@techreport{teqsaregulatoryframeworkaiassessment2026,
  title = {TEQSA regulatory-led framework for AI and assessment},
  year = {2026},
  institution = {TEQSA (Tertiary Education Quality and Standards Agency)},
  url = {https://www.teqsa.gov.au/guides-resources/higher-education-good-practice-hub/artificial-intelligence},
  abstract = {TEQSA's Good Practice Hub framework establishes the regulatory expectation that all registered Australian providers manage generative AI risks in assessment and can demonstrate continued assessment validity under the Threshold Standards. Operative from 2026, the framework applies across all discipline areas, making it directly relevant to animation and digital-arts programs. It provides guidance resources alongside the regulatory obligation, positioning TEQSA as both standard-setter and support provider for the sector.},
  keywords = {assessment-integrity, curriculum-design, institutional-policy, ai-literacy},
  note = {AI \& Animation Education Knowledge Base}
}