The FormalScience pipeline allows domain experts to convert informal scientific reasoning into verifiable Lean code without deep formal language expertise. This agentic system uses a human-in-the-loop approach to ensure semantic alignment. It specifically addresses complex physics notation. Practitioners can now generate syntactically correct formal proofs at a lower economic cost.