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Image by Author   # Introduction  Did you know that a large portion of valuable information still exists in unstructured text? For example, research papers, clinical notes, financial reports, etc. Extracting reliable and structured information from these texts has always been a challenge. LangExtract is an open-source Python library (released by Google) that solves this problem using large language models (LLMs). You can define what to extract via simple prompts and a few examples, and then it uses LLMs (like Google’s Gemini, OpenAI, or local models) to pull out that information from documents of any length. Another thing that makes it…

Most AI voice tools sound good on a demo and fall apart the moment a real customer picks up the phone. They miss context. They freeze on unpredictable questions. And even when the voice sounds human, the experience definitely doesn’t. That’s the gap Vapi fills. It blends natural speech, context-aware intelligence, and live call handling so your AI agent doesn’t just talk: it thinks, responds, and actually gets work done. In this blog, we will dive into why Vapi stands out and guides you through creating a voice agent for a real-world course inquiry, showcasing how seamless and smart automated…

They say music unites people. But who would have thought that this time, the lyrics that connected listeners were actually written by racist artificial intelligence?  Read on for the full story, alongside other AI news like stress-reducing rings and a robot that can understand your needs. It’s all in the latest edition of InsideAI…   Let’s go! AI Rapper Loses Contract Through Racism Capital Records recently signed a contract with FN Meka: an ‘AI rapper’ built in 2019 by the music label Factory News. However, the adventure didn’t last long. The label recently had to terminate FN Meka’s contract. Why so?…

Image by Author   # Introduction  Keeping up with data science is not always easy. Every day there are new libraries, papers, datasets, and tools, and I can’t remember them all. I found that just following newsletters or threads doesn’t really work. What helps more is having a few go-to resources ready. For me, it’s like a small hub where I keep research, coding stuff, datasets, visualizations, and quick references all in one place. After trying a bunch of things, I now have 10 bookmarks I use all the time. They help me stay focused, save time, and know what’s happening.…

Model Context Protocol (MCP) is quickly developing as a foundation for contextualizing and exchanging information among models. The future of AI is headed towards distributed multi-agent interaction and inference, and these initiatives of using MCP, are the first to create resource-efficient, sharing, and contextually relevant AI applications. In this article, we will explore MCP projects that all AI engineers should learn from or try experimenting with.  Here are the MCP projects that you could experiment with to hone your skills: 1. Multi-Agent Deep Researcher The Multi-Agent Deep Researcher project represents an amazing MCP-compliant research assistant that combines CrewAI for orchestration,…

The run-up to Christmas is always full of events in the artificial intelligence industry. We’ve curated a list of the most interesting ones, so you won’t waste time trawling hundreds of websites. We’ve even split the list into three sections — each dedicated to a different month: October, November, and December. Even better, the events are in chronological order, so you can fill up your calendar as you go. If you’re looking for the best AI event of 2022, you’re in the right place. Let’s get stuck in! AI Events To Attend In October   1. Digital Transformation Week Date: October…

Large Language Model application outputs can be unpredictable and tough to evaluate. As a LangChain developer, you might already be creating sophisticated chains and agents, but to make them run reliably, you need great evaluation and debugging tools. LangSmith is a product created by the LangChain team to address this requirement. In this tutorial-style guide, we’ll explore how LangSmith integrates with LangChain to trace and evaluate LLM applications, using practical examples from the official LangSmith Cookbook. We’ll cover how to enable tracing, create evaluation datasets, log feedback, run automated evaluations, and interpret the results. Along the way, we’ll compare LangSmith’s…

It shouldn’t come as a surprise to hear that Hollywood loves AI. Several of the world’s most iconic movies touch on AI in some way, with C3PO of Star Wars fame being one of the best-known examples (BTW — we’ve published an article on the top AI movies of all time, so if you’re looking for your next blockbuster, give it a read after this). Until now, AI has mostly been on the good side of power, but recently, our favorite enterprise made a decision that slightly alters this picture. Sound intriguing?  You best keep reading! AI Joins The Dark…

A host of AI tools out there have changed the way people work. Being an author, I can confirm that writers are no different. While writing with AI is still a controversial subject for most, the fact remains that AI can be a massive help to writers. How? Well, if you’ve ever written a piece worth reading, you know the struggle of writer’s block is real. Whether it be an absence of ideas, doubts on your writing’s structure, or simply the lack of information, AI can quickly become your go-to aid for all such writing struggles. With that in mind,…

These days, companies compete to create the most innovative solutions, products, and offers possible, hoping to win new customers. But are they based on ideas alone? Or actual user needs? As it turns out, it looks like the former because research shows that 56% of consumers believe businesses need a deeper understanding of what they want. This is where sentiment analysis can help.  Sentiment analysis enables businesses to better understand the needs, desires, and emotions of current and future customers. And in this article, we’ll walk you through how to use it in business, and what benefits it can bring. …