🧬 Revolutionary LLM-guided framework for automated algorithmic discovery in gravitational wave detection. Combines evolutionary optimization with Monte Carlo Tree Search to systematically explore algorithm spaces and achieve 20.2% improvement over state-of-the-art methods on MLGWSC-1 benchmark.