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LLaMA, Mistral, and Falcon impact the AI ecosystem?
Read more ↗1. Democratizing Access to Powerful AI Let's begin with the self-evident: accessibility. Open-source models reduce the barrier to entry for: Developers Startups Researchers Educators Governments Hobbyists Anyone with good hardware and basic technical expertise…
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…
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 ↗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 ↗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 ↗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…
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Capability: How good are open-source models compared to GPT-4/5? They're already there — or nearly so — in many ways. Over the past two years, open-source models have progressed incredibly. Meta's LLaMA 3, Mistral's Mixtral, Cohere's Command R+,…
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