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outperform in the coming years
Read more ↗1. Artificial Intelligence & Automation Topic: The rise of smart machines and decision-making systems Why it matters: AI is moving from "cool tech demo" to business-critical infrastructure. Every industry—healthcare, logistics, and more—are attempting to under…
Read more ↗CAPE, P/E, or market cap / GDP
Read more ↗What Do We Mean by "Valuations Are Stretched"? When we describe the market as being "stretched," we generally mean: "Stock prices are rising more rapidly than earnings, fundamentals, or the economy as a whole justify." In other words,…
Read more ↗growth or tech stocks
Read more ↗First, What Are Long-Term Interest Rates? Long-term interest rates—such as the yield on the 10-year U.S. Treasury bond—measure the price of borrowing money for extended periods of time. They're typically shaped by: Expectations of inflation Central bank action…
Read more ↗assessment and feedback
Read more ↗The Timeless Problem with Learning Language Language learning is intimate, but traditional testing just can't manage that. Students are typically assessed by rigid, mass-produced methods: standardized testing, fill-in-the-blank, checklist-graded essays, etc. F…
Read more ↗writing and second-language writing gains over time
Read more ↗1. Vary Types of Writing over Time One writing assignment is never going to tell you everything about a learner's development. You require a variety of prompts over different time frames — and preferably, those should match realistic…
Read more ↗safe at scale and do we audit that safety
Read more ↗What Is "Safe AI at Scale" Even? AI "safety" isn't one thing — it's a moving target made up of many overlapping concerns. In general, we can break it down to three layers: 1. Technical Safety Making sure…
Read more ↗Job risk due to current-gen AI
Read more ↗First, the Big Picture Today's AI — especially large language models (LLMs) and generative tools — excels at one type of work: Processing information Recognizing patterns Generating text, images, audio, or code Automating formulaic or repetitive work Answering…
Read more ↗aligning large language models with human values
Read more ↗What “Aligning with Human Values” Means Before we dive into the methods, a quick refresher: when we say “alignment,” we mean making LLMs behave in ways that are consistent with what people value—that includes fairness, honesty, helpfulness, respecting…
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The Big Picture: What "retained" means When we use "retained," it implies that India had won the last edition of the Asia Cup and then proceeded to win again in 2025. Actually: India came into the 2025 Asia…
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