Roadmap

Near term

• strengthen the AI Frontend Architect flagship flow
• improve rubric-driven scoring
• expand validator coverage
• improve HTML dossier presentation
• keep JSON output parity with Markdown

Medium term

• deepen Frontend Engineer and Full-Stack AI Engineer tracks
• add better sample bundles and screenshots
• tighten contributor extension points

Deliberate non-goals for now

• browser automation
• job portal scanning
• mass application workflows
• recruiter CRM features

Those are not the current competitive wedge.