Give AI a bounded career task
Use AI for comparison, critique, organization, rehearsal, and drafting from approved facts. Avoid vague requests to run the entire job search or represent you without review.
A good task has an input, goal, boundary, and output format. Example: compare this job description with these verified experiences and list matched evidence, genuine gaps, and questions to investigate.
Keep discovery separate from action. Generating a draft is different from sending a message, changing a profile, or submitting an application.
Share the minimum information needed
Remove identity documents, account credentials, private contact data, references' details, confidential employer information, and unnecessary personal identifiers before using a general AI service.
Review the provider's current privacy and data-control settings. Product policies change, and the correct choice depends on whether you use a consumer, business, education, or enterprise account.
Use placeholders during drafting when the exact identity is unnecessary. Add final personal details only inside the document or system where they belong.
Verify every claim against the source record
Generative systems can produce confident but false details. Compare names, dates, employers, credentials, numbers, links, and citations with the original evidence before accepting any output.
NIST describes this risk as confabulation: confidently stated erroneous content, including invented logic or citations. Career documents make that risk personal because the candidate owns the final claim.
Ask the model to mark uncertainty and show which input supports each proposed statement. Then perform the check yourself; the model cannot certify its own accuracy.
Keep external actions behind human approval
Require confirmation before an agent sends a message, uploads a CV, changes a public profile, accepts terms, books an interview, or submits an application. Logs and revocation should remain available.
Automation should reduce repeated work without hiding what happened. Preserve the role, destination, document version, message, time, and result for every external action.
Never let an agent solve uncertainty by inventing a response. Missing information should return to the person as a question or remain clearly incomplete.
- Accurate source record
- Minimal private data
- Visible draft
- Explicit approval
- Action log and revocation