Key points
- Speakers and attendees of AIE Code Summit 2026 authored the No AI Slop manifesto.
- The document defines slop as producing content with less effort than required to understand it.
- Authors state that AI output becomes slop when creators do not take responsibility for quality.
Speakers and attendees of the AIE Code Summit 2026 published a document titled No AI Slop: A Manifesto, according to Hacker News and Lobsters.reported The text draws a parallel to the 2001 Agile Manifesto created by engineers in Utah, aiming to address current challenges in software development.reportedA group of developers created a new set of guidelines to stop low-quality AI content from overwhelming teams.The manifesto frames AI slop as an economic asymmetry between generative throughput and human verification capacity.
What was released or claimed
The manifesto argues that AI tools amplify human judgment rather than replacing it. Authors claim that slop occurs when producers pass along AI-generated code or documents without ensuring quality or considering the reader's experience. They assert that using AI does not automatically create slop, but failing to take responsibility does.
Who it affects
The document addresses software engineers, leaders, and teams using AI to write code, documentation, plans, and messages. It specifically targets organizations where agents produce work faster than humans can review it, creating pressure to redefine humanly possible output levels.
What is still unknown
The manifesto does not provide specific metrics for measuring slop or standardized tools for detection. It does not specify which AI models or platforms are primary contributors to the issue, nor does it offer technical solutions for automated quality control.
What changes, what does not
The authors state that human time and attention remain incredibly valuable, requiring optimization for wise use. They argue that systems should be optimized for efficient elicitation of human intent and efficient human understanding, rather than just ease of production.
Methods and limits
The research consists of a declarative manifesto rather than an empirical study. It defines slop conceptually as an asymmetry between production and review costs. The stated limitation is that A replace human judgment, only amplify it, meaning human oversight remains the critical constraint on quality.
Why it matters
- Platform architects must design systems that prioritize efficient human understanding over raw output volume.
- The asymmetry of near-zero production costs versus constant review costs requires new workflow strategies.
- Slop compounds in knowledge bases, meaning early low-quality AI output degrades future agent performance.
- Companies pushing for redefined productivity limits may inadvertently increase slop through pressure on teams.
Topics: AI ethics, software development, productivity, manifestos
Updated
Then / now / next
Software development relied on heavyweight, documentation-driven processes addressed by the 2001 Agile Manifesto.
AI agents produce more work in a day than a person can review in a lifetime, creating asymmetric review costs.
Teams must optimize systems for efficient elicitation of human intent to combat compounding slop in knowledge bases.
Story timeline
- Then Software development relied on heavyweight, documentation-driven processes addressed by the 2001 Agile Manifesto.
- 13 Nov 2026 No AI Slop: A Manifesto
- Now AI agents produce more work in a day than a person can review in a lifetime, creating asymmetric review costs.
- Next Teams must optimize systems for efficient elicitation of human intent to combat compounding slop in knowledge bases.
The strongest doubt
Counterpoint from the sources
The manifesto acknowledges that most people have sent slop, suggesting the problem is widespread and cultural rather than solely technical.
Ask the article
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What is AI slop according to this manifesto?
Slop is defined as producing something with less effort than the consumer spends understanding it, often by passing AI output without quality responsibility.
Who wrote the No AI Slop manifesto?
The speakers and attendees of the AIE Code Summit 2026 wrote the manifesto.
Does using AI always create slop?
No, the manifesto states that using AI does not necessarily make something slop; slop happens when creators do not take responsibility for quality.
Connected stories
Reading receipt
- Speakers and attendees of AIE Code Summit 2026 authored the No AI Slop manifesto.
- The document defines slop as producing content with less effort than required to understand it.
- Authors state that AI output becomes slop when creators do not take responsibility for quality.