Refining a job description without losing the brief.
Help users express their requirements more clearly.
Where this work fits
A person’s experience can suit an opening without that connection being obvious in a general profile. I worked on making the introduction and experience descriptions more relevant to the role, while keeping the original career history intact.
I connected AI-assisted role-description generation with the original brief and its refinement history. Later edits needed to build on that context, while generation needed enough source material to produce a useful description.
Connect a generated claim to its source
Better wording. Same facts.
I led 20 engineers for ten years.
No source for the team size or duration.I build backend APIs 01 and background jobs 02 for inventory and product data.
A useful rewrite still has to be true.
The model could borrow a skill from the job description that the candidate had never claimed. Checks had to preserve titles, figures, and supporting experience. There was also a waiting problem: I used priority queues and concurrency control so a profile being opened could take the next available generation slot.
The skills behind the work
- Prompt engineering
- Refine model instructions using observed behavior and failure cases.
- Vue / Nuxt
- Connect backend behavior with a usable, responsive product interface.
- Data modeling
- Give different product concepts clear records and relationships so updates have predictable meaning.
The profile experiment showed more reviewed candidates progressing to a conversation. The work improved how experience was presented and tested that change against what people did next.