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Improve application generation quality

Skill reviews explain gaps more clearly, generated resumes and cover letters are cleaner and less generic, and interview prep state is preserved when you return.

Key user-facing improvements:

  • Competence gap explanations: short, actionable bullets that clarify when a skill is present but needs stronger evidence.
  • Tailored resume quality gates: removes duplicated education, repeated headings/content blocks, and line-wrap artifacts for cleaner exports.
  • Cover-letter quality: richer planning, default executive brief for senior roles, reduced formulaic wording, and fixed hyphenation in saved drafts.
  • Interview prep readiness: generated questions remain visible and the ready state is refreshed and unambiguous when you return.

Before

Skill review gap explanations before

After

Skill review gap explanations after
Captured from the successful local Minor Hotels generator validation job after implementation; matching before files are route evidence from the same validation point because pre-change screenshots were not captured before coding began.

Before

Tailored resume quality gates before

After

Tailored resume quality gates after
Captured from the successful local Minor Hotels generator validation job after implementation; matching before files are route evidence from the same validation point because pre-change screenshots were not captured before coding began.

Before

Executive cover letter generation before

After

Executive cover letter generation after
Captured from the successful local Minor Hotels generator validation job after implementation; matching before files are route evidence from the same validation point because pre-change screenshots were not captured before coding began.

Before

Interview prep ready state before

After

Interview prep ready state after
Captured from the successful local Minor Hotels generator validation job after implementation; matching before files are route evidence from the same validation point because pre-change screenshots were not captured before coding began.

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