Mothers returning to software engineering after maternity leave find AI coding tools have transformed the job market and their work responsibilities.

With the release of coding automation tools by Anthropic and OpenAI in May 2025, software development shifted from composition to what engineers describe as oversight of AI-generated code. By November 2025, Claude Opus 4.5's release further advanced these tools.

Mothers who took maternity leave face an AI-literacy gap versus colleagues who remained at desks during the transition. One engineer returning in September 2024 found her company initially used AI tools like a code troubleshooting forum; a year later, all code changes were fed through AI models for error-checking, and AI began handling the bulk of coding work.

Job applicants report most software engineering postings now require some degree of AI knowledge but rarely specify how candidates will use it. One mother sent 40 job applications and progressed to an interview for only one. Some women are reconsidering career continuity or family planning due to perceived risk of automation and difficulty re-entering the field after absence.