Slop | Impeccable

Anti-patterns | Impeccable

37 deterministic detection rules that flag the visible tells of AI-generated interfaces and common quality issues. Used by npx impeccable detect and the browser extension.

peakoss/anti-slop

A GitHub action that detects and automatically closes low-quality and AI slop PRs.

AI Slop Is a Brute Force Attack on the Algorithms That Control Reality

Generative AI spammers are brute forcing the internet, and it is working.

Stop Clicking on Junk: How to Identify and Ignore AI-Generated Slop Today

The internet is slowly being flooded by AI slop. What is it and how can you avoid it?

How AI slop is causing a crisis in computer science

Preprint repositories and conference organizers are having to counter a tide of ‘AI slop’ submissions.

Impeccable: Design skills for AI harnesses

1 skill, 23 commands, and curated anti-patterns for impeccable frontend design. Works with Cursor, Claude Code, GitHub Copilot, Gemini CLI, and Codex CLI.

AI Slop is Killing Online Communities

Like a young child coming home from kindergarten with their latest crayon scrawls, the internet is currently awash with people sharing their AI-generated work. And just like the young child’s drawings, much of that work should be proudly put up on the walls within the artist’s house—and no further.

Impeccable: Design skills for AI harnesses

1 skill, 18 commands, and curated anti-patterns for impeccable frontend design.

AI code and software craft - alex wennerberg

Much has been said about audio, video and text "slop": low-quality, AI-generated content that has proliferated on the internet since the release of publicly-accessible AI models. Garbage content has always existed online, but the novelty of AI is that it has made its generation orders of magnitude less labor-intensive. For anyone who lacks a discerning eye, or is doing some task where discernment simply does not matter, AI has become a sufficient replacement for human hands.

AI-SLOP: Develop best current practises for Open Source maintainers · Issue #178 · ossf/wg-vulnerability-disclosures

Open source projects are increasingly facing a wave of low-quality, AI-generated vulnerability reports and contributions—commonly referred to as "AI-slop." This issue aims to develop best...

Saeris/deoptkit

🔥 A V8 deoptimization toolkit for JavaScript and TypeScript on Node.js

Beautiful UI — Crafted primitives for AI-native interfaces

A small library of extremely crafted, copy-paste components for chat agents, thinking states, human-in-the-loop approvals, and everything agents need to talk to humans beautifully.

AI-generated ‘slop’ is slowly killing the internet, so why is nobody trying to stop it? | Arwa Mahdawi

Low-quality ‘slop’ generated by AI is crowding out genuine humans across the internet, but instead of regulating it, platforms such as Facebook are positively encouraging it. Where does this end, asks Arwa Mahdawi

AI Slop Is Ruining Reddit for Everyone

Reddit is considered one of the most human spaces left on the internet, but mods and users are overwhelmed with slop posts in the most popular subreddits.

The AI Slop Backlash Is Actually Having an Impact

Platforms are finally recognizing that people don’t want to consume AI slop. A growing number of sites and apps now have tools and policies to flag, label, and ban AI-generated content.