The FormalScience pipeline allows domain experts to convert informal physics reasoning into verifiable code without deep formal language expertise. It uses an agentic workflow to generate syntactically correct proofs in Lean. This approach reduces the economic cost of autoformalisation. Practitioners can now translate complex scientific notation into machine-verifiable logic more efficiently.