PPQS
WILD CORPUS · reddit

PQS 27 (F) - prompt from www.reddit.com

Source: www.reddit.com · Scraped 2026-05-04 · Scored 2026-05-04

Score

F
27 / 80
gemma4:latest · local · pqs-v2.0 · canonical
Clarity8 / 10
Specificity4 / 10
Context7 / 10
Constraints3 / 10
Output format2 / 10
Role definition1 / 10
Examples1 / 10
CoT structure1 / 10

The prompt

I accidentally discovered something useful while comparing GPT sessions.

One session knew my project context.

The other knew nothing about me.

The first helped me build faster.

The second helped me see what I was assuming.

I used my usual GPT session, which has accumulated context about my projects and thinking.

Then I opened a clean GPT session with no personal context and asked it to review the same idea.

What surprised me was that the clean session was not simply “worse.”

It was useful in a different way.

The context-aware GPT helped me build faster.

It understood the background, connected ideas, and continued the project without needing much explanation.

But the clean GPT acted more like a first-time reader.

It noticed things like:

\- what was unclear

\- what needed explanation

\- what sounded too self-contained

\- what an outside reader might not understand

\- where I was assuming too much

Then I showed that clean GPT’s analysis back to my usual GPT.

The context-aware GPT repeatedly said the clean analysis was right.

That made me think:

Maybe personalization helps AI understand us,

but a fresh-context review helps us see what personalization is hiding.

The useful difference is not always between models.

Sometimes the useful difference is between contexts.

I’ve started thinking of this as a “Fresh GPT” role:

Build with context.

Review with fresh eyes.

Has anyone else tried using a clean session as a first-time reviewer?

This prompt was scraped from a public source. The score reflects the input as written, not the quality of any output it produced. The AI input quality problem is the gap between what people type and what the model can act on.