AI detection is escaping the classroom. In this episode, we look at the rise of Pangram and a series of controversies involving a novelist, an international literary prize, and a university provost. Better AI detection may make it easier to identify AI involvement in writing, but it doesn’t tell us whether that use was appropriate, deceptive, or meaningful. We explore the coming battles over authorship, disclosure, surveillance, and trust, and why higher education may be an early battleground in a much larger fight over human-AI collaboration.
Pangram Has Emerged as the Gold Standard of AI Detection. Should You Trust It? | WIRED
AI is Writing Prize-Winning Fiction | Pangram
2026 Commonwealth Short Story Prize Update
Why AI Detection Fails for Academic Integrity
Thoughts and suggestions? Email us at unfixed@meltsintoair.org
You can find the full show notes and our writing at meltsintoair.org
Subscribe to the Unfixed Newsletter—The AI Higher Ed Breakdown, our bi-weekly newsletter unpacking the top news stories at the intersection of AI and higher education.