This paper presents a multi-agent AI architecture that achieves 92.1% reliability by organizing specialized AI agents into teams with opposing roles and hierarchical oversight, similar to corporate organizational …
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 …
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 …
Dr. Wang discusses the transformation of AI from solving artificial problems in the 1980s to addressing real-world challenges today, while sharing insights on China’s competitive AI landscape and his experience …
A comprehensive guide to structuring large software projects using modular black-box architecture, demonstrating how to build scalable systems through examples of video editors, healthcare systems, and jet fighter …
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 …
