Desk question
What does a finished assignment still prove?
Watch what happens when polished output stops proving that learning occurred. Assessment shifts toward process evidence, oral defense, source use, and supervised practice.
Topic desk
Education & assessment
AI-era assessment, evidence surfaces, human premium, and learning-system adaptation.
Watch list
Current pressure points
- Process proof
- Oral defense
- Credential drift
Latest route
Education & assessment: what to watch next.
Current work follows the gap between classroom access and the scaffolding teachers need to use AI without hollowing out judgment.
What readers get
Useful context over noise.
- A plain statement of what changed.
- The adaptation burden created by that change.
- Source classes and uncertainty called out directly.
- A next-check question when the signal can be calibrated.
Proof track
How this desk stays accountable.
The desk keeps the task, evidence expected, human review point, and what a learner must still be able to do unaided.