Abhisek 
As AI models move from static training sets to live, retrieval-augmented generation (RAG) and agentic workflows, web scraping APIs have become core infrastructure. In 2026, the question is no longer whether you scrape – it’s how reliably, how ethically, and how easily you can turn messy web pages into model-ready data. This guide walks through … Read more
Anthropology is often described as the science of humanity — a field that studies who we are, where we come from, how we live today, and how we might change in the future. It sits at the intersection of biology, social science, and the humanities, giving us a uniquely holistic view of human life.[1][2] In … Read more
Is Anthropology a Good Career Choice in 2025? Anthropology has a persistent reputation as fascinating but “impractical”—great if you love people and cultures, less great if you want a stable, well-paid job. Recent data from 2024–2025 complicates that picture: the job market is more diverse than many assume, salaries are competitive in several subfields, but … Read more
Every meal has a story. In 2025, that story spans farms, factories, cold-storage warehouses, ports, retailers, delivery apps and, increasingly, digital platforms that track food in real time. Understanding this journey from farm to plate helps explain why prices are rising, why some products disappear from shelves, and why sustainability and transparency have become central … Read more
Interest in criminal psychology courses in India has grown sharply in recent years, driven by true-crime content, media coverage of complex cases, and an expanding criminal justice system that needs psychological expertise. In India, criminal psychology is typically offered under the broader umbrella of forensic psychology, investigative psychology, or criminology, through a mix of degree … Read more
Criminal psychology – often used interchangeably with forensic psychology in the UK – sits at the intersection of mental health and the criminal justice system. It is intellectually demanding, emotionally challenging, and, for many, deeply rewarding. But how well does it pay in 2025, and what can you realistically expect at different stages of your … Read more
Internet jokes may feel disposable, but from the perspective of cultural evolution they look a lot like living things. They are born, mutate, compete, and either go extinct or colonize every corner of the web. Meme evolution theory tries to explain this strange life of ideas using the same tools biologists use to understand genes … Read more
Generative AI moved from curiosity to core infrastructure in barely two years. As we look toward 2026, major banks, chipmakers and strategists increasingly describe what is coming as an AI super‑cycle – a multi‑year wave of spending and adoption that could reshape productivity, corporate profits and economic policy. Yet alongside the optimism, a new vocabulary … Read more
Mahindra First Choice Wheels transformed its used vehicle pricing business by converting messy, inconsistent data into a strategic asset through AI and machine learning, as explained by Chandra Shekhar Prasad, Head of AI Products & Solutions at Mahindra Group. The company developed a unified pricing engine called Indian Blue Book that leverages AI-driven vehicle inspections and computer vision systems to detect micro-defects, color mismatches, and structural issues with over 95% accuracy. Initially, the pricing model achieved only 80% accuracy, but through continuous feedback loops and iterative retraining cycles, the company dramatically improved performance by collecting data from multiple sources and assigning trust levels to each source based on credibility. Rather than relying on a single monolithic algorithm, Mahindra built a sophisticated approach using multiple specialized models, each aligned to the quality and trust of its underlying data source, allowing the system to dynamically decide which dataset and model to use for generating prices. The company faced significant challenges including noisy data, escalations from banks and NBFCs, and unrealistic expectations of 100% accuracy from stakeholders, but resolved these through human expert feedback combined with model predictions to ground-truth results. A critical breakthrough came from expanding data sources and augmenting the dataset with several lakhs of data points collected from diverse sources, which initially received skepticism but ultimately became the backbone of the pricing engine. The success of this initiative is reflected in the dramatic reduction of escalations from over 400 to approximately 10, demonstrating the real-world impact of data normalization and alignment strategies. Beyond pricing, Mahindra First Choice Wheels implemented AI-based computer vision systems for real-time vehicle inspection, partnered with HRTech startup Amara to enhance employee engagement, and leveraged cloud-based scalable infrastructure to support its operations. The company also associated with CamCom for AI-powered visual inspection solutions, representing a first-of-its-kind partnership in India for the used car market. This comprehensive AI strategy demonstrates how balancing data trust strategy, multiple specialized models, dynamic retraining, and human feedback creates reliable, scalable solutions that drive both financial returns and organizational learning in the competitive used vehicle market.
The final months of Jerome Powell’s term and the transition to his likely successor are turning US monetary policy into a central political battleground. With markets already pricing in rate cuts through 2026 and the White House signaling a more loyalist, growth-first Federal Reserve, investors face a world where the Fed’s famed independence is increasingly … Read more