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Machine learning

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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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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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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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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Mini MiniCPM-o 2.6: The 8B Parameter Multimodal LLM Beating GPT-4o

Mini MiniCPM-o 2.6: The 8B Parameter Multimodal LLM Beating GPT-4o

In a groundbreaking development, Mini CPM-o has taken the world of multimodal large language models (LLMs) by storm. With its 8-billion parameter architecture, it not only outperforms GPT-4o on

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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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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 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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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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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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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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AI Agents, Agentic AI, and Autonomous AI: Are They the Same?

AI Agents, Agentic AI, and Autonomous AI: Are They the Same?

A few weeks ago, I published an article titled [“AI Agents vs Agentic AI: What’s the Difference and Why Does It Matter?”](https://readmedium.com/ai-agents-vs-agentic-ai-whats-the-difference-

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Personalizing UX for Agentic AI

Personalizing UX for Agentic AI

Fine-tuning AI Agents based on User personas for Enterprise Use-cases 1. Introduction The discussion around ChatGPT (in general, Generative AI), has now evolved into Agentic AI. Whil

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A Developer’s Roadmap to Getting Started with AI in 2025

A Developer’s Roadmap to Getting Started with AI in 2025

In my last article, I wrote about a learning path of AI for beginners, in an attempt to demystify its tools and applications for day-to-day tasks. This time, we’re taking a sharp left, so to

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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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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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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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My GPT-evaluator got 1000% better with this simple trick.

My GPT-evaluator got 1000% better with this simple trick.

I wish I had known this trick sooner. All my articles are free to read. [Non-members can read for free by clicking this link.](https://readmedium.com/my-gpt-evaluator-performance-impr

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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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Agentic Orchestration in Modular AI: Designing Systems That Evolve

Agentic Orchestration in Modular AI: Designing Systems That Evolve

While headlines spotlight ever-larger language models and computational breakthroughs, a quieter evolution is shaping how we architect AI systems. This shift isn’t about size — it’s about sympho

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Agentic AI financial analysis with Autogen: what is better Bitcoin or Tesla?

Agentic AI financial analysis with Autogen: what is better Bitcoin or Tesla?

Have you ever wondered which is a better investment — NVidia or Tesla? But what if you are too lazy to do the analysis yourself or don’t even know how to begin? A serious problem, I know. How a

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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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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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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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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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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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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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AI Agents Simplified: How AI Agents Answer Questions Using Domain Knowledge

AI Agents Simplified: How AI Agents Answer Questions Using Domain Knowledge

Demystify how enterprise AI agents are tailored to answer client questions using domain knowledge and strictly confine answers to domain knowledge. Background Have you ever wondered w

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

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

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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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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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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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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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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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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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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A Practical Guide: Fine-Tuning Large Language Models with HuggingFace

A Practical Guide: Fine-Tuning Large Language Models with HuggingFace

Co-authors: Srijith Rajamohan, Ahmed Salhin, Todd Cook, Josh Frazier Every new announcement of Large Language Models (LLMs) tends to push performance to new heights, often [surpassing the pr

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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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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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Phi-4: Microsoft’s Newest Small Language Model Specializing in Complex Reasoning

Phi-4: Microsoft’s Newest Small Language Model Specializing in Complex Reasoning

Phi-4: A Compact Powerhouse Redefining AI Reasoning for Real-World Applications Microsoft’s Phi-4 represents a remarkable advancement in the realm of small language models, excelling in

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Exploring DeepSeek Version 3: A Technical Overview

Exploring DeepSeek Version 3: A Technical Overview

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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Mastering CrewAI: Chapter 6 — Memory Basics | by Okan Yenigün | Jan, 2025 | Medium

Mastering CrewAI: Chapter 6 — Memory Basics | by Okan Yenigün | Jan, 2025 | Medium

Memory Types in CrewAI In CrewAI, the memory system enhances AI agents by enabling them to remember, reason, and learn from past interactions. Previous Chapter: This system comprises sev

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Mastering CrewAI: Chapter 5— Train, Test, Replay & Plan | by Okan Yenigün | Jan, 2025 | Artificial Intelligence in Plain English

Mastering CrewAI: Chapter 5— Train, Test, Replay & Plan | by Okan Yenigün | Jan, 2025 | Artificial Intelligence in Plain English

Train, Test, Replay & Plan In this chapter, we will explore the training, testing, replaying, and planning features of CrewAI. Previous Chapter: Let’s create a new project for this post

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Mastering CrewAI: Chapter 4 — Processes | by Okan Yenigün | Jan, 2025 | Medium

Mastering CrewAI: Chapter 4 — Processes | by Okan Yenigün | Jan, 2025 | Medium

Sequential & Hierarchical Processes In CrewAI, the concept of processes is integral to managing how AI agents collaborate and execute tasks. Previous Chapter: A process defines

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

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

(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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Mastering CrewAI: Chapter 3— Knowledge

Mastering CrewAI: Chapter 3— Knowledge

Knowledge — CrewAI In CrewAI, “knowledge” is the system that allows AI agents to access and utilize external information sources during their tasks. We can think of it as giving our agents

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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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Quickest Way to Learn AI in 2025

Quickest Way to Learn AI in 2025

Why go long when short works? This blog is here to guide you on a clear, shortcut path to getting started in the AI world, while also let you explore the new AI products at the same time, to

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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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Mastering CrewAI: A Comprehensive Guide to Automating Content Creation and Marketing Workflows with Multi-Agent Systems | by Kshitij Kutumbe | Medium

Mastering CrewAI: A Comprehensive Guide to Automating Content Creation and Marketing Workflows with Multi-Agent Systems | by Kshitij Kutumbe | Medium

CrewAI is an advanced framework designed to orchestrate autonomous agents in a cohesive and efficient manner. By leveraging role-based agents, tasks, and tools, CrewAI allows developers to auto

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Multi-Agent AI Mastery: Building Content Writing AI System with CrewAI | by Kshitij Kutumbe | Medium

Multi-Agent AI Mastery: Building Content Writing AI System with CrewAI | by Kshitij Kutumbe | Medium

In the realm of AI and language models, a multi-agent system involves several independent actors, each powered by language models, collaborating in a structured manner. In this blog, we will de

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OpenAI’s Swarm (Part 1): A Short Reference Implementation

OpenAI’s Swarm (Part 1): A Short Reference Implementation

A short code reference to build upon. Word Count: 1350 | Estimated Reading Time: 8 minutes Table of Contents[Introduction: The Challenge of Multi-Agent Systems](https://mark

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AI Crypto Trading Bot: Automate Your Trading Today | by Trade Aria | Dec, 2024 | Medium

AI Crypto Trading Bot: Automate Your Trading Today | by Trade Aria | Dec, 2024 | Medium

AI-Powered Crypto Trading Automation The world of cryptocurrency trading is changing fast. [Artificial intelligence (AI)](https://tradearia.com/free-ai-crypto-trading-bot-automate-your-tra

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6 Steps to Make AI Write Your Python Code for You | by Nabil Alouani | Towards Data Science

6 Steps to Make AI Write Your Python Code for You | by Nabil Alouani | Towards Data Science

Use the INSPIRe framework to save time and gain a competitive edge (ChatGPT-4 — Claude 3 — Gemini) AI won’t replace you but someone who writes better prompts will. That’s what I tell my

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Microsoft Open Sources MarkItDown: A Game-Changing Library for File-to-Text Conversion 🌐📊📚

Microsoft Open Sources MarkItDown: A Game-Changing Library for File-to-Text Conversion 🌐📊📚

A powerful, open-source tool that simplifies file processing and automates content extraction across PDFs, Word docs, images, audio and more. 📏🎓📦Professionals often face challenges

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OpenAI o3 Model Is a Message From the Future: Update All You Think You Know About AI

OpenAI o3 Model Is a Message From the Future: Update All You Think You Know About AI

Incredible, a miracle, more than just a better state-of-the-art AI model OpenAI ended its 12-day Christmas event with a bang. On day one they launched the

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OpenAI’s o3 + Swarm + RAG Python Project: Easy AI/Chat for your Docs | by Gao Dalie (高達烈) | Dec, 2024 | Towards AI

OpenAI’s o3 + Swarm + RAG Python Project: Easy AI/Chat for your Docs | by Gao Dalie (高達烈) | Dec, 2024 | Towards AI

In this story, I have a super quick tutorial showing you how to create a multi-agent chatbot with Swarm, Rag and OpenAI’s o3 to make a powerful Agent Chatbot for your business or personal use.

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

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

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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My LLM’s outputs got 1000% better with this simple trick.

My LLM’s outputs got 1000% better with this simple trick.

I wish I had known this trick sooner. When I interned at Adobe Research (Bangalore) last summer, my job was to make open-source LLMs more aligned with the context. That means that no matte

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Agentic RAG Series: Exploring LangGraph for Advanced Workflows

Agentic RAG Series: Exploring LangGraph for Advanced Workflows

Stuck behind a paywall? Read for Free! Introduction In the previous article, we introduced the concept of Agentic RAG, highlighting how it extends the traditional Retrieval-Augme

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Building a Multi-agent Internet Research Assistant

Building a Multi-agent Internet Research Assistant

…with OpenAI Swarm & Llama 3.2 (100% local).Let’s build a multi-agent internet research assistant using OpenAI Swarm & Llama 3.2 (100% local): Hands-on tutorial to build a multi-age

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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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Llm Fine Tuning Guide: Do You Need It and How to Do It

Llm Fine Tuning Guide: Do You Need It and How to Do It

Working with LLMs, one of the most popular questions we get is about fine-tuning. Every second client asks if they should do additional training on their model. In most cases the answer is no, t

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Multi-Agent AI Architecture with Large Language Models (LLMs)

Multi-Agent AI Architecture with Large Language Models (LLMs)

End To End Multi-Agent Implementation With LLMs A multi-agent architecture consists of multiple autonomous agents collaborating to accomplish complex tasks. With the recent advancements in

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Qwen QVQ-72B: Best open-sourced Image Reasoning LLM

Qwen QVQ-72B: Best open-sourced Image Reasoning LLM

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: 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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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 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 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 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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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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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 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 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 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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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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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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MarkItDown: A Powerful and must-have Toolkit for LLMs projects, tested with OpenAI and Gemini 2.0

MarkItDown: A Powerful and must-have Toolkit for LLMs projects, tested with OpenAI and Gemini 2.0

*MarkItDown is a versatile utility developed by Microsoft that transforms various file formats into Markdown, making it an essential tool for developers working with Large Language Models (LLMs).

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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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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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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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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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5 Levels Of AI Agents (Updated)

5 Levels Of AI Agents (Updated)

𝗔𝘂𝘁𝗼𝗻𝗼𝗺𝗼𝘂𝘀 𝗔𝗜 𝗔𝗴𝗲𝗻𝘁𝘀 are AI systems capable of performing a series of complex tasks independently to achieve a goal. *The phrases AI Agents, Autonomous Agents, Agentic Ap

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AutoGen: An Agentic Open-Source Framework for Intelligent Automation

AutoGen: An Agentic Open-Source Framework for Intelligent Automation

AutoGen is an open-source framework from Microsoft for building agents that can collaborate through converstaional patterns to accomplish tasks. AutoGen streamlines AI development and research, e

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Build Smarter AI Agents with Long-Term, Persistent Memory and Atomic Agents

Build Smarter AI Agents with Long-Term, Persistent Memory and Atomic Agents

One of the most useful features in any AI assistant is undoubtedly the ability to have a persistent long-term memory. Whether the goal is to learn more about the user, adjust the AI’s b

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Deep Dive into LlamaIndex Workflow: Event-Driven LLM Architecture

Deep Dive into LlamaIndex Workflow: Event-Driven LLM Architecture

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

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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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Building a Local AI Task Planner with ClientAI and Ollama

Building a Local AI Task Planner with ClientAI and Ollama

In this tutorial, we’ll build an AI-powered task planner using ClientAI and Ollama. Our planner

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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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Outsmarting Big Data: How Small Businesses Can Compete in AI Without Mega-Datasets

Outsmarting Big Data: How Small Businesses Can Compete in AI Without Mega-Datasets

Let’s face it — when it comes to AI, it often feels like small businesses are part of a lopsided fight. The big players — Google, Meta, OpenAI — seem to monopolize the AI narrative with flashy m

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

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

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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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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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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Meta’s Llama 3.3: The Evolution of Open-Source Large Language Models

Meta’s Llama 3.3: The Evolution of Open-Source Large Language Models

Meta’s recent release of Llama 3.3 represents a milestone in the development of large language models (LLMs). It introduces improvements in scale, efficiency, and safety, while remaining open

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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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o1-preview vs. claude-3.5-sonnet: Comparing top LLMs

o1-preview vs. claude-3.5-sonnet: Comparing top LLMs

Today (Sep 12, 2024), OpenAI unveiled its latest language model, o1-preview. This advanced model is engineered to dedicate more time to processing before generating responses, enabling it to tackl

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Alibaba’s Open-Source Qwen: How It’s Revolutionizing AI and How You Can Use It

Alibaba’s Open-Source Qwen: How It’s Revolutionizing AI and How You Can Use It

Alibaba has recently made waves in the AI world by open-sourcing its Qwen 2.5 models during the 2024 Apsara Conference. With over 100 models, Qwen spans multiple modalities including language, vi

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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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