The FormalScience pipeline allows domain experts to convert informal physics reasoning into verifiable Lean code without deep formal language expertise. It uses an agentic, human-in-the-loop workflow to ensure semantic alignment and syntactic correctness. This approach lowers the economic cost of autoformalisation. Practitioners can now translate complex scientific notation into machine-checked proofs more efficiently.