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[Feature]: Interview preparation workflow based on resume and job description #870

Description

@Joward2003

Is your feature request related to a problem? Please describe.

After users upload a resume and a job description, the current workflow mainly focuses on resume-job matching and optimization suggestions.

However, in many real-world use cases, users do not only want to know whether their resume matches a job. They also want to understand how to prepare for the next interview based on the same resume and job description.

For example, after seeing the matching result, users may still need to answer questions such as:

  • Which parts of my resume are most likely to be asked in the interview?
  • What follow-up questions may be asked based on my project experience?
  • How should I explain my experience in a way that fits the target role?
  • What skill gaps should I prepare for before the interview?

Currently, users may need to manually interpret the matching result and prepare these materials themselves.

Describe the solution you'd like

I would like to propose an optional interview preparation extension based on the existing resume-job matching workflow.

After a user provides a resume and a job description, the system could generate structured interview preparation materials, such as:

  • Role-fit analysis
  • Possible interview questions based on the resume
  • Project experience follow-up questions
  • Skill gap and preparation suggestions
  • Interview talking points tailored to the target role

The goal is to extend the project from resume-job matching to interview readiness, while keeping the feature modular and optional so that it does not affect the original workflow.

I have already built a prototype of this feature and would be happy to clean up the code, add documentation, and submit a pull request if this direction fits the project roadmap.

Describe alternatives you've considered

No response

Additional context

No response

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