LLM Speedrunner: Revolutionizing AI Agent Evaluation Through Automated Benchmark Testing AI Development Unlocking Scientific Creativity in Language Models In an era where artificial intelligence increasingly contributes to scientific discovery, the LLM Speedrunner project emerges as a groundbreaking evaluation framework. This automated benchmark system transforms the NanoGPT Speedrun into a rigorous test for measuring frontier language models’ ability to reproduce and extend scientific breakthroughs. Unlike traditional benchmarks focusing on factual recall or narrow tasks, this platform assesses the creative problem-solving capabilities that drive real-world AI advancement . Core Architecture & Technical Implementation Modular System Design The project’s architecture follows a modular …