Sonnet Unleashed: The AI Revolution You Can’t Afford to Miss | by Ahmed Bahaa Eldin | Medium

Claude 3.5 Sonnet Unleashed: The AI Revolution You Can’t Afford to Miss | by Ahmed Bahaa Eldin | Medium

The technological area known as Artificial Intelligence is a relatively young field that has been progressing exceptionally fast, and among the newest examples of its development is known as [**

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Claude 3.5 Sonnet V/S GPT-4O: Which one is better

Claude 3.5 Sonnet V/S GPT-4O: Which one is better

In November 2022, OpenAI launched ChatGPT, a model that has revolutionized how we search and interact with information. Next year, in March, an American startup,” Anthropic,” founded by ex-OpenAI

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Claude 3.5 vs GPT-4o: Key Differences You Need to Know

Claude 3.5 vs GPT-4o: Key Differences You Need to Know

Anthropic’s latest release, Claude 3.5 Sonnet, enters a market where OpenAI’s GPT-4o has set a high benchmark, with [92% of Fortune 500](https://www.techbusinessnews.com.au/news/92-of-fortune-

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Claude 3.5’s Computer Use Feature: A Game-Changer for Industry Automation

Claude 3.5’s Computer Use Feature: A Game-Changer for Industry Automation

In the ever-evolving landscape of artificial intelligence, Anthropic’s Claude 3.5 has emerged as a formidable player, boasting a feature that’s turning heads across industries: the ability to use

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Claude Conversing With Neo4j Via MCP

Claude Conversing With Neo4j Via MCP

Give LLMs the Power of Knowledge Graphs With Anthropic’s Model Context Protocol Last week, Anthropic published a new [Model Context Protocol](https://www.anthropic.com/news/model-context-pro

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Claude’s new 3.5 Sonnet outperformed OpenAI’s O1-mini. I’m shocked.

Claude’s new 3.5 Sonnet outperformed OpenAI’s O1-mini. I’m shocked.

A side-by-side comparison of Claude’s updated 3.5 Sonnet model When OpenAI released GPT-4o, I had high expectations… and was promptly let down. While GPT-4o was faster and less expensiv

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🔌 Cline + MCP: VS Code’s AI Assistant Gets Agentic Superpowers

🔌 Cline + MCP: VS Code’s AI Assistant Gets Agentic Superpowers

“Hey Cline, can you check why our tests are failing in CI?” Until now, AI coding assistants could only analyze code you shared manually. But with Cline’s latest Model Context Protocol (MCP) inte

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Cline v3.1: A Cost-Effective Alternative to Cursor and Windsurf

Cline v3.1: A Cost-Effective Alternative to Cursor and Windsurf

If you are looking for something that can replace AI coders like Cursor or Windsurf just because they are costly and require software to download. then in this article, let’s talk about somethi

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Codium’s Windsurf: The Best Cursor Rival

Codium’s Windsurf: The Best Cursor Rival

You know the struggle of balancing speed, efficiency, and innovation in your code. Codium’s latest release, Windsurf, has changed the game entirely. Dubbed as the

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Comparative Study of LangGraph, Autogen, and Crewai for Building Multi-Agent Systems

Comparative Study of LangGraph, Autogen, and Crewai for Building Multi-Agent Systems

As we venture into the realm of multi-agent systems (MAS), it’s essential to understand the diverse programming languages designed specifically for this purpose. In this article, we’ll delve into

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Comparing AI Coding Platforms: Cursor, V0, Bolt.new, and Windsurf for Key Visual Generation System

Comparing AI Coding Platforms: Cursor, V0, Bolt.new, and Windsurf for Key Visual Generation System

With the rapid advancement of foundational models like VLMs (e.g., Minimax, Qwen-V) and cutting-edge image-generation technologies such as Flux 1.1, we’re entering a new era of creative poss

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Comparing Leading Text-to-Image Generation Models for Adding Text to Images

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A comparison of nine leading image generation models’ ability to render accurate text (words and phrases) within an image. In this post, we will assess the capabilities of nine state-of-the-a

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Complex SQL Joins with LangGraph and Waii

Complex SQL Joins with LangGraph and Waii

In the rapidly evolving landscape of data analytics, the ability to interact with data through natural language is becoming increasingly valuable. Conversational analytics aims to make complex d

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Comprehensive Guide to Crypto AI Trading Bots

Comprehensive Guide to Crypto AI Trading Bots

Crypto AI trading bots are revolutionizing the way traders navigate the cryptocurrency market, offering unparalleled efficiency. In the ever-evolving world of cryptocurrency, staying ahea

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Conversational AI for Customer Service: Best Practices and Key Steps for Success

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In today’s fast-paced business environment, customer service plays a crucial role in building and maintaining customer loyalty. As businesses strive to offer personalized and efficient support,

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Conversational BI: Text2SQL Challenges & Solutions

Conversational BI: Text2SQL Challenges & Solutions

The art of querying SQL Databases / Warehouses in Natural Language Introduction the future of BI is Conversational — this is what Gartner and other analysts have been telling us for th

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Crawl4AI: Unleashing Efficient Web Scraping

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In today’s data-driven world, the ability to efficiently gather and process information is paramount for the success of artificial intelligence (AI) applications. As AI continues to evolve, the d

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Crawl4AI: Your Ultimate Asynchronous Web Crawling Companion 🕷️🤖

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Crawl4AI is an open-source Python library designed to simplify web crawling and extract valuable information from web pages effortlessly. Whether you’re integrating it as a REST API or usin

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Create AI Agent CRUD Application with PydanticAI: Step by Step

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It’s good to be back on Skolo Online! In our first tutorial of 2025 we will take a deep dive into PydanticAI. In this article we will cover the following:How to get started with Pydantic AI

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Creating a Research Agent with AutoGen and Panel UI

Creating a Research Agent with AutoGen and Panel UI

Stuck behind a paywall? Read for Free! 🎉 Happy New Year, everyone! Before diving in, a huge THANK YOU for all your support and feedback on our previous stories — it means the world! 🙌 No

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Creating a WhatsApp AI Agent with GPT-4o

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How to use the Meta API to build your own LLM-powered Whatsapp chatbot A game-changer in the field of AI and business management is the integration of AI agents with widely used communic

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CrewAI and Criteo API — Part 1

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Introduction This article is the first in a series showing how to use CrewAI and Criteo APIs. We will see how to obtain credentials, use those credentials to get an Access Token and use the

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CrewAI Sample Project — AI Technology Blogger

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In this tutorial, an AI-based blog writer assistant is developed for content creators using the CrewAI platform. The project is structured to automatically provide and suggest both basic and ad

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CrewAI: Your Personal Army of AI Agents, Collaborating for You

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What the CrewAI framework is ? The power of AI collaboration has too much to offer. CrewAI is designed to enable AI agents to assume roles, share goals, and operate in a cohesive unit — muc

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CrewAI’s Task Tool vs. Agent Tool: The differences you MUST Know

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A tool in CrewAI is essentially a skill or function that an agent can utilize to perform various actions. Think of it as giving your AI agents a toolbox filled with specialized instruments. Th

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Building a Custom AI Jira Agent

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How I used Google Mesop, Django, LangChain Agents, CO-STAR & Chain-of-Thought (CoT) prompting combined with the Jira API to better automate Jira The inspiration for this project came f

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Data Exploration with Agentic AI: Exploring the Titanic Dataset using SmolAgents

Data Exploration with Agentic AI: Exploring the Titanic Dataset using SmolAgents

When I began my journey into machine learning a decade ago, like many of us, I started with the Titanic dataset. I vividly recall the thrill of performing my first exploratory data analysis (EDA

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Deep Dive into LlamaIndex Workflow: Event-Driven LLM Architecture

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Progress and shortcomings after practice Recently, LlamaIndex introduced a new feature called Workflow in one of its versio

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DeepSeek-R1-Lite-Preview: A New Era in AI Reasoning

DeepSeek-R1-Lite-Preview: A New Era in AI Reasoning

Artificial Intelligence (AI) is no stranger to breaking barriers, but every once in a while, a new innovation comes along that makes us pause and take note. One such innovation is **DeepSeek-R1

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DeepSeek: The Chinese Rival to ChatGPT Aiming for AI Market Leadership

DeepSeek: The Chinese Rival to ChatGPT Aiming for AI Market Leadership

DeepSeek V3, China’s bold AI model, challenges GPT-4 with 671B parameters, cost-efficient training, and innovation under U.S. sanctions.Ali Shaker- The Chinese startup DeepSeek has

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DeepSeek V3: The best Open-source LLM | by Mehul Gupta | Data Science in your pocket | Dec, 2024 | Medium

DeepSeek V3: The best Open-source LLM | by Mehul Gupta | Data Science in your pocket | Dec, 2024 | Medium

Better than Claude 3.5 Sonnet, GPT-4o, Llama3.1 405B The year is about to end and just now, China’s DeepSeek has released its open-sourced model DeepSeek-v3, which has outperformed al

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DeepSeek-VL2: Advancing Multimodal Understanding with Mixture-of-Experts Vision-Language Models

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DeepSeek-VL2 represents a significant leap forward in the field of vision-language models, offering advanced capabilities for multimodal understanding. This innovative series of large Mixture-o

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Demystifying Generative AI Agents

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From single interactions to complex multi-agent systemsOverview Lost in the hype around Generative AI agents? You’re not alone. This post cuts through the noise, providing a clear defin

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Demystifying the Concept of Agentic AI Frameworks

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It’s been a quite a whirlwind year in the generative AI space. As companies lie OpenAI, Google or Apple continued their battle of building more sophisticated large language models, we’re seeing

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Design Considerations of Advanced Agentic AI for Real world Applications

Design Considerations of Advanced Agentic AI for Real world Applications

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Build a Medical Chatbot Using Open Source Model: Transforming Healthcare Through AI

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AI is transforming healthcare, and chatbots provide quick and reliable medical information. As I continued to gain more knowledge in generative AI, I wanted to build a medical chatbot that is co

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Developer’s guide to getting started with Gemini 2.0 Flash on Vertex AI

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Gemini 2.0 has arrived, bringing next-level capabilities built for this new agentic era. Gemini 2.0 Fl

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Dramatically Reduce Inference Costs with DeepSeek-V3: A New Era in Open-Source LLMs

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Introduction DeepSeek-V3 has emerged as the new heavy weight for open-source enthusiasts and enterprise users alike. Developed by a Chinese AI research company with a commitment to an

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EASY Web Scraping with Google Gemini 2.0

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Web scraping has never been simpler and all thanks to Google’s groundbreaking multimodal live API Gemini 2.0. With this tool, you can effortlessly extract data from any webpage, whether it’s

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ElevenLabs Conversational AI: Build Smart, Scalable Voice Agents in Minutes

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Hello, creators! 🗣️ The way we interact with technology is changing, and conversational AI is at the forefront of this revolution. ElevenLabs has introduced a cut

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Engineering the Future: Common Threads in Data, Software, and Artificial Intelligence

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How recognizing cross-discipline commonalities not only enhances recruitment strategies but also supports adaptable IT architectures. I’ve noticed an ongoing trend toward over-specializa

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Enhancing AI Agents with Browser Use: Bridging the Gap Between AI and the Web 🌐🤖✨ | by Pankaj | Dec, 2024 | Medium

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Empowering AI Agents to Navigate and Interact with Websites Seamlessly 🖥️🔗🤝In the rapidly evolving landscape of artificial intelligence, enabling AI agents to interact with the web as hu

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Enterprise-Ready AI Agents in Java & Spring Boot: A Comprehensive Guide

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The latest wave of AI agents — including Auto-GPT, BabyAGI, AgentGPT, Jarvis (HuggingGPT), and frameworks like LangChain — has shown tremendous potential for automation and decision-ma

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Explore Swarm Multi-Agent Framework Locally

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Swarm is an experimental sample framework to simulate lightweight multi-age

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Exploring DeepSeek Artifacts: Revolutionizing Front-End Code Generation

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The AI landscape is buzzing with innovations, and among the standout tools is DeepSeek V3. Renowned for topping LLM leaderboards, this open-weight model has gained significant traction within

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Exploring DeepSeek Version 3: A Technical Overview

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The launch of DeepSeek Version 3 has sparked considerable excitement within the AI community, thanks to its remarkable capabilities and cost-efficiency. As an advanced open-weight large language

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Exploring generative AI suggestions for analogous data color schemes

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Analogous color harmonies refer to at least three colors that are adjacent to each other on the color wheel. The color scheme can create pleasing color combinations but runs the risk of failing

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Exploring GitHub Copilot Workspace: Early Insights into a Development Game-Changer

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***(Disclaimer: This article was written before GitHub Copilot Workspace became mainstream. As of the time of publishing, Copilot Workspace is in technical preview and has been available for aro

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Extract and Analyze Your Chrome History Using AI

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Ever wondered what your browsing history says about you? Whether you’re curious about your online habits, want to reflect on your productivity, or need to journal your activities, analyzing your b

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Extract any Document with Gemini 2.0 | Document Intelligence with ExtractThinker

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In this article, we’ll explore how Google’s Gemini 2.0 models supercharge Intelligent Document Proce

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Fine-Tuning a Llama-3 LLM and Deploying as a Serverless API on CloudFlare

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(Or: how I launched my own Llama 3 chatbot at mywebsite.com) 2 years ago, I (like many data scientists) knew absolutely nothing about building websites. I was great at building ML models,

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Fine-tuning LLaMA-3 for Text to SQL Generation with Modal: A Comprehensive Guide

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Fine-tuning large language models (LLMs) has traditionally been a complex endeavor, requiring significant infrastructure setup and management. However, with Modal’s cloud platform and Axolotl’s

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Fine-tuning LLama 3 with Unsloth

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In this article I will show you how to fine-tune an LLM (Llama 3 from Meta) using Unsloth. I will also provide a way to use your own custom dataset. **Note

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From Knowledge to Action: Why Domain-Specific LLMs Need Agentic AI?

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In the ever-evolving landscape of artificial intelligence, two powerful forces are shaping the future: Domain-Specific Large Language Models (LLMs) and Agentic AI. While each brings re

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From LangChain to LangGraph: Making the Multi-Model DrugBot Personal and Teachable

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Adding memory and learning ability to the human-in-the-loop chatbot Drug trials test new medications for safety, effectiveness, and efficacy in humans. These critical studies are essent

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From Posts to Reports: Leveraging LLMs for Social Media Data Mining

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How to instruct LLMs to filter restaurant posts and extract critical insights for business growth. Application Overview We’re living in the golden age of automation, powered by the r

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From Prescription to Voice: A Python Solution to Help Service Elderly and Visually Impaired…

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Learn how to build a Fast API backend solution that combines OCR, Computer Vision and Google’s Text-To-Speech to read a prescription label Under normal circumstances, reading the label on yo

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From Zero to Hero: Building an Intelligent Chatbot with LangGraph in No Time

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In this comprehensive quick start guide, we’ll build a support chatbot using LangGraph that can:Answer common questions by searching the web *Maintain conversation state across calls

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New Gemini 1.5 FLASH Model: An Absolute Google Game Changer

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In this video, I have a super quick tutorial showing you how to create a local Multimodal RAG, Gemini 2.0 Flash and Context-aware response to make a powerful agent chatbot for your business or

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Gemma vs. Llama vs. Mistral: Exploring Smaller AI Models

Gemma vs. Llama vs. Mistral: Exploring Smaller AI Models

A Comparative Study of Small-Scale Language Models: Evaluating Gemma, Llama 3, and Mistral in Reading Comprehension Tasks Introduction Large Language Models (LLMs) have been evolving rapidl

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GenAI Studio: Build, Manage & Analyze Generative AI Usecases for POC & Production

GenAI Studio: Build, Manage & Analyze Generative AI Usecases for POC & Production

Your Hub for Building and Managing Generative AI Solutions What Makes Gen AI Studio Exciting? Generative AI is reshaping how we think about problem-solving, creativity, and efficienc

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Generating structured data from an image with GPT vision and Langchain

Generating structured data from an image with GPT vision and Langchain

In today’s world, where visual data is abundant, the ability to extract meaningful information from images is becoming increasingly valuable. Langchain, a powerful framework for building applica

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Generative AI in Market Research and Intelligence: Benefits, Use Cases, and Strategies

Generative AI in Market Research and Intelligence: Benefits, Use Cases, and Strategies

Transforming Market Intelligence with AI Generative AI is changing the way businesses approach market research and intelligence by enabling faster and more in-depth analysis of data. Trad

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Generative AI UX — Developing Innovative Use Cases for the Enterprise

Generative AI UX — Developing Innovative Use Cases for the Enterprise

PRACTICAL DESIGN INNOVATION A framework for designing innovative and appropriate enterprise Gen AI experiences. To create innovative Generative AI experiences that users will adopt a

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Generative AI vs Social Media

Generative AI vs Social Media

The unobvious way out One of the biggest scares in our new AI world is that we’ll lose the human factor. On social media it would remove the social aspect from it completely. I guess that

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Get ChatGPT to Sound More Human: Essential Tips for Creating Natural, Engaging AI Conversations

Get ChatGPT to Sound More Human: Essential Tips for Creating Natural, Engaging AI Conversations

Have you ever found your AI assistant sounding a bit too… mechanical? ChatGPT, while impressively capable, sometimes leans on overly formal or generic language. But with a few adjustments, you c

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GLM-4-Voice 9B — Real-time Multilingual Voice Conversation AI — Install Locally in Minutes

GLM-4-Voice 9B — Real-time Multilingual Voice Conversation AI — Install Locally in Minutes

How to set up GLM-4-Voice 9B for seamless real-time voice interaction in English and Chinese, and explore its unique architecture, low-latency response, and customizable voice attributes.

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Google Chrome just leveled up with Al!

Google Chrome just leveled up with Al!

It can now see and explain anything on your screen. Here are 11 powerful features you’ll wish you discovered earlier: 1. Google Lens in Chrome - Add words to your Google Lens s

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Google Gemini: Are Big Context Windows the Killer Feature?

Google Gemini: Are Big Context Windows the Killer Feature?

Goggle’s upcoming LLM makes a massive move Barely eight months ago, a leaked Google email revealed the company was struggling to outpace its AI rivals. Not only was there [no moat](https://www

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Google Gemini-Exp-1206: The new Best LLM

Google Gemini-Exp-1206: The new Best LLM

Beats GPT-4.0, OpenAI-o1, Claude3.5 Sonnet and Gemini 1.5 on LMArena Google Gemini, after a lacklustre debut in the GenAI space some months back, is picking up pace quite fast. It has

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Google Releases Gemma — A Lightweight And Open Source Model

Google Releases Gemma — A Lightweight And Open Source Model

In just a week, the world has witnessed the most groundbreaking AI advancements from two tech giants. OpenAI introduced its jaw-dropping AI video generator, [Sora](https://readmedium.com/3d1638

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Google Video Analyzer: Gemini 2.0 | by Samar Singh | Dec, 2024 | Medium

Google Video Analyzer: Gemini 2.0 | by Samar Singh | Dec, 2024 | Medium

The advancements in AI tools are moving at breakneck speed, and Google AI Studio’s Video Analyzer is a testament to this innovation. If you’re curious about video analysis, this tool and its under

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Goover — A New Search Engine Challenging Perplexity AI

Goover — A New Search Engine Challenging Perplexity AI

In 2024, the search engine market experienced a major shakeup. Google Search, the biggest and most popular, faced a wave of criticism after launching its new AI-powered overview feature, which man

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GPT-4o Python Charting Insanity: Prompting For Instant Data Visuals

GPT-4o Python Charting Insanity: Prompting For Instant Data Visuals

Hands-on no-code visuals from the UN population projection dataset The automatic data visualization generation tools for GPT-4o keep getting better and better. You can upload mul

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GPT 4o- with Canvas: Let’s Build a Financial Streamlit App!

GPT 4o- with Canvas: Let’s Build a Financial Streamlit App!

Create a financial app with GPT-4o with Canvas and Streamlit. ChatGPT has published more than one model this year, so there is a lot to discover and take advantage of. In this article, w

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Hands-on : Build Agentic Workflow using LangGraph (Key Learnings from Langchain-academy) | Part-1

Hands-on : Build Agentic Workflow using LangGraph (Key Learnings from Langchain-academy) | Part-1

Introduction Langchain has recently introduced an impressive course focusing on LangGraph and its key features for developing robus

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Hands-on demo with building Agentic RAG (Retrieval-Augmented Generation) pipeline

Hands-on demo with building Agentic RAG (Retrieval-Augmented Generation) pipeline

Illustration to see how autonomous agents can be involved in the RAG system to retrieve the most relevant piece of information What is Agentic RAG? So, we all know what Retrieval Augmented G

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How Agentic Hybrid Search Creates Smarter RAG Apps

How Agentic Hybrid Search Creates Smarter RAG Apps

By Ryan Michael If you’re building a [retrieval-augmented generation (RAG)](https://www.datastax.com/guides/what-is-retrieval-augmented-ge

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How Agentic RAG solves problem with current RAG limitations

How Agentic RAG solves problem with current RAG limitations

In this volume 4 of coffee break concept, we will understand how AgenticRAG helps solve limitations of traditional RAG. RAG Framework The RAG (Retrieval Augmented Generation) framework operates

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How Can AI Agents Help Streamline Workflow Automation?

How Can AI Agents Help Streamline Workflow Automation?

In the fast-paced business environment of today, organizations must operate efficiently to stay competitive. One key to achieving this efficiency is automation. However, automation has evolved

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How Good is DeepSeek-R1-Lite Preview at Reasoning

How Good is DeepSeek-R1-Lite Preview at Reasoning

DeepSeek-R1-Lite-Preview (R1LP) is a LRM (Large Reasoning Model) recently released by the Chinese company DeepSeek. According to the mode

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How I Built a Customer Support Voicebot in No Time Using ElevenLabs, Make.com, and Twilio

How I Built a Customer Support Voicebot in No Time Using ElevenLabs, Make.com, and Twilio

As a self-proclaimed code enthusiast, I usually stick to building projects the traditional way — writing lines of code that give me full control and flexibility. There’s a certain satisfaction

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How I built an agent with Pydantic AI and Google Gemini

How I built an agent with Pydantic AI and Google Gemini

Gathering and synthesizing information quickly has become essential in today’s fast paced world. I built an AI agent to deliver strategic insights, leveraging a modern technology stack. This blo

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How I Built an LLM App Based on Graph-RAG System with ChromaDB and Chainlit

How I Built an LLM App Based on Graph-RAG System with ChromaDB and Chainlit

End-to-end app with GUI and storing new knowledge on vector database in just 3 scripts Large language models (LLMs) and knowledge graphs are valuable tools to work with natural language proce

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How I Built Smarter AI Tools for Pharma: From Generative AI to Agentic AI

How I Built Smarter AI Tools for Pharma: From Generative AI to Agentic AI

When I first started developing AI tools for the pharmaceutical industry, my idea was simple: to tackle real, everyday challenges. I’ve spent years watching compliance teams drowning in paperwor

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How I Designed and Built a Working Mobile App in 48 hrs using Figma’s New AI

How I Designed and Built a Working Mobile App in 48 hrs using Figma’s New AI

This week, I challenged myself to use Figma’s new AI features to do as much of my product design and development process as I could — from user research and analysis to generating my UI designs,

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How I Extract Information from any Website in Seconds with AI

How I Extract Information from any Website in Seconds with AI

Use Langchain, OpenAI, Bright Data, and NextJS to build an AI tool that scrapes, extracts, and analyzes data for free. “Useful” data is the backbone of informed decision-making and strate

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How I Fix Prompts for Flawless AI Responses Every Time

How I Fix Prompts for Flawless AI Responses Every Time

When ChatGPT first launched, prompt templates for nearly every industry and profession flooded the internet. You’ve probably come across posts like “The Best [N] ChatGPT Prompts for [Sector/Pr

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How I Wrote a Whole Book with ChatGPT in Less Than 3 Hours!

How I Wrote a Whole Book with ChatGPT in Less Than 3 Hours!

Demystifying the AI Craze My name is Alex, and I’m just a dude working in financial technology (Fintech), a sector that inevitably makes you curious about everything, especially new trends.

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How Jupyter Agent Blew My Mind. The AI Revolution You Didn’t See Coming.

How Jupyter Agent Blew My Mind. The AI Revolution You Didn’t See Coming.

Easily accessible, but hard to believe. Once you get your hands on it you will see what I am talking about! I assume we have all heard about AI Agents. It is breaking into the mainstream a

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How Multi-Agent Systems Mirror Team Collaboration: AI Agents Explained

How Multi-Agent Systems Mirror Team Collaboration: AI Agents Explained

*Note: This article is for Product Managers, Product Designers, and Engineers who are building digital products, especially in the field of AI, and whose goal is to build a Multi-AI Agent System

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How NVIDIA Pruned and Distilled Llama 3.1 to Create Minitron 4B and 8B

How NVIDIA Pruned and Distilled Llama 3.1 to Create Minitron 4B and 8B

The new models are using state of the art pruning and distillation techniques.I recently started an AI-focused educational newsletter, that already has over 170,000 subscribers. TheSe

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How to Build a Proactive Agent with Real-Time Event Processing

How to Build a Proactive Agent with Real-Time Event Processing

Discover how combining streaming databases and LLMs can create agents that act before you even ask. Q&A agents powered by large language models (LLMs), like ChatGPT, have already become a

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How to Build a Real-Time Gemini 2.0 Learning Assistant with Interactive Canvas

How to Build a Real-Time Gemini 2.0 Learning Assistant with Interactive Canvas

Gemini Development Tutorial V5 In this tutorial, we will continue building fascinating real-time chat applications using Gemini 2.0 and its multimodal Live API. Let’s build a learning as

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How to build Agentic RAG using CrewAI and Langchain

How to build Agentic RAG using CrewAI and Langchain

In the rapidly evolving landscape of AI, the ability to provide accurate, context-aware responses to user queries is a game-changer. Retrieval-Augmented Generation (RAG) has emerged as a powerf

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How to Build AI Agents with LangGraph: A Step-by-Step Guide

How to Build AI Agents with LangGraph: A Step-by-Step Guide

Introduction In the world of AI, retrieval-augmented generation (RAG) systems have become common tools for handling simple queries and generating contextually relevant responses. However, as

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How to build an AI-Powered SQL Data Analysis Agent with LangChain and CrewAI

How to build an AI-Powered SQL Data Analysis Agent with LangChain and CrewAI

In today’s data-driven world, automating workflows for data extraction, analysis, and reporting is critical to saving time and improving efficiency. This tutorial walks you through building an AI

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How to Build Your Own OCR Assistant with Streamlit and Llama 3.2-Vision

How to Build Your Own OCR Assistant with Streamlit and Llama 3.2-Vision

Learn with example OCR (Optical Character Recognition) is a tool that helps automate the process of converting images into text. You must have used it in your phone as it is very common no

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How to Choose Ideas for an LLM-powered Product to Thrive in a Fiercely Competitive Landscape

How to Choose Ideas for an LLM-powered Product to Thrive in a Fiercely Competitive Landscape

Welcome to the third (final) piece in my series exploring the question: “Which GenAI products are worth developing?”[The first article](https://readmedium.com/what-llm-powered-products-are-wo

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How to create an AI team to write compelling stories with CrewAI and Gemini Pro

How to create an AI team to write compelling stories with CrewAI and Gemini Pro

Are you fascinated by the idea of AI generating stories that capture the imagination? If so, you’re not alone! In this article, we’ll dive into an introductory project that combines the powers of C

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How to Create an Interactive Web UI for CrewAI Applications (New Version Updated)

How to Create an Interactive Web UI for CrewAI Applications (New Version Updated)

A Quick Update for the Implementation of CrewAI + Panel UI Early this year, I wrote a tutorial about creating an interactive web UI for CrewAI applications, and in that tutorial, I implem

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How to Develop a Free AI Agent with Automatic Internet Search

How to Develop a Free AI Agent with Automatic Internet Search

Using Groq’s free API with LangGraph to develop an AI agent to answer users’ questions and automatically invoke internet search based on the question If you are not a Medium member, you

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How to Fine-Tune Llama-3.2 on your own data: A detailed guide

How to Fine-Tune Llama-3.2 on your own data: A detailed guide

Introduction The release of Llama-3.2 collection from Meta marked an important milestone in the open-s

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How to Improve LLMs with RAG

How to Improve LLMs with RAG

A beginner-friendly introduction w/ Python code This article is part of a larger series on using large language mo

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How to Integrate AI and Data Science into Your Business Strategy

How to Integrate AI and Data Science into Your Business Strategy

DATA SCIENCE CONSULTING Insider consulting guide to conducting a successful 2-day executive workshop[“Our industry does not respect tradition — it only respects innovation.”](ht

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How to make more reliable reports using AI — A Technical Guide

How to make more reliable reports using AI — A Technical Guide

Technical guide, sharing my experience of working with AI Over the past year, I’ve been running my own AI software development and consulting agency, working with a variety of clients — fr

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How to Run Nvidia’ llama-3.1-nemotron-70b-instruct Locally

How to Run Nvidia’ llama-3.1-nemotron-70b-instruct Locally

Running large language models (LLMs) locally has become increasingly popular among developers, researchers, and AI enthusiasts. One such model that has gained significant attention is the llama-3.

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How to Scrape and Analyse Data for Free using AI: From Collection to Insight

How to Scrape and Analyse Data for Free using AI: From Collection to Insight

Learn how to combine web scraping, proxies, and AI-powered language models to automate data extraction and gain actionable insights effortlessly. While some websites are straightforward t

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How to stay updated on AI trends (without spending hours online)

How to stay updated on AI trends (without spending hours online)

Keeping up with artificial intelligence (AI) trends these days feels a bit like trying to sip from a firehose — except the firehose is spewing machine-generated jargon, research papers, and futur

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How To Think In Terms of Tasks & Flows With CrewAI

How To Think In Terms of Tasks & Flows With CrewAI

What you need to know for automating with Agents, Tasks and Tools in CrewAI Tech Research: We have some tasks that we do routinely on our machines. I am avid learner of new technology.

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How to Use ChatGPT for Blogging

How to Use ChatGPT for Blogging

(My 9 Tested Steps) Everyone is using AI to write. Marketers, CEOs, content developers, small scale business owners. All of us. Read [story for free](https://mysson.medium.com/7ed5cba2f32b?s

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How to Use Claude 3.5 for Data Analysis(Secret tool)

How to Use Claude 3.5 for Data Analysis(Secret tool)

Most of us dont know about this feature In this article we’ll talk about how Claude, an AI-powered data analyst that can help us analyze data and make cool interactive visualizations. We’ll c

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How to Use Claude 3.5 Sonnet API for Creative Writing

How to Use Claude 3.5 Sonnet API for Creative Writing

Let’s talk about something that we all face during development: API Testing with Postman for your Development Team. Yeah, I’ve heard of it as well, [Postman is getting worse](https://www.reddit

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How to use Cursor for iOS development

How to use Cursor for iOS development

Recently, there’s been much talk and fuss about AI, and whether or not it can improve your development workflow. I wanted to touch base about how AI and its implementation in [Cursor](https://www.

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How to Use MCP Tools on Claude Desktop App and Automate Your Daily Tasks

How to Use MCP Tools on Claude Desktop App and Automate Your Daily Tasks

Model Context Protocol (MCP) is a new standard for secure connection between AI assistants, such as Claude, and systems where data exists. This includes code repositories (Github,

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How to Use Structured Generation for LLM-as-a-Judge Evaluations

How to Use Structured Generation for LLM-as-a-Judge Evaluations

Structured generation is fundamental to building complex, multi-step reasoning agents in LLM evaluations — especially for open source models *Disclosure: I am a maintainer of [Opik](https

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How to Use the Google DeepMind Gemini 2.0 Flash Live API for Real-Time Conversations

How to Use the Google DeepMind Gemini 2.0 Flash Live API for Real-Time Conversations

Google DeepMind’s Gemini 2.0 Flash API represents a groundbreaking leap in the world of real-time AI-powered conversations. It empowers developers to build applications that can seamlessly ha

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How Uber is Saving 140,000 Hours Each Month Using Text-to-SQL — And How You Can Harness the Same Power | by Howard Chi | Wren AI | Jan, 2025 | Medium

How Uber is Saving 140,000 Hours Each Month Using Text-to-SQL — And How You Can Harness the Same Power | by Howard Chi | Wren AI | Jan, 2025 | Medium

In a world where data-driven decision-making is critical, businesses are scrambling to find the most efficient ways to extract actionable insights from massive datasets. Uber, a global leader in

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HuggingFace smolagents: The best Multi-Agent framework so far?

HuggingFace smolagents: The best Multi-Agent framework so far?

Comparing Autogen, Langraph, CrewAI, Magentic-One, etc As you must have read in multiple places, 2025 is the year of AI-Agents. So much so that Mark Zuckerberg has openly said Meta will

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Human-centered AI: 5 key frameworks for UX designers

Human-centered AI: 5 key frameworks for UX designers

Prioritizing user needs and adopting a structured approach to AI initiatives 2024 was a remarkable year of progress in artificial intelligence and it’s amazing how swiftly this technology

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I Asked 5 AI to Predict 2025 — Here’s What They Said & Why They Said It

I Asked 5 AI to Predict 2025 — Here’s What They Said & Why They Said It

I Did NOT Expect These Responses With the end of 2024 quickly approaching, none of us can predict with certainty what the next year may bring for us. Tons of unanswered questions arise in my

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I Automated ProductHunt’s #1 SEO Marketing Tool using AI

I Automated ProductHunt’s #1 SEO Marketing Tool using AI

Automating 10 revenue-generating SEO workflows with AI Search Engine Optimization (SEO) has evolved from being just another marketing tactic to becoming a fundamental business necessity.

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I Can’t Believe This Model Is Open-Sourced!!!!

I Can’t Believe This Model Is Open-Sourced!!!!

If you’ve been following the AI space, you know that the race to build the most powerful, reasoning-capable models has been dominated by big players like OpenAI, Anthropic, and Google. But hold o

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I Combined the Blockchain and AI to Generate Art. Here’s What Happened Next.

I Combined the Blockchain and AI to Generate Art. Here’s What Happened Next.

TUTORIAL Using LLMs to create artistic representations of data Looking into the rainbow What would the blockchain look like if it could be visualized through imagery? The b

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I just tried OpenAI’s updated o1 model. This technology will BREAK Wall Street

I just tried OpenAI’s updated o1 model. This technology will BREAK Wall Street

When I first tried the o1-preview model, released in mid-September, I was not impressed. Unlike traditional large language models, the o1 family of models do not respond instantly. They “think”

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I trained AI to be my smart gay bestie 💅

I trained AI to be my smart gay bestie 💅

Using ChatGPT to help me see my blind spots Look, I know we’re all sick of talking about AI, but every time I talk to friends about how I’m using ChatGPT, they all seem to have their flabbe

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Image Inference through Multi-Modal LLM Models

Image Inference through Multi-Modal LLM Models

MULTIMODAL AI | LLM | OPENAI | GEMINI | VISION This blog explores the capabilities of multi-modal models in image inference, highlighting their ability to integrate visual and text

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Implement A Simple YouTube Video Summarizer Application using Cursor AI

Implement A Simple YouTube Video Summarizer Application using Cursor AI

Introduction Cursor AI is revolutionizing software development by integrating advanced artificial intelligence into a familiar coding environment. As a fork of

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Intelli-agent: Langchain, CrewAI and AutoGen Compared

Intelli-agent: Langchain, CrewAI and AutoGen Compared

1. Overview of AI Agent Frameworks In the dynamic landscape of artificial intelligence, choosing the right framework is a crucial decision for every data scientist and developer. The AI ag

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Introducing Atomic Agents 1.0: A Modular Framework for Building Agentic AI

Introducing Atomic Agents 1.0: A Modular Framework for Building Agentic AI

Imagine building AI applications as effortlessly as assembling LEGO blocks. That’s the idea behind Atomic Agents, a modular framework for construct

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Introducing LightRAG: A New Era in Retrieval Augmented Generation

Introducing LightRAG: A New Era in Retrieval Augmented Generation

In the rapidly evolving field of natural language processing, Retrieval-Augmented Generation (RAG) systems have become essential for providing accurate, contextually rich responses. However, trad

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Introducing Microsoft’s Magentic-One Agentic Framework

Introducing Microsoft’s Magentic-One Agentic Framework

A multi-agent system that can perform complex tasks Around a week ago, Microsoft released a new agentic system called Magentic-One “for solving complex tasks,” which seems to have gone

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Introducing Swark: Automatic Architecture Diagrams from Code

Introducing Swark: Automatic Architecture Diagrams from Code

Software architecture is hard to get right. Misaligned teams, unclear diagrams, and time-consuming processes often result in frustration and suboptimal design decisions. As engineering teams embr

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Introduction to Agentic AI and Its Design Patterns

Introduction to Agentic AI and Its Design Patterns

Artificial Intelligence has come a long way from rule-based systems to sophisticated autonomous agents capable of making decisions and adapting to complex environments. A pivotal concept in thi

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Introduction to LLaVA: A Multimodal AI Model

Introduction to LLaVA: A Multimodal AI Model

LLaVA is an end-to-end trained large multimodal model that is designed to understand and generate content based on both visual inputs (images) and textual instructions. It combines the capabil

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Is Anthropic’s Model Context Protocol (MCP) the Interoperability Standard We’ve Been Waiting For?

Is Anthropic’s Model Context Protocol (MCP) the Interoperability Standard We’ve Been Waiting For?

Hats off to the Anthropic team! They’ve been rolling out feature after feature and capturing the attention of the developer community. First, it was Artifacts, then Computer Use. And now, they’v

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Is Data Modeling Dead with Text-to-SQL? How Wren AI Bridges Modern BI and Traditional Practices

Is Data Modeling Dead with Text-to-SQL? How Wren AI Bridges Modern BI and Traditional Practices

Is Data Modeling Dead with Text-to-SQL? How Wren AI Bridges Modern BI and Traditional Practices From our team at Wren AI, the most common question we hear from our users is:

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Is Perplexity Pro a Smarter, More Efficient Way to Search the Web?

Is Perplexity Pro a Smarter, More Efficient Way to Search the Web?

The Future of Search Is Perplexity Pro a Smarter, More Efficient Way to Search the Web? How does it compare to traditional search engines and is it worth the cost? Hey AI Friends and follo

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5 Key Points to Unlock LLM Quantization

5 Key Points to Unlock LLM Quantization

Quantizing Large Language Models LLM Quantization is currently a hot topic due to its vital role in making Large Language Models (LLMs) more efficient and deployable across various hardwar

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The Best Free Text-to-Speech Model for Commercial Use

The Best Free Text-to-Speech Model for Commercial Use

In a groundbreaking development for text-to-speech (TTS) technology, the Kokoro TTS model has emerged as the number one free and commercially available TTS solution. Built on top of the widely p

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LangChain vs. LlamaIndex: A Comprehensive Comparison for Retrieval-Augmented Generation (RAG)

LangChain vs. LlamaIndex: A Comprehensive Comparison for Retrieval-Augmented Generation (RAG)

Introduction Retrieval-Augmented Generation (RAG) combines information retrieval with generative models, making it a powerful technique for applications like question answering, summarizat

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Langflow 1.1 Release

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A Delightful Invitation to Agentic Pipelines! 🚀 We’re excited to share Langflow 1.1! This release packs in updates that make genAI development more flexible, interactive, and enjoyable.

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LangGraph for Healthcare: A Comprehensive Technical Guide

LangGraph for Healthcare: A Comprehensive Technical Guide

Building Production-Ready Medical Operations Agents Introduction to LangGraph ![](https://wsrv.nl/?url=https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*pU-o_h5GKwMSHi5Y0Y9Kwg.

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LangGraph Studio: Your first agent IDE

LangGraph Studio: Your first agent IDE

LangGraph Studio is a pioneer agentic integrated development environment for the generation and control of agentic AI applicat

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LangGraph Systems Inspector: An AI Agent for Testing and Verifying LangGraph Agents

LangGraph Systems Inspector: An AI Agent for Testing and Verifying LangGraph Agents

[🔗 Explore the Full Systems Inspector Code Tutorial — Dive into the code and learn how to implement this cutting-edge AI agent yourself!](https://github.com/NirDiamant/GenAI_Agents/blob/main/all

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LangGraph: The Future of Advanced Multi-Agent Workflows

LangGraph: The Future of Advanced Multi-Agent Workflows

The world of artificial intelligence is evolving rapidly, and tools like LangChain and LangGraph are at the forefront of enabling developers to build intelligent systems efficiently. If you’ve hea

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LangGraph : Tool calling Agents

LangGraph : Tool calling Agents

This article assumes reader have basic overview of LangGraph / Multi Agentic designs. With this in place, lets try to understand fundaments of implementing Tool calling Agents. Folks who are in

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Let’s build a Text Analysis Pipeline with LangGraph Agents

Let’s build a Text Analysis Pipeline with LangGraph Agents

In this article, I will present to you LangGraph, an incredible framework for building applications using graph-based workflows that would otherwise be impossible. I will share my experience wi

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LangGraph vs. LangChain vs. LangFlow vs. LangSmith: Which One to Use & Why?

LangGraph vs. LangChain vs. LangFlow vs. LangSmith: Which One to Use & Why?

Discover the key differences between LangGraph, LangChain, LangFlow, and LangSmith, and learn which framework is best suited for your language model applications — from workflow building to p

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Large Language Models Just Got A Whole Lot Smaller

Large Language Models Just Got A Whole Lot Smaller

And how this might change the game for software startups This piece was co-written with David Meiborg. *TLDR: Large Language Models (LLMs for short) a

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LazyGraphRAG: A New Era of Efficient and Effective RAG | by Ankush k Singal | Nov, 2024 | Medium

LazyGraphRAG: A New Era of Efficient and Effective RAG | by Ankush k Singal | Nov, 2024 | Medium

Introduction In the realm of artificial intelligence, Retrieval Augmented Generation (RAG) has emerged as a powerful technique to enhance the capabilities of large language models (LLMs). RAG e

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Less is More: The Art of Midjourney AI Prompt Generation with ChatGPT o1

Less is More: The Art of Midjourney AI Prompt Generation with ChatGPT o1

As an AI art creator, I was naturally excited when OpenAI released ChatGPT o1, claiming it has PhD-level intelligence. While many rushed to test its coding or writing capabilities, I had a diff

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Leveraging Gemini 1.5 API for Automated Test Case Generation Reverse Engineering

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Abstract This report examines leveraging Gemini 1.5 API with Google Apps Script to automate sample input creation during script reverse engineering. Traditionally, this process is manual a

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Leveraging Large Language Models (LLMs) in B2C Industries: Transforming Customer Experience with…

Leveraging Large Language Models (LLMs) in B2C Industries: Transforming Customer Experience with…

In the rapidly evolving landscape of B2C industries such as financial services, retail, and eCommerce, customer expectations for personalized and instant responses are at an all-time high. With

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LightRAG — Simple and efficient rival to GraphRAG?

LightRAG — Simple and efficient rival to GraphRAG?

Traditional RAG systems work by indexing raw data. This data is simply chunked and stored in vector DBs. Whenever a query comes from the user, it queries the stored chunks and retrieves releva

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Llama 3.1 405B — How to Use for Free

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No Local Install Needed Llama 3.1 405B is Meta’s most advanced AI model released in July 2024 — but where can you try it?** LLama 3.1 comes in different versions, including

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Llama 3.2: The Next Generation of Lightweight, Instruction-Tuned Language Models: A Hands-On…

Llama 3.2: The Next Generation of Lightweight, Instruction-Tuned Language Models: A Hands-On…

Discover LLaMA 3.2’s Key Innovations in Pruning, Knowledge Distillation, and Multilingual Performance, Plus a Hands-On Tutorial to Run Locally or Through Google Colab 👨🏾‍💻 [GitHub](https://

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Visual Reasoning LLM by Alibaba So. before ending 2024, Qwen (by Alibaba) is back with a bang and has released another open-sourced LLM, Qwen QVQ-72B which is a visual reasoning LLM i.e.

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Qwen2.5 1.5b: the future of Mobile AI?

Qwen2.5 1.5b: the future of Mobile AI?

Local Testing and Evaluation of Alibaba Cloud’s Latest LLM. With llama-cpp-python and a DIY prompt catalog. In part one we explored together the innovations from Alibaba Cloud’s team with th

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Qwen2.5-Coder 32B Instruct: A Best Coding Model-A Complete Step-by-Step Guide and Performance…

Qwen2.5-Coder 32B Instruct: A Best Coding Model-A Complete Step-by-Step Guide and Performance…

Qwen2.5-Coder 32B Instruct: A Best Coding Model-A Complete Step-by-Step Guide and Performance Evaluation for Developers Photo By Author Introduction In the ever-evolving landscape of AI-power

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Qwen2.5-Coder, Cosmos Tokenizer, OpenCoder, and New SentenceTransformers: Great Times for Open…

Qwen2.5-Coder, Cosmos Tokenizer, OpenCoder, and New SentenceTransformers: Great Times for Open…

I want to highlight some standout open-source advancements that have really caught my eye:Qwen2.5-Coder Series: An open-source code LLM that’s giving GPT-4 a run for its money. **Co

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Qwen2.5: Redefining Efficiency in Large Language Models

Qwen2.5: Redefining Efficiency in Large Language Models

Scaling Smarter and Learning Better with Reinforcement Learning A New Era of Language Models: Introducing Qwen2.5 Building on the breakthroughs in large language models (LLMs), **Qwe

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Qwen2-VL: A Vision Language Model That Runs Locally

Qwen2-VL: A Vision Language Model That Runs Locally

This is an introduction to「Qwen2-VL」, a machine learning model that can be used with ailia SDK. You can easily use this model to create AI applications using [ailia SDK](h

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Building and Serving a RAG Agent with Custom Tools: A Complete Guide

Building and Serving a RAG Agent with Custom Tools: A Complete Guide

Goal The goal of this article is to demonstrate how to create a Large Language Model (LLM) agent using LangGraph and LangChain, which will perform Retrieval-Augmented Generation (RAG) on a

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RAG/LLM and PDF: Conversion to Markdown Text with PyMuPDF

RAG/LLM and PDF: Conversion to Markdown Text with PyMuPDF

Data feeding in markdown text format increases generated text quality Introduction In the context of Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) envi

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RAGate: Adaptive RAG for Conversational AI

RAGate: Adaptive RAG for Conversational AI

Building Conversational AI systems is hard!!! It’s feasible but also complex, time-consuming, and resource-intensive. The challenge lies in designing systems that can understand and genera

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RAGFlow an Open-Source Retrieval-Augmented Generation (RAG) Engine

RAGFlow an Open-Source Retrieval-Augmented Generation (RAG) Engine

RAGFlow is an open-source Retrieval-Augmented Generation (RAG) engine that integrates with Large Language Models (LLM

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RBYF: Qwen2.5–3B-instruct is damn good.

RBYF: Qwen2.5–3B-instruct is damn good.

Revised Benchmark with You as a Feedback: the brand new 3B model from Alibaba Qwen is an amazing model, and I can prove it! The illusion of emergent properties is largely a product of the metr

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Reading Document and Coding Functions with Multi-Agent AI Systems using Magentic-One

Reading Document and Coding Functions with Multi-Agent AI Systems using Magentic-One

Magentic-One is designed to streamline complex tasks by leveraging multiple AI agents, each with specialized capabilities. [One of my previous post](https://readmedium.com/exploring-multi-agent

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Responsible Software Development with an Agentic AI Workforce

Responsible Software Development with an Agentic AI Workforce

Software development has, for a long time, relied on manual effort and isolated toolchains to build products. We have slowly introduced automation to handle repetitive tasks in our continuous in

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Retrieval-Augmented Generation: Approaches, State of the Art, and Optimization Strategies

Retrieval-Augmented Generation: Approaches, State of the Art, and Optimization Strategies

⭐ RAG is particularly useful in knowledge-intensive scenarios or domain-specific applications that require knowledge that’s continually updating. RAG has been popularized recently with its app

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Revolutionizing Financial Document Processing with Agentic Workflows

Revolutionizing Financial Document Processing with Agentic Workflows

Financial documents like SEC 10-K reports are often complex and tedious to process, but with the right workflow, the entire process can be transformed. I developed a streamlined solution integrat

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Roadmap to Become an AI Engineer in 2025

Roadmap to Become an AI Engineer in 2025

How to Become an AI Engineer in 2025 Ever wondered what it takes to build systems that can think, learn, and solve complex problems? A few years ago, I was curious too — AI was this futuristic

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Role of AI in Crypto trading and analytics

Role of AI in Crypto trading and analytics

Role of AI in Crypto trading and analytics Trading in cryptocurrencies may perhaps be one of the most dynamic and volatile financial markets seen around nowadays. The market is characterist

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Role-Playing vs. Conversational Paradigms in Multi-Agent Orchestration

Role-Playing vs. Conversational Paradigms in Multi-Agent Orchestration

A noticeable dichotomy is emerging in the design of multi-agent orchestration frameworks, between two primary paradigms: role-playing and conversational approaches. These paradigms rep

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🦘 RooCline:将人工智能发展推向新高度的增压叉

🦘 RooCline:将人工智能发展推向新高度的增压叉

Love Cline but want even more speed and autonomy? RooCline, a powerful fork of the popular VS Code AI assistant, takes everything great about Cline and supercharges it with enhanced performa

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Scaling Document Extraction with O1, GPT4o, and Mini | ExtractThinker

Scaling Document Extraction with O1, GPT4o, and Mini | ExtractThinker

In this article, we’ll explore using ExtractThinker to process documents efficiently at scale. We’ll discuss when to use different models like O1,

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SearchGPT Changed How I Surf the Web Forever.

SearchGPT Changed How I Surf the Web Forever.

I said goodbye to Google, and you can too. Learn how to use SearchGPT, and transform the way you work. This isn’t clickbait. I am a full believer in SearchGPT, and I’m going to tell you wh

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Six Thinking Hats + CrewAI Flows: Smarter Decisions with AI Ag

Six Thinking Hats + CrewAI Flows: Smarter Decisions with AI Ag

“It seemed like a good idea at the time.”- From *The Magnificent Seven*Leveraging AI Agents for Informed Decision-Making “It seemed like a good idea at the time.” This l

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Sky-T1–32B-Preview : Open-sourced LLM outperforms OpenAI-o1

Sky-T1–32B-Preview : Open-sourced LLM outperforms OpenAI-o1

UC Berkley’s Sky-T1–32B-Preview details So, the first big Generative AI release is here where UC Berkeley’s open-sourced LLM, Sky-T1–32B has beaten OpenAI’s o1 on Maths and Coding benc

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Smarter and Faster: OpenAI o1 and o1 pro mode

Smarter and Faster: OpenAI o1 and o1 pro mode

Just 12 hours ago, OpenAI rolled out the new o1 model and o1 with pro mode. As you may already know, o1 models are the first series of models designed to think before answering, providing more det

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Smolagents + Web Scraper + DeepSeek V3 Python = Powerful AI Research Agent

Smolagents + Web Scraper + DeepSeek V3 Python = Powerful AI Research Agent

In this video, I have a super quick tutorial showing you how to create a multi-agent chatbot with Smolagents, Web Scraper and DeepSeek V3 to make a powerful Agent Chatbot for your business or p

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SmolLM2: Very Good Alternatives to Qwen2.5 and Llama 3.2

SmolLM2: Very Good Alternatives to Qwen2.5 and Llama 3.2

And it's fully open! Hugging Face has doubled down on their SmolLM initiative. They released SmolLM2: 1.7B, 360M, and 135M models trained on 11T tokens (against 1T for SmolLM). They release

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Speech-to-Speech Generative AI: From Theory to Practice

Speech-to-Speech Generative AI: From Theory to Practice

Explore the world of speech-to-speech generative AI. Learn key components and practical considerations to build your applications Introduction Generative AI is one of the most transforma

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SpiderTool and CrewAI: The Ultimate Duo for Web Scraping and Data Extraction

SpiderTool and CrewAI: The Ultimate Duo for Web Scraping and Data Extraction

Ankush k Singal Introduction When it comes to web scraping and data extraction, SpiderTool and CrewAI are a match made in tech heaven. SpiderTool, know

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State of UX, we don’t need more managers, prototyping with data

State of UX, we don’t need more managers, prototyping with data

Weekly curated resources for designers — thinkers and makers. The change we’re discussing here is not a revolution, just an evolution. It’s simply a change in how many roles will be needed

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Step by Step Midjourney Prompts Generation using ChatGPT 4o’s Vision Analysis

Step by Step Midjourney Prompts Generation using ChatGPT 4o’s Vision Analysis

You know that feeling when you’re trying to create the perfect Midjourney prompt, but the words just don’t capture what’s in your mind? I’ve been there too. After countless hours of experimentat

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Synthetic Data Generation with Language Models: A Practical Guide

Synthetic Data Generation with Language Models: A Practical Guide

In the evolving landscape of artificial intelligence, data remains the fuel that powers innovation. But what happens when acquiring real-world data becomes challenging, expensive, or even impos

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Taming the Tool Chaos: The Generative AI Agents & Tool Registry

Taming the Tool Chaos: The Generative AI Agents & Tool Registry

A practical guide to managing Tools for Generative AI Agents Overview Generative AI agents, which actively interact with their environment to achieve goals, rely heavily on tools. As

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Teaching AI to Think Like A 6ᵗʰ Grader and Learn like a Child

Teaching AI to Think Like A 6ᵗʰ Grader and Learn like a Child

Why We Have to Let AI Have Its Playground Back — Imagination, Chaos, and a Little Bit of Magic If you ask a 6ᵗʰ grader how they would solve a global problem like climate change, chances are y

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Testing OpenAI’s o1 Models: A Look at Chain-of-Thought Prompting for Journalism Tasks

Testing OpenAI’s o1 Models: A Look at Chain-of-Thought Prompting for Journalism Tasks

New LLMs are touted as smarter problem-solvers — but how do they fare in real-world journalistic tasks like data visualization and headline selection? Last month, OpenAI released two new la

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The 6 Best LLM Tools To Run Models Locally

The 6 Best LLM Tools To Run Models Locally

Running large language models (LLMs) like ChatGPT and Claude usually involves sending data to servers managed by [OpenAI](https://openai.

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The AI Tool That Cuts Your Docker Container Sizes by 80%

The AI Tool That Cuts Your Docker Container Sizes by 80%

How Docker Shrink Optimizes Containers and Saves You Time and Money In the modern paradigm where containerised applications dominate, handling Docker containers effectively is one of the m

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The Best Conversational AI Virtual Health Care Assistant for Aging Adults

The Best Conversational AI Virtual Health Care Assistant for Aging Adults

Looking after our health becomes even more difficult as we grow older, and this is even worse for seniors who live alone. Although managing medications, doctors visits, and overall health becomes

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The Core of Modern AI: Knowledge Graphs and Vector Databases

The Core of Modern AI: Knowledge Graphs and Vector Databases

In the rapidly evolving AI landscape, Retrieval-Augmented Generation (RAG) systems are gaining popularity for their ability to enhance traditional AI models by retrieving relevant informati

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The Focus Is Shifting From AI Agents To AI Agent Tool Use

The Focus Is Shifting From AI Agents To AI Agent Tool Use

The focus regarding AI Agents is shifting from simply developing autonomous AI Agents to enhancing the tools available to them, which directly affects their power and flexibility. The function

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The Future of ChatGPT Explained: Everything Will Change in the Next 5 Years

The Future of ChatGPT Explained: Everything Will Change in the Next 5 Years

This Could Take Artificial Intelligence Really, Really Far… OpenAI has laid out a clear vision for the evolution of ChatGPT, recently unveiling a five-step roadmap to reach what they c

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The Future of Search: How Agentic AI Powered Search Engines Work

The Future of Search: How Agentic AI Powered Search Engines Work

Tired of Google’s Wrong Answers? Learn How AI is Making Web Searches Smarter and better! Picture this: you type a question into Google and instead of getting the right answer, you end up clic

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The Great Tech Job Migration is Upon Us

The Great Tech Job Migration is Upon Us

Tech Job Watch What you need to know about how jobs are adapting to the new tech climate. November Tech Job Watch *Not a member yet? You can read for free [here](https://readm

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The Most Ambitious AI Crypto Project Ever is Here

The Most Ambitious AI Crypto Project Ever is Here

AI & Blockchains: A Match Made in Heaven, or a Scam? One of the founding fathers of modern AI wants to use the blockchain to train the world's largest open-source Large Language Model (LLM),

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The Multi-Agent Revolution in Document Intelligence: How Sema4.ai’s

The Multi-Agent Revolution in Document Intelligence: How Sema4.ai’s

This article was co-written with Sunil Govindan , who contributed insights and expertise on AI-driven document processing.Sema4.ai Document Intell

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The Quest for Production-Quality Graph RAG: Easy to Start, Hard to Finish

The Quest for Production-Quality Graph RAG: Easy to Start, Hard to Finish

Overcoming the challenges of productionizing graph RAG When I read the recent article in VentureBeat about how Glean [just secured over $260 million in its latest funding round](https://ve

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The Rapid Rise of ‘o3’: A New Turning Point in the AGI Debate

The Rapid Rise of ‘o3’: A New Turning Point in the AGI Debate

This week, the AI community has been abuzz with discussions surrounding a new frontier: OpenAI’s “o3,” a breakthrough model that has catapulted the conversation around Artificial General Int

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The Real Reason OpenAI Abandoned Next.js for Remix

The Real Reason OpenAI Abandoned Next.js for Remix

The surprising reasons behind OpenAI’s move and what it means for the future of web development Introduction to the Transition OpenAI recently caused a stir in the developer community by m

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The Rise and Evolution of RAG in 2024: A Year in Review

The Rise and Evolution of RAG in 2024: A Year in Review

As 2024 comes to a close, the development of Retrieval-Augmented Generation (RAG) has been nothing short of turbulent. Let’s take a comprehensive look back at the year’s progress from various per

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The Rise of AI-Driven UX: Balancing Automation and Human-Centered Design in 2025

The Rise of AI-Driven UX: Balancing Automation and Human-Centered Design in 2025

If there is one thing that’s altering the way we create user experience (UX) designs and conduct research in 2024, it is definitely artificial intelligence (AI). UX experts have already integrated

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The Rise of the AI Agent Product Manager and AI Agent Engineer

The Rise of the AI Agent Product Manager and AI Agent Engineer

Imagine a future where Generative AI doesn’t just respond to queries but proactively solves complex problems across every facet of business. This isn’t science fiction; it’s the rapidly approach

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The Role of Small Models in the LLM Era

The Role of Small Models in the LLM Era

A recent study extensively explored the role of Small Language Models (SLMs) in modern AI. The research provided a comprehensive analysis of SLMs, focusing on their capabilities, applicatio

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The Secret Sauce for Smarter AI: Exploring Model Context Protocol (MCP)

Generative AI models are becoming increasingly sophisticated, yet the challenge of managing context in interactions remains crucial. The Model Context Protocol (MCP) is a structured approach t

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The Top 12 Agent-based Workflow Tools

The Top 12 Agent-based Workflow Tools

Discover how to choose the right tools for automating workflows Disclosure: I use GPT search to collection facts. The entire article is drafted by me. Thank you for being a part of this jo

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The Two Secrets to Preventing ChatGPT From Ruining Your Content’s Quality

The Two Secrets to Preventing ChatGPT From Ruining Your Content’s Quality

Generative AI can be a great writing assistant — but artificial intelligence will never replace a skilled human copywriter. When writing, is our goal simply to create as much as we can at t

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The Ultimate Guide to AI Agent Frameworks: CrewAI vs LangGraph vs PhiData vs Relevance AI

The Ultimate Guide to AI Agent Frameworks: CrewAI vs LangGraph vs PhiData vs Relevance AI

The landscape of AI agent development is rapidly evolving, with several frameworks emerging to help developers and businesses build sophisticated AI solutions. In this comprehensive guide, we’ll

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Thinking of a Mac Mini or Mac Pro for Open-Source LLMs?

Thinking of a Mac Mini or Mac Pro for Open-Source LLMs?

Thinking of a Mac Mini or Mac Pro for Open-Source LLMs? Cloud VMs Let You Test, Decide, and Save. *Are you considering investing in a Mac Mini or Mac Pro to experiment with open-source Large

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Top 10 Data & AI Trends for 2025

Top 10 Data & AI Trends for 2025

Agentic AI, small data, and the search for value in the age of the unstructured data stack. According to industry experts, 2024 was destined to be a banner year for generative AI. Operatio

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Top 10 Enterprise Technology Trends in 2025: Platform Engineering and AI Agents Lead the Charge…

Top 10 Enterprise Technology Trends in 2025: Platform Engineering and AI Agents Lead the Charge…

There are three key requirements when predicting the top 10 most important enterprise software technologies for 2025:It needs to be real: Only technologies that have demonstrated their

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Top 10 Most Disruptive AI Startups in 2024

Top 10 Most Disruptive AI Startups in 2024

Imagine a world where electric aircraft fly above your head, and AI can transcribe doctor-patient conversations in real-time, making healthcare more efficient. Sounds futuristic, right? Well, th

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Top 21 Famous RAG Frameworks in 2025

Top 21 Famous RAG Frameworks in 2025

Revolutionizing AI with Advanced Retrieval-Augmented Generation Disclosure: I use GPT search. The entire article is still drafted by me.My writing style tends to be assertive and anal

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Top 25 Generative AI Terminologies You Must Know

Top 25 Generative AI Terminologies You Must Know

Master the Key Concepts to Excel in Generative AI with Clear Explanations, Real-World Applications, and In-Depth Resources Generative AI is indeed a critical technology across industries; t

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Top 5 AI Tools for iOS Developers

Top 5 AI Tools for iOS Developers

To improve your workflow speed & efficiency While there are a lot of big AI talks, I want to get you back on earth. Whether you’re already using AI-assisted tools for coding or you feel like

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Top 5 MCP Servers to Automate Daily Tasks and Workflows with Prompts

Top 5 MCP Servers to Automate Daily Tasks and Workflows with Prompts

Since Anthropic introduced the Model Context Protocol (MCP) into Claude, it has revolutionized the way we automate repetitive tasks. From file management to social media workflows, **MCP serve

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Top 7 AI Website Builder Tools in 2025

Top 7 AI Website Builder Tools in 2025

Creating a website has never been easier, right? I know, it seems like everything in 2025 can be done in a few clicks! But let me tell you, even though it’s simpler, being a designer still c

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Top 8 Leading AI Use Cases Revolutionizing Business in 2025

Top 8 Leading AI Use Cases Revolutionizing Business in 2025

Explore key AI applications driving business success. Artificial Intelligence (AI) is increasingly shaping the future of business, with its influence expanding across industries. In 2025, AI

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Top AI and Tech Trends to Watch in 2025

Top AI and Tech Trends to Watch in 2025

Welcome to 2025, a year that promises to redefine how we think about technology. Artificial intelligence (AI) has moved from a trendy topic to an invisible force driving everything from personal

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Towards Intelligent Autonomous Research Agents Using Pydantic AI

Towards Intelligent Autonomous Research Agents Using Pydantic AI

In an era where the pace of technological advancement demands constant learning and adaptability, having an intelligent assistant to shoulder the burden of research is not just a luxury — it’s b

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Traditional vs. Generative AI for Sentiment Classification

Traditional vs. Generative AI for Sentiment Classification

5 ways to classify text (even without train data) Introduction This article focuses on the sentiment analysis of product reviews from the [Flipkart Customer Review dataset](https:

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Transform Any Document into AI-Ready Markdown: Microsoft’s MarkItDown + Azure OpenAI Guide

Transform Any Document into AI-Ready Markdown: Microsoft’s MarkItDown + Azure OpenAI Guide

A developer’s hands-on guide to converting PDFs, Office files, and images into clean Markdown using Microsoft’s latest open-source tool with Azure OpenAI integration Microsoft’s MarkItDo

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Transforming Data into Solutions: Building a Smart App with Python and AI

Transforming Data into Solutions: Building a Smart App with Python and AI

Some financial analysts worry that artificial intelligence may not justify the massive investments being made in the field. While I understand their concerns, I see things differently. I’m neither

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Unified Memory Across ChatGPT, Claude, Perplexity

Unified Memory Across ChatGPT, Claude, Perplexity

You’ll definitely love this one, especially if you’re already locked in with Claude, ChatGPT and Perplexity. Interacting with different AI assistants can sometimes feel a bit disjointed. You have t

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Unlocking AI’s Potential: The Power of Chain of Thought Prompting

Unlocking AI’s Potential: The Power of Chain of Thought Prompting

The AI That Thinks Like a Human Have you ever been amazed by how ChatGPT can give lightning-fast responses but felt disappointed that the answers sometimes seem shallow or incomplete? You mi

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Unlocking Complex AI Tasks: Multi-Step Agents with Gemini 2.0, LangGraph, and Grounded Responses

Unlocking Complex AI Tasks: Multi-Step Agents with Gemini 2.0, LangGraph, and Grounded Responses

How do you build AI that not only understands complex requests but also executes the necessary steps to fulfill them? This article explores a powerful solution: multi-step AI agents powered by

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Unlocking Mixture-of-Experts (MoE) LLM : Your MoE model can be embedding model for free

Unlocking Mixture-of-Experts (MoE) LLM : Your MoE model can be embedding model for free

Mixture-of-experts (MoE) LLM can be used as an embedding model for free. I recently found an interesting paper titled “Your Mixture-of-Experts LLM is Secretly an Embedding Model for Free.”

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Unlocking PDFs for RAG with Markdown and Gemini

Unlocking PDFs for RAG with Markdown and Gemini

It’s safe to say that Retrieval Augmented Generation (RAG) has changed the world for many businesses and organizations. By supplementing the built-in capabilities that an LLM like [Gemini](http

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Use Gemini 2.0 to Build a Realtime Chat App with Multimodal Live API

Use Gemini 2.0 to Build a Realtime Chat App with Multimodal Live API

Gemini Development Tutorial Google launched Gemini 2.0 with the preview model Gemini 2.0 Flash Experimental, and you must have learned about it from videos and articles. This model has g

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Using agents to breathe life into NPCs | by MichaelT Shomsky | Dec, 2024 | Medium

Using agents to breathe life into NPCs | by MichaelT Shomsky | Dec, 2024 | Medium

OutlineSimulating 2d societies Create a 2d top down platformer Setup non playable characters that maintain a personal history Begin a framework to allow NPCs to conduct themselves in

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Using agents to breathe life into NPCs using CrewAI

Using agents to breathe life into NPCs using CrewAI

OutlineUse CrewAI to filter conversation and allow NPCs to choose tasks CrewAI agents Game Code and Datafiles Github Repo Outcomes/ConclusionsBackground Previously I discuss

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Using agents to breathe life into NPCs using CrewAI — Initial Conversation Analysis

Using agents to breathe life into NPCs using CrewAI — Initial Conversation Analysis

Conversation Analysis using output from: Using Agents to Breathe life into NPCs using CrewAI *Analysis

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Using Llama 3 for Building AI Agents

Using Llama 3 for Building AI Agents

Comprehensive guide to building AI Agents with Llama 3 function calling capabilities. Introduction Imagine you want to buy something. You visit an e-commerce website and use the sea

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Vertical AI Agents: The Next $300 Billion Disruption in Tech

Vertical AI Agents: The Next $300 Billion Disruption in Tech

Imagine a world where entire business functions are managed by AI agents — no human intervention required. Sounds like science fiction? It’s closer than you think. Over the past two decades, we’

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Visualize your RAG Data — Evaluate your  Retrieval-Augmented Generation System with Ragas

Visualize your RAG Data — Evaluate your Retrieval-Augmented Generation System with Ragas

How to use UMAP dimensionality reduction for Embeddings to show multiple evaluation Questions and their relationships to source documents with Ragas, OpenAI, Langchain and ChromaDB Retrieval

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What are AI Agents: From Virtual Assistants to Intelligent Decision-Makers

What are AI Agents: From Virtual Assistants to Intelligent Decision-Makers

A Ground-Up Guide to Understanding AI Agents The recent shift from LLM-powered chatbots to what the field now defines as agentic systems or agentic AI can be summarized with a good old s

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What Are AI Agents? Your Step-by-Step Guide to Build Your Own.

What Are AI Agents? Your Step-by-Step Guide to Build Your Own.

The next big thing? Gartner believes AI agents are the future. OpenAI, Nvidia and Microsoft are betting on it — as are companies such as Salesforce, which have so far been rather inconspicuous

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What Content Creators Must Know About Using AI for SEO in 2025

What Content Creators Must Know About Using AI for SEO in 2025

Insights and upcoming trends from an SEO expert. As we approach the end of 2024, let’s take a moment to think about the huge shifts we’ve seen in AI and SEO this year. Remember the [big n

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What GenAI topics you should focus in 2025 ?

What GenAI topics you should focus in 2025 ?

GenAI Trends for this year It’s already a few days in 2025 and the Generative AI storm looks unstoppable. We had quite some blast in 2024 with LLMs, Frameworks, mechanisms, etc releasing a

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What’s new with Claude Sonnet 3.5 & Claude 3.5 Haiku?

What’s new with Claude Sonnet 3.5 & Claude 3.5 Haiku?

First off, what is Claude? Claude is a language model created by Anthropic and it’s designed to help with tasks like answering quest

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Which AI Agent framework should i use? (CrewAI, Langgraph, Majestic-one and pure code)

Which AI Agent framework should i use? (CrewAI, Langgraph, Majestic-one and pure code)

With the advancement of large language models, it is now possible for artificial intelligence models to reason through a problem. At the start, we believed that the models would not be able to acc

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Which AI agent framework to use?Dify? LangChain? AutoGen? 9 Top used framework explained!

Which AI agent framework to use?Dify? LangChain? AutoGen? 9 Top used framework explained!

Developing AI agents involves selecting the right framework to match your project’s requirements, whether they are basic tasks, secondary development, or enterprise-level integrations. This guide

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Why AI Agents are Good Software

Why AI Agents are Good Software

Why (well designed) Agentic Systems Work as Well as they do A month or so ago, [I did the following article on how Agentic AI could enforce better software design principles for AI systems.]

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Why embedding matters when building a non-English RAG system — Multilingual embeddings

Why embedding matters when building a non-English RAG system — Multilingual embeddings

Why Embeddings are Key Embeddings are a cornerstone of modern generative AI, silently driving the functionality of many systems we interact with daily. At their simplest, embeddings are **num

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Is Claude MCP the beginning of a true Agentic Era?

Is Claude MCP the beginning of a true Agentic Era?

We’ve been hearing a lot about AI agents lately, and I’ve been putting many of them to the test. The excitement really began a few years back with tools like AutoGPT and CrewAI. While thei

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Is Claude MCP the beginning of a true Agentic Era? Part 2

Is Claude MCP the beginning of a true Agentic Era? Part 2

In a previous blog post, I talked about MCP and how it can make Claude not just a chatbot, but a really powerful assistant that can interact with your local applications such as file systems, Goog

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Wren AI Text-to-SQL: API — the good stuff | by D | Medium

Wren AI Text-to-SQL: API — the good stuff | by D | Medium

Wren AI is an AI pipeline application that translates natural language user queries to SQL also known as Text-to-SQL (also known as Natural Language to SQL or NL2SQL), so you can chat wi

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Your Ultimate Roadmap to Becoming an AI Engineer in 2025

Your Ultimate Roadmap to Becoming an AI Engineer in 2025

Introduction: Riding the AI Wave The world is experiencing an AI gold rush, with companies like Google, Tesla, and Amazon investing billions into artificial intelligence. For those with amb

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Anthropic: Claude 3.5 Haiku (2024-10-22)

Anthropic: Claude 3.5 Haiku (2024-10-22)

Claude 3.5 Haiku features enhancements across all skill sets including coding, tool use, and reasoning. As the fastest model in the Anthropic lineup, it offers rapid response times suit

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Google: Gemini Experimental 1121 (free)

Google: Gemini Experimental 1121 (free)

Experimental release (November 21st, 2024) of Gemini.

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Google: Gemma 2 9B (free)

Google: Gemma 2 9B (free)

Gemma 2 9B by Google is an advanced, open-source language model that sets a new standard for efficiency and performance in its size class. Designed for a wide variety of tasks, it empo

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Inflatebot: Mag Mell R1 12B

Inflatebot: Mag Mell R1 12B

Mag Mell is a merge of pre-trained language models created using mergekit, based on Mistral Nemo. It is a great roleplay and storytelling model which combines the best part

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Google: LearnLM 1.5 Pro Experimental (free)

Google: LearnLM 1.5 Pro Experimental (free)

An experimental version of Gemini 1.5 Pro from Google.

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Meta: Llama 3.1 70B Instruct (free)

Meta: Llama 3.1 70B Instruct (free)

Meta's latest class of model (Llama 3.1) launched with a variety of sizes & flavors. This 70B instruct-tuned version is optimized for high quality dialogue usecases. It has demonstrate

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Meta: Llama 3.2 3B Instruct (free)

Meta: Llama 3.2 3B Instruct (free)

Llama 3.2 3B is a 3-billion-parameter multilingual large language model, optimized for advanced natural language processing tasks like dialogue generation, reasoning, and summarization.

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Meta: Llama 3.2 90B Vision Instruct (free)

Meta: Llama 3.2 90B Vision Instruct (free)

The Llama 90B Vision model is a top-tier, 90-billion-parameter multimodal model designed for the most challenging visual reasoning and language tasks. It offers unparalleled accuracy in

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MiniMax: MiniMax-01

MiniMax: MiniMax-01

MiniMax-01 is a combines MiniMax-Text-01 for text generation and MiniMax-VL-01 for image understanding. It has 456 billion parameters, with 45.9 billion parameters activated per inference, and can ha

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Mistral: Mistral 7B Instruct (free)

Mistral: Mistral 7B Instruct (free)

A high-performing, industry-standard 7.3B parameter model, with optimizations for speed and context length. *Mistral 7B Instruct has multiple version variants, and this is intended to

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Mistral Large 2411

Mistral Large 2411

Mistral Large 2 2411 is an update of Mistral Large 2 released together with Pixtral Large 2411 It is fluent in English, Fren

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OpenChat 3.5 7B (free)

OpenChat 3.5 7B (free)

OpenChat 7B is a library of open-source language models, fine-tuned with "C-RLFT (Conditioned Reinforcement Learning Fine-Tuning)" - a strategy inspired by offline reinforcement learnin

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Phi-3 Medium 128K Instruct (free)

Phi-3 Medium 128K Instruct (free)

Phi-3 128K Medium is a powerful 14-billion parameter model designed for advanced language understanding, reasoning, and instruction following. Optimized through supervised fine-tuning a

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Phi-3 Mini 128K Instruct (free)

Phi-3 Mini 128K Instruct (free)

Phi-3 Mini is a powerful 3.8B parameter model designed for advanced language understanding, reasoning, and instruction following. Optimized through supervised fine-tuning and preference

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Qwen 2 7B Instruct (free)

Qwen 2 7B Instruct (free)

Qwen2 7B is a transformer-based model that excels in language understanding, multilingual capabilities, coding, mathematics, and reasoning. It features SwiGLU activation, attention QKV

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Llama 3 Euryale 70B v2.1

Llama 3 Euryale 70B v2.1

Euryale 70B v2.1 is a model focused on creative roleplay from Sao10k.Better prompt adherence. Better anatomy / spatial awareness. Adapts much better to unique and

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Sao10K: Llama 3 8B Lunaris

Sao10K: Llama 3 8B Lunaris

Lunaris 8B is a versatile generalist and roleplaying model based on Llama 3. It's a strategic merge of multiple models, designed to balance creativity with improved logic and general knowledge. Crea

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Llama 3.1 Euryale 70B v2.2

Llama 3.1 Euryale 70B v2.2

Euryale L3.1 70B v2.2 is a model focused on creative roleplay from Sao10k. It is the successor of Euryale L3 70B v2.1.

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Sao10K: Llama 3.3 Euryale 70B

Sao10K: Llama 3.3 Euryale 70B

Euryale L3.3 70B is a model focused on creative roleplay from Sao10k. It is the successor of Euryale L3 70B v2.2.

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Toppy M 7B (free)

Toppy M 7B (free)

A wild 7B parameter model that merges several models using the new task_arithmetic merge method from mergekit. List of merged models:NousResearch/Nous-Capybara-7B-V1.9 [HuggingFace

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