---
id: "open-question-assessment-redesign"
type: "open-question"
source_timestamps: ["00:16:46", "00:17:00"]
tags: ["higher-education", "logistics"]
related: ["claim-take-home-exams-dead", "claim-ai-detection-impossible", "action-ban-ai-detectors"]
resolutionPath: "Innovation in supervised digital testing environments, a return to smaller seminar formats, or the use of AI itself to conduct scalable, interactive oral examinations."
sources: ["s10-vibe-codes"]
sourceVaultSlug: "s10-vibe-codes"
originDay: 10
---
# How Will Higher Education Scale Assessment Without Take-Home Work?

## The Question

If [[claim-take-home-exams-dead]] is true and [[claim-ai-detection-impossible]] is true, **how will universities scale their assessment models?**

In-class work and oral exams are highly effective but incredibly resource-intensive and difficult to scale in massive lecture-hall environments where one professor and a few TAs may serve hundreds of students.

## The Constraints

- Oral exams: gold standard but maybe 30 minutes per student
- In-class essays: better than take-homes but require proctoring infrastructure
- AI proctoring: privacy invasive and bypassable
- Smaller seminars: pedagogically superior but radically more expensive

## Possible Resolution Paths

1. **Supervised digital testing environments** — locked-down devices, on-campus exam centers
2. **Return to smaller seminar formats** — restructuring large lectures into recitation-heavy designs
3. **AI-conducted oral examinations** — using LLMs as the examiner at scale (with the obvious irony)
4. **Process-traced assessment** — keystroke and revision-history analytics during work
5. **Defended portfolios** — semester-long projects defended in 15-minute oral sessions

## Connected Action

[[action-ban-ai-detectors]] is the unambiguous near-term move. The harder question is what replaces detection at scale.

## Stakes

If this question is unresolved, universities revert to either (a) accepting cheating as universal and grading on something else, or (b) running a parallel cheating-arms-race that they will lose.