← innovate.shSignal: r/sysadmin (1,356 upvotes) — 'Can we ban posts/commenters using LLMs?'
🦉 Fred's Pick

SlopSpot

Detect AI-generated content in hiring — before you waste an interview

01The Problem

A sysadmin subreddit with 1.2M members is begging mods to ban AI-generated posts. Why? Because they can spot ChatGPT slop instantly — and it's polluting everything. Now imagine your hiring pipeline. That cover letter sounds articulate. The code sample works. The technical doc is well-structured. But something's off. You bring them in for an interview and they can't explain their own 'work.' You just wasted 3 hours on a candidate who outsourced their application to an LLM.

02The Solution

Paste any text — cover letter, writing sample, code explanation, technical doc. SlopSpot identifies AI-generation patterns: vocabulary distribution, sentence structure, topic coherence, the telltale 'In conclusion' summarization. Not a plagiarism check. A 'did a human actually think about this?' check. Filter candidates before you waste interview slots.

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Idea Score: 1,450