Browsing: Business & Startups

If you’ve spent the last year jumping between tabs, you’ve felt it. The gap between ChatGPT vs Claude isn’t about benchmarks anymore, it’s about identity. We are no longer choosing between “smart” and “smarter.” We are choosing between a multimodal powerhouse and a faithful reasoning engine. This leaves users choosing between two very different product philosophies: OpenAI’s tool-rich, multimodal ecosystem vs Anthropic’s more reasoning-focused, safety-conscious approach. This article will help you make that choice. The real difference isn’t what these models can do. It’s where they start breaking. ChatGPT: The Old Guard ChatGPT’s influence in the AI ecosystem can’t be…

Image by Author   # Introduction  When you solve enough interview-style data problems, you start noticing a funny effect: the dataset “shape” quietly dictates your coding style. A time-series table nudges you toward window functions. A star schema pushes you into JOIN chains and GROUP BY. A pandas task with two DataFrames almost begs for .merge() and isin(). This article makes that intuition measurable. Using a set of representative SQL and pandas problems, we will identify basic code-structure traits (common table expression (CTE) utilization, the frequency of window functions, common pandas techniques) and illustrate which elements prevail and the reasons behind…

Building with AI today can feel messy. You might use one API for text, another for images, and a different one for something else. Every model comes with its own setup, API key, and billing. This slows you down and makes things harder than they need to be. What if you could use all these models through one simple API. That’s where OpenRouter helps. It gives you one place to access models from providers like OpenAI, Google, Anthropic and more. In this guide, you will learn how to use OpenRouter step by step, from your first API call to building…

Image by Editor   # Introduction  LangChain, one of today’s leading frameworks for building and orchestrating artificial intelligence (AI) applications based on large language models (LLMs) and agent engineering, recently released the State of Agent Engineering report, in which 1,300 professionals of diverse roles and business backgrounds were surveyed to uncover the current state of this notable AI trend. This article selects some top picks and insights from the report and elaborates on them in a tone accessible to a wider audience, uncovering some of the key terms and jargon related to AI agents. You can also find more about the…

Image by Editor   # Introduction  If you follow artificial intelligence communities on LinkedIn, Reddit, or X, you have likely seen developers discussing OpenClaw. The excitement is significant. Unlike typical chatbots, this tool can actually perform tasks on your computer. Users are utilizing it to automate workflows, manage files, send emails, and even control application programming interfaces (APIs). The project began as Clawdbot, later became Moltbot, and now operates as OpenClaw. It represents a new era of artificial intelligence: agents that can execute tasks for you instead of merely discussing them. In this article, I am going to break down what…

In our previous article of the Excel 101 series, we learnt all there is about conditional logic and operators in Excel. These operators help massively in functions like IF, AND, OR, etc. However, there is another family of functions that is used massively by Excel users and largely makes use of these operators to yield results. This is exactly the set of functions we shall learn in this article. To name them, these functions are the COUNT, COUNTIF, and all the related formulas. To give you a glimpse of how these functions work, think of a task where you may…

Image by Editor   # Introduction  The artificial intelligence (AI) landscape is crowded with ambitious startups, each promising to revolutionize their respective industries. But beneath the glossy pitch decks and bold projections lies a more complex reality that experienced mentors see every day. Understanding the gap between startup aspirations and practical execution reveals important lessons about building sustainable AI companies. Salil Darji brings a unique perspective to this conversation. With a background spanning technology strategy consulting at IBM, product management roles across multiple industries, and several years mentoring AI startups through organizations like C10 Labs, he has witnessed both the promise…

Struggling to make AI systems reliable and consistent? Many teams face the same problem. A powerful LLM gives great results, but a cheaper model often fails on the same task. This makes production systems hard to scale. Harness engineering offers a solution. Instead of changing the model, you build a system around it. You use prompts, tools, middleware, and evaluation to guide the model toward reliable outputs. In this article, I have built a reliable AI coding agent using LangChain’s DeepAgents and LangSmith. We also test its performance using standard benchmarks. What is Harness Engineering? Harness engineering focuses on building…

Sponsored Content      Gartner’s new insights, “5 Critical Shifts D&A Leaders Must Make to Drive Analytics and AI Success,” delivers essential, evidence-based guidance for Chief Data & Analytics Officers, data leaders and anyone responsible for moving analytics and AI from promise to business value.   What You’ll Discover:   The five must-make shifts: Learn the pivotal changes D&A leaders need to drive real analytics and AI results—before it’s too late. From risk to trust: Find out how to move your organization from AI skepticism to a foundation of trust that accelerates adoption and value. Business-first mindset: See why treating…

For different learning styles, goals, and comfort levels, finding a course that matches how you learn is HARD. Some people need visuals. While others wanna jump straight into code. Some need structure, others need flexibility. And many learners just want proof of effort at the end in the form of a certificate. This list is built with that in mind. A list of free ML courses, each for a different type of learner, so you can stop forcing yourself into the wrong format and start learning in a way that works for you. From the classroom lover to the hermit, this article got everyone covered. …