Whitepaper

Trust and Roadmap

Public capability boundaries, data boundaries, and product evolution path.

Trust Principles

1. Clear Result Boundary

We provide methods and execution support. We do not promise unverified outcome metrics or guaranteed offers.

2. Clear Suggestion Boundary

AI output is a suggestion by default, not a forced final result. Users always keep confirmation and editing control.

3. Clear Data Boundary

Job-search materials contain sensitive personal data. Public docs emphasize minimum exposure, minimum access, and auditable handling principles.

Public Commitments

  • Users keep final control over their content.
  • We prioritize transparent workflow value over inflated claims.
  • Public docs expose necessary capabilities without leaking internal sensitive details.

Roadmap Summary

  1. MVP: upload parsing, card editing, version rollback, basic export.
  2. V1: complete card system, JD match analysis, confirmable suggestions, basic application tracking.
  3. V2: interview linkage, learning pathways, and a fuller job-search loop.

Reader Guidance

  • If you need the reasoning behind the product design, read the whitepaper in order.
  • If you need immediate execution, jump to Tutorial Overview.