---
title: "You Can't Grade What You've Forgotten How to Do"
canonical: "https://current.tinyfish.ai/issue/31/vision/article/18085/you-cant-grade-what-youve-forgotten-how-to"
publication: "TinyFish"
publisher: "TinyFish"
language: "en-US"
guide: "https://current.tinyfish.ai/llms.txt"
issue: 31
section: "vision"
section_name: "Vision"
published: 2026-05-28
word_count: 87
source_links: 0
---

# You Can't Grade What You've Forgotten How to Do

*May 28, 2026*

[Read on the website](<https://current.tinyfish.ai/issue/31/vision/article/18085/you-cant-grade-what-youve-forgotten-how-to>)

Knowing whether an AI agent performed well requires someone who can do the work without it. That someone is becoming scarce. Three months of AI-assisted clinical practice was enough to measurably degrade doctors' independent diagnostic accuracy.

A handful of organizations have caught on. They're preserving pockets of unassisted workflow, not for productivity, but to maintain the human judgment that evaluation depends on. Most organizations see this as redundancy. It's actually calibration infrastructure, and the window to build it is shrinking while the spreadsheet says everything looks fine.

## More

- [Vision — Issue 31](<https://current.tinyfish.ai/issue/31/vision/markdown>)
- [Issue 31](<https://current.tinyfish.ai/issue/31/markdown>)
- [Publication guide](<https://current.tinyfish.ai/llms.txt>)