Beyond Prompt-to-App: Accountable Translation in Teacher-Facing Agentic Authoring
Natural-language app builders transform teacher intent across compile → generate → check → approve; two of six builds passed security/package thresholds without matching the brief; repair messages spoke system-language; the fix is accountable translation: attributable, inspectable, scoped in validation, contestable
Beyond Prompting
What the source reports
Natural-language app builders transform teacher intent across compile → generate → check → approve; two of six builds passed security/package thresholds without matching the brief; repair messages spoke system-language; the fix is accountable translation: attributable, inspectable, scoped in validation, contestable
Original source
- Title
- Beyond Prompt-to-App: Accountable Translation in Teacher-Facing Agentic Authoring
- Author
- Kadir, Liow, Khan & Ang
- Publication
- arXiv
- Date
- Friday, September 4, 2026