AI was inspired by the brain. Then we spent decades making it work on GPUs. Now, as we push for efficiency, modern ML keeps rediscovering biological principles: sparse activation (MoE), event-driven processing (batching), low precision (quantization). Turns out evolution already solved the optimization problem we’re facing today.
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.