Quoting Neurotica

2026-03-23 · Source: Simon Willison's Weblog · Field: Technology & Digital — Artificial Intelligence & Machine Learning · Depth: Fundamental Awareness, quick

Summary

Neurotica, a post by @schwarzgerat.bsky.social on March 23, 2026, defines "slop" as content requiring more human effort to consume than it took to produce. The author specifically cites receiving raw Gemini output from a coworker as an example of slop, arguing that such an act demonstrates a disrespect for the recipient's time rather than an expression of creative freedom. This perspective highlights a growing concern regarding the proliferation of unrefined, AI-generated content in professional communication, emphasizing the burden it places on the consumer.

Key takeaway

For professionals collaborating on projects, you should critically evaluate AI-generated content before sharing it with colleagues. Sending raw, unedited AI output, like Gemini's, can be perceived as disrespectful of your coworker's time, as it shifts the burden of refinement onto them. Prioritize clarity and conciseness to ensure your communications are efficient and valued.

Key insights

Content is "slop" if its consumption effort exceeds its production effort, disrespecting the recipient's time.

Principles

• Value recipient's time
• Production effort vs. consumption effort

In practice

• Review AI output before sharing
• Refine raw content for clarity

Topics

• AI Content Quality
• Gemini (AI model)
• Human-AI Interaction
• AI Output Evaluation
• Productivity

Best for: Product Manager, AI Engineer, Software Engineer, AI Product Manager

Related on AIssential

• Humans Invented Slop Long Before AI — "AI slop" is not new; human writing was already predominantly low-quality and repetitive.
• The Convenience Trap — AI is increasing workload and content volume, not reducing it, due to a "verification burden" and the Jevons paradox.
• This is what non-tech bros are using AI for! — Non-technical users primarily adopt AI for drafting professional communications, sparking debate on its impact on human connection and cognitive effort.
• AI has cut my pay as a memoir writer in half | Letter — AI integration can halve freelance pay while maintaining equivalent human effort, shifting work from creation to intensive editing.
• Slop, productivity, and why the AI-fueled world is going nowhere mighty fast — AI boosts nominal output, but real value and economic impact remain elusive.
• "An Endless Stream of AI Slop": How Developers Discuss the Burden of AI-Assisted Software Development — AI slop, a "tragedy of the commons," burdens software development by externalizing costs onto reviewers and degrading shared resources.

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Editorial summary, takeaway, and curation by AIssential. Original article published by Simon Willison's Weblog.