# Researcher Refuses to Expose Pydantic AI to Frontend > Source: > Published: 2026-07-09 12:31:00+00:00 # Researcher Refuses to Expose Pydantic AI to Frontend Integrating model logic into frontends raises surface-area and deployment trade-offs. The author refused to expose **Pydantic AI** to their frontend and documents that decision in research notes. The article references a prior piece in which the author explained **Pydantic AI** accounts for only 73 lines of Scriptor. ## Key Points - 1WHAT: Author refused to expose Pydantic AI to their frontend, detailed in research notes. - 2WHY: Prior article explained **Pydantic AI** is implemented in 73 lines of Scriptor. - 3SO WHAT: For practitioners, this highlights integration, attack-surface, and deployment trade-offs for frontend ML. ## Scoring Rationale Practical discussion on frontend exposure risks that is relevant to engineers, but limited in scope and not a major technical advance. ## Sources Public references used for this report. Practice interview problems based on real data 1,625 SQL & Python problems across 15 industry datasets — the exact type of data you work with. [Try 250 free problems](/problems)