AI Resources & Insights

Stay informed with our curated collection of articles, research, and expert perspectives on artificial intelligence

Introduction to AI & Agents

What Is Agentic AI, and How Will It Change Work?

Harvard Business Review

An exploration of how agentic AI is transforming human-AI collaboration, from AI-powered travel planning to virtual caregivers and supply-chain specialists that can optimize inventories in real-time.

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What is ChatGPT doing … and why does it work?

Stephen Wolfram

A comprehensive explanation from first principles of how modern AI models work, following the timeline from early neural networks to today's large language models and ChatGPT.

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Transformers, explained

Dale Markowitz

A direct and intuitive explanation of what large language models are and how they work, providing a great introduction to the technology behind modern AI systems.

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Tech Details: Large Language Models

The Illustrated Transformer

Jay Alammar

A visual and technical overview of the transformer architecture that powers modern language models, making complex concepts accessible through clear illustrations.

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Understanding Transformer reasoning capabilities via graph algorithms

Google Research

Research exploring how transformer models reason through problems, using graph algorithms to better understand their capabilities and limitations.

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RLHF: Reinforcement Learning from Human Feedback

Chip Huyen

An explanation of RLHF, which makes language models behave in more predictable and human-friendly ways—one of the most important aspects of systems like ChatGPT.

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Chain of Agents: Large language models collaborating on long-context tasks

Google Research

Research on how multiple language model agents can collaborate to solve complex tasks that require processing long contexts and specialized knowledge.

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Building with Generative AI

Building LLM applications for production

Chip Huyen

A practical guide discussing the key challenges in building LLM applications, how to address them, and what types of use cases make the most sense for deployment.

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Prompt Engineering Guide

DAIR.AI

A comprehensive guide for writing effective LLM prompts, with specific examples for popular models and techniques to get the best results from AI systems.

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Accelerating scientific breakthroughs with an AI co-scientist

Google Research

Research on how AI can assist scientists in making discoveries, automating routine tasks, and suggesting novel approaches to complex scientific problems.

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Sample Use Cases for GenAI tools

Georgetown University Library

A practical overview of when generative AI tools like ChatGPT and Elicit can be helpful in research and writing, and when to be more cautious with their use.

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Market Landscape

Superagency in the workplace: Empowering people to unlock AI's full potential

McKinsey

Research showing that while almost all companies invest in AI, just 1% believe they are at maturity. The biggest barrier to scaling is not employees—who are ready—but leaders, who are not steering fast enough.

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Who owns the generative AI platform?

Andreessen Horowitz

An assessment of where value is accruing, and might accrue, at the infrastructure, model, and application layers of generative AI in the market.

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AI Can't Replace You at Work. Here's Why

Wharton AI

Generative AI is nowhere near being able to operate without intensive human oversight....

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AI in 2025

Sequoia Capital

If 2024 was the primordial soup year for AI, the building blocks are now firmly in place. AI's potential is now congealing into something real and tangible.

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GPTs are GPTs: An early look at the labor market impact

OpenAI & University of Pennsylvania

Research predicting that around 80% of the U.S. workforce could have at least 10% of their work tasks affected by large language models, with implications for job transformation.

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