Browsing: Business & Startups

Image by Author   # Introduction  When we work with data scientists preparing for interviews, we see this constantly: prompt in, response out, move on. No one ever reviews anything, and no one ever thinks about why. What about the companies shipping the most innovative projects? They have found a new way to collaborate. They have developed environments in which people and AI collaborate on decisions. AI generates options, surfaces patterns, and flags what needs attention. It shows its work so you can verify. Humans review, add context, and make the final call. Neither party simply gives orders to the other.…

We have come far in our series of Excel 101, exploring various functions and formulas of the service and how best to use them in real-world scenarios. For those who are new to this, make sure to check out the complete list of Excel functions that we have covered so far in the links shared below. As for this iteration, we shall focus on one of the most recent features that Microsoft has introduced within Excel, and one that comes with the advent of AI – Excel Agent Mode. The name itself is pretty self-explanatory for many – the use…

Image by Editor   # Introduction  There’s no denying that agentic AI is moving fast. A year ago, most teams were still figuring out retrieval-augmented generation (RAG) pipelines and basic large language model (LLM) wrappers. Now there is multi-agent orchestration, tool-calling, memory management, and autonomous task execution being shipped into production systems. The problem? Most content online is fragmented, outdated, or written by someone who has never actually deployed anything. Books still win when you need depth and coherence. These five are the ones worth your time in 2026 if you are building systems where models don’t just respond, they act.…

Image by Author   # Introduction  You open a project, run a Claude-powered tool, and suddenly, there is a new folder sitting in your directory named .claude. You did not create it. It was not there before. And if you are like most developers, your first instinct is to wonder if it is safe to delete. The .claude folder is created by tools that integrate with Claude to store local state. It keeps track of how the model behaves inside your project. That includes configuration, cached data, task definitions, and sometimes context that helps the system stay consistent across runs. At…

Google, my favourite tech firm for reasons exactly as this one, has done it once again. It has got the worldwide community of developers supercharged with one new product. This one is called Gemma 4. What’s the hype? Well, a completely open-source model that competes with AI models 20 times its size. And this one isn’t just your regular AI chatbot. It has been custom-built for advanced reasoning and agentic workflows. Meaning, AI handles your entire tasks, on your system, even without the need for the internet. Your personal LLM, if you will. Of course, that was enough to get…

Image by Editor   # Introduction  2026 is, with little doubt, the year of autonomous, agentic AI systems. We are witnessing an unprecedented shift from purely reactive chatbots to proactive AI agents with reasoning capabilities — typically integrated with large language models (LLMs) or retrieval-augmented generation (RAG) systems. This transition is causing the cybersecurity landscape to cross a critical point of no return. The reason is simple: AI agents do not just answer questions — they act. They do so as a result of planning and reasoning independently. The execution of actions such as mass-sending emails, manipulating databases, and interacting with…

Z.ai is out with its next-generation flagship AI model and has named it GLM-5.1. With its combination of extensive model size, operational efficiency, and superior reasoning functions, the model represents a major step forward in large language models. The system improves upon previous GLM models by introducing an advanced Mixture-of-Experts framework, which enables it to perform intricate multi-step operations faster, with more precise results. GLM-5.1 is also powerful because of its support for the development of agent-based systems that require advanced reasoning capabilities. The model even presents new features that enhance both coding capabilities and long-context understanding. All of this…

Image by Editor   # Introduction  Small businesses can easily find themselves in difficult positions regarding data infrastructure. They face the same needs as larger enterprises, from consolidating customer data, to automating repetitive workflows, to generating actionable business intelligence, and beyond. What they lack, however, are the enterprise budgets required to pay for expensive, managed SaaS solutions and data warehouses. This can result in fragmented data silos, where each department uses disjointed tools that refuse to communicate, stifling growth and obscuring operational realities. The contemporary go-to solution for lean engineering teams is self-hosting with Docker. Containerization has fundamentally changed deployment strategies,…

Topic modeling uncovers hidden themes in large document collections. Traditional methods like Latent Dirichlet Allocation rely on word frequency and treat text as bags of words, often missing deeper context and meaning. BERTopic takes a different route, combining transformer embeddings, clustering, and c-TF-IDF to capture semantic relationships between documents. It produces more meaningful, context-aware topics suited for real-world data. In this article, we break down how BERTopic works and how you can apply it step by step. What is BERTopic?  BERTopic is a modular topic modeling framework that treats topic discovery as a pipeline of independent but connected steps. It…

Image by Editor   # Introduction  Most people who downloaded Antigravity ran one agent to scaffold an app, watched Gemini 3 do its thing, and immediately started thinking about all the code they’d never have to write again. Totally understandable. But Antigravity is sitting on a stack of capabilities, many of which have very little to do with writing functions. It’s got a browser that sees and navigates your screen, a memory system that actually persists across sessions, and an agent framework that can juggle multiple tasks simultaneously. Once you clock that, the use cases get a lot more interesting than…