Semiconductors

India’s Growing Footprint in the Semiconductor Industry

India’s Semicon India Programme has pulled in roughly $17.3 billion in investment commitments and, as of mid-2026, has 13 approved semiconductor projects operational or under development — a real shift from policy ambition to physical fabs and packaging plants on the ground. Here’s what’s actually been built, what’s funding it, and where the strategy is …

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Automating Contact Extraction Using Python, Google Search, and OpenAI

Automating Contact Extraction Using Python, Google Search, and OpenAI

Combining Google search results, web scraping, and an LLM turns manual lead-research work — finding a company’s contact info one search at a time — into a repeatable script. Here’s the actual pipeline, with the compliance caveat that matters most. The Pipeline Search — query a search API (not scraping Google’s results page directly, which …

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Generative AI, Predictive AI, and Automation AI: The Future of Artificial Intelligence

Generative AI, Predictive AI, and Automation AI: The Future of Artificial Intelligence

“AI” gets used as one catch-all term, but generative, predictive, and automation AI solve fundamentally different problems and often work best combined rather than chosen between. Understanding the distinction clarifies which one actually fits a given business problem. Generative AI: Creating New Content Generative AI produces new text, images, audio, or code from a prompt …

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How Do AI Models Understand Questions and Generate Answers? A Layman’s Guide

An AI model doesn’t “understand” a question the way a person does — it converts your words into numbers, finds mathematical relationships between them, and predicts what text should come next based on patterns learned from enormous amounts of training text. That sounds simple, but each step involves a genuinely clever trick. Here’s what actually …

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doodle style image

Creating Engaging Video Shorts Using OpenAI’s Whisper, Python, and Other Tools

The single biggest lever for short-form video engagement is accurate, well-timed captions — most viewers watch with sound off. Whisper handles the transcription-to-caption pipeline in a few lines of Python, and pairing it with a couple of other tools gets you from raw footage to a captioned short without touching a manual captioning tool. Here’s …

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AI Pricing

Navigating the Pricing and Competition Landscape of Generative AI Technology

Generative AI pricing converged hard in 2026 — OpenAI, Google, and Anthropic now sit within a dollar of each other at every tier, which makes the real decision less about price and more about which usage limits and bundled features actually match how you use these tools. Here’s exactly where each provider sits, and how …

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companion robot

Emotional Support for Companion Robots: A New Frontier for Generative AI

AI companion robots shifted noticeably at CES 2026, moving from utility devices (reminders, scheduling, basic assistance) toward products explicitly designed around emotional support and combating loneliness. Generative AI is what makes this shift possible — instead of a fixed set of canned responses, these devices generate contextual, personality-consistent interaction in real time. Here’s what’s actually …

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ai models

The Rise of Independent AI Models: Fostering Collaboration and Innovation

Open-source AI models crossed a real threshold in 2026: on specific tasks, the leading independent models aren’t “almost as good” as closed frontier models — they’re better, at a fraction of the cost. Here’s where the open-source ecosystem actually stands and why that matters beyond ideology. The Four Model Families That Matter DeepSeek V4 (released …

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