Impact
What changed
Keeps job applications grounded in confirmed facts, reduces repetitive tailoring work and makes role-fit reasoning easier to review.
Personal workflow
A structured workflow for screening job leads, maintaining a conservative master profile and generating tailored application materials.
Impact
Keeps job applications grounded in confirmed facts, reduces repetitive tailoring work and makes role-fit reasoning easier to review.
Role
Built the workflow around my own job search, with a strong bias toward claim hygiene instead of exaggerated CV language.
Status
The project is a practical example of using AI without letting it invent the professional story.
Essence
The master profile stores confirmed facts, uncertain claims, skills, achievements, role families and boundaries that should not be overstated.
Job lead tracking ranks opportunities by fit, salary/location rules, application status and same-company warnings.
Generation scripts create tailored CVs, cover letters and HTML previews from structured source material.
The process explicitly records gaps such as SQL, Murex or formal BPMN where experience should not be claimed.
Technology and concepts