Vision models describe what’s in an image, but they can’t handle spatial references. Point at an object and ask “What color is this car?” and the model doesn’t know what you’re talking about. In this post we’ll learn about Set-of-Mark prompting and how vision models can see what you’re seeing 👀
Your AI Agents Are Racing: A Guide to Multi-Agent Concurrency
Many modern APIs (like AsyncOpenAI) have built-in concurrent execution features. But understanding these concepts can help you add your own concurrency controls. You’re not reinventing the wheel, you’re modifying it for your particular use case.
Testing Your LLM Applications (Without Going Broke)
Traditional software is deterministic. Same input, same output, every time. LLMs? Non-deterministic by design. Same input, different output. Even with temperature=0, you get variations. However, there are ways to successfully test your code and in this post you’ll learn them.