Future Directions
Future directions organize the next growth of Credencing into content, tools, research, teaching, and public participation.
Near-Term Content
The near-term content path is now less about adding broad first statements and more about differentiating the next layer. The site should deepen likelihood literacy, base-rate reasoning, belief-integrity language, disagreement norms, AI-output review, and institutional audit practice without rewriting the two-gap framework each time.
The most useful new pages will help readers move between levels: from one term to one scenario, from one scenario to one skill, from one skill to one paper, and from one paper to a worksheet or audit artifact.
Tool Expansion
The interactive lab can grow into scenario saving, scenario comparison, visual exports, classroom worksheets, a likelihood-literacy module, and a guided diagnostic wizard that asks the user where the gaps appear.
The strongest tool additions would let readers build a case, compare two interpretations, state confidence bands, record update conditions, export a diagram, and then follow links to the relevant glossary terms and repair skills.
Teaching and Downloads
The teaching layer should grow into a compact curriculum: one-page introduction, model-reading worksheet, calibration exercise, case-study packet, discussion guide, and capstone scenario-builder assignment.
Downloads should remain editable and clearly versioned. A teacher should be able to use a single worksheet without needing to read the entire site, while still having links back into the full framework.
Research Expansion
The deepest future work is validation plus differentiation: how to estimate variables, how to distinguish sincere from avoidant misperception, how to measure institutional credencing, how to review AI-mediated evidence, and how to apply the framework without overclaiming.
Research expansion should include objection handling and candidate triage. A future paper should survive the independence test: it must add a mechanism, domain, practice, measurement problem, or public language protocol that is not already handled by the current paper spine.
Public Participation
The public site can invite readers to submit corrections, teaching reports, examples, and objections. Contact should function as an epistemic feedback channel, not only as a social convenience.
Over time, the project could include update notes, release summaries, and public examples of revisions made in response to criticism. That would let the site demonstrate the updateability it recommends.