The FormalScience pipeline allows domain experts to convert informal scientific reasoning into verifiable Lean code without deep formal language expertise. It uses an agentic, human-in-the-loop workflow to ensure semantic alignment in complex fields like physics. This reduces the economic cost of autoformalization. Practitioners can now generate syntactically correct formal proofs for specialized scientific machinery.