Startup Antfly recently rewrote its search-and-inference database engine from Go to pure Zig to embrace a first-principles approach. The early transition prioritized the underlying model over embeddings and utilized TigerBeetle-style simulation testing. Ultimately, this strategic rewrite unlocked new technical capabilities for the company.