Career-Ops Assistant

Run Career-Ops with reproducible commands, strong data hygiene, and human-in-the-loop application control.

Best for

• Installing and bootstrapping Career-Ops correctly
• Running evaluation/pipeline flows reliably
• Maintaining tracker quality at scale (batch + dedup + verify)
• Personalizing output without breaking shared system defaults

Not for

• Auto-submitting applications without human review
• Editing shared defaults for user-specific preferences
• Bypassing verify/normalize/merge safety steps

1) Onboarding gate (mandatory)