The FormalScience pipeline allows domain experts to convert informal physics reasoning into verifiable code without deep formal language expertise. It uses agentic code generation to produce syntactically correct proofs in Lean. This human-in-the-loop approach lowers the economic cost of autoformalization. Practitioners can now formalize complex scientific machinery like Dirac notation more efficiently.