GEPA introduces a novel prompt optimization approach that uses natural language reflection and Pareto-based evolutionary search to optimize compound AI systems, achieving superior performance compared to reinforcement …
This comprehensive research paper introduces Generative Engine Optimization (GEO) as a new paradigm for optimizing content visibility in AI-powered search engines like ChatGPT, Perplexity, and Gemini. The study reveals …
A randomized controlled study examining how AI assistance affects skill formation in software development, finding that while AI can improve productivity, it significantly impairs conceptual understanding, code reading, …
This paper investigates how Claude 3.5 Haiku performs linebreaking in fixed-width text by representing character counts on curved manifolds and using attention heads to geometrically transform these representations for …
Letta agents achieve 74% accuracy on the LoCoMo memory benchmark using simple filesystem operations instead of specialized memory tools, suggesting that agent capabilities matter more than complex retrieval mechanisms …
A comprehensive walkthrough of modern large language model applications, covering everything from basic text interactions to advanced features like voice mode, image processing, code generation, and tool integration …
A comprehensive analysis of the AI investment landscape covering market opportunities, business model innovations, infrastructure buildout, and the evolution of private markets. Discusses how AI companies are achieving …
A comprehensive tutorial on implementing a GPT-style transformer from scratch, covering self-attention mechanisms, multi-head attention, and the complete architecture needed to build a language model capable of …
A comprehensive analysis of how AI represents the latest major product cycle in technology, examining three key investment themes: traditional software going AI-native, new categories where software replaces labor, and …
A comprehensive walkthrough of essential probability distributions including Bernoulli, Poisson, normal, binomial, and exponential distributions, demonstrated through 30 real-world problems covering e-commerce, call …
