Theory of Mind in LLMs: How Deep Can Recursive Belief Modeling Go?

Can AI understand what you think I think you think? Theory of Mind (ToM)—the ability to attribute mental states to others—is considered a hallmark of human social intelligence. We naturally track what others believe, want, and intend. But it gets harder when beliefs nest: understanding what Alice thinks Bob believes about Carol’s intentions requires recursive modeling that strains even human cognition. This experiment tests how deep LLMs can go in recursive belief modeling....

February 17, 2025 · 5 min

Synthetic Data Experiments with LLMs

Generating High-Quality Synthetic Data for Large Language Models Introduction In the dynamic landscape of artificial intelligence (AI), Large Language Models (LLMs) stand out for their remarkable ability to understand and generate human-like text. Their performance, however, is largely influenced by the quality and diversity of their training data. This guide explores four innovative methods for generating high-quality synthetic data—each designed to broaden LLMs’ capabilities and help them excel across a wide range of tasks....

January 19, 2025 · 7 min

Synthetic Data

Generating Synthetic Data for Large Language Models: A Comprehensive Guide In the rapidly evolving field of artificial intelligence, the quality and diversity of training data play a pivotal role in the capabilities of Large Language Models (LLMs). This guide delves into four innovative methods designed to generate high-quality synthetic data, aiming to significantly enhance LLM performance across a variety of tasks. Whether you’re a researcher, developer, or AI enthusiast, understanding these methods can provide valuable insights into the future of AI training and development....

August 19, 2024 · 4 min

Self Help Books

Thoughts about self-help books 📚 People often ask me to recommend a self-help book that might help them achieve something be it losing weight, investing, building careers and etc. Till date I always have the same reply, “I don’t read self-help books”. I mean I’m sure self-help books can be useful if you can apply what the author is asking you to do seamlessly into your life. However I find that to be easier said than done....

November 8, 2018 · 2 min

It's Hard to Notice the Little Things

For the past few weeks, I’ve been listening to startup founders about how they scaled their companies while preserving their core values at the same time. As such, I will be summarizing some of the recurring elements that stood out to me. One thing that really surprised me is that really large companies are not run as efficiently as you think. A lot of times, bureaucracy gets piled up that causes employees to lose the initial spark they had when they joined the company....

November 19, 2015 · 5 min

From a Family to a Tribe

“CEO/founders should interview every candidate until the company is at least 500 employees.” — Keith Rabois Good news. Your startup has gained some kind of traction and has finally achieved some sort of product-market-fit. You, the founder, are assuming the roles of all the C-suite executives. You are making sales calls, you are having meetings every other day, you are managing the back-end server of your startup and you have no sleep....

October 19, 2015 · 4 min

Boring Work Pays Off

“If you think of all the things that make for good TV, do none of them. Focus on the things that make for boring TV — sitting and coding, talking with customers, making sales calls.” — Sam Altman The family stage of startups as defined by Reid Hoffman is the stage where a startup has assembled its founding team and is ready to take on the world with their minimum viable product....

October 6, 2015 · 4 min