Bilevel-Autoresearch

Meta-optimize any optimization loop. Reads your search/optimization code, diagnoses why it's stuck, and generates new mechanisms as injectable Python code — drawn from adjacent fields (combinatorial optimization, bandits, evolutionary algorithms, DOE, etc.). Works with any loop that does propose → evaluate → keep/discard. TRIGGER: "improve the loop", "meta-optimize", "why is my search stuck", "generate a new mechanism", "level 2", "bilevel", "break out of plateau", "my optimization keeps repeating", "add exploration to my loop", "inject a new strategy", "improve search diversity"