{"slug": "slop-paralysis", "title": "Slop Paralysis", "summary": "A developer coins the term 'slop paralysis' to describe the inability to review code generated by AI coding agents, citing it as a growing problem that slows productivity and increases stress. The author offers personal strategies to mitigate the issue, including minimizing agent output, planning manually, and refactoring by hand.", "body_md": "slop paralysis - nounA complete or partial loss of function while reviewing the output of a coding agent.\n\nLet me paint you a picture.\n\nYou have an idea for product. It could be anything: A mobile app, a dashboard, or a script to automate your work. So, you sit down with your favorite LLM and describe your idea. Maybe you have a pretty good understanding of how it should be implemented. You might even know the overall structure of the project in your mind. You tell your coding agent all of this.\n\nThen, you let it loose.\nIt cooks and cleans and implements your product for you.\nIn the end, you have *some* idea of how the end result works, but it is not complete.\nSince this is a project that is imporetant, which you intend to maintain, you go to read the code.\nThat's when it hits you.\n**Slop paralysis**.\n\nSlop paralysis is the complete lack of desire to review the output of an LLM. It could show up for any number of reasons. The most common, for me, are:\n\nIn the end, slop paralysis slows you down and makes your life more stressful. So, what can we do about it?\n\nI will describe some solutions that have worked *for me*.\nAs always, your mileage may vary.\n\nThe obvious solution is to simply not use an agent.\nSometimes coding agents make your job easier.\nSometimes they do not.\n[Knowing which is which is difficult, but extremely valuable.](./when_to_use_an_agent)\n\nWhen you do decide to use an agent, you can have the agent simply produce less code.\nI've heard of [projects](https://github.com/DietrichGebert/ponytail) that help you do this, but I haven't actually tried them.\nInstead, I ask the agent to make a plan first, then rework that plan myself to minimize the number of changes.\nIn the end, a plan which was originally written by the agent becomes one that has been mercilessly edited by myself.\nIn this way, I minimize the amount of code which demands consumption.\nThe side-effect of this is that I then have an excellent understanding of what the agent actually does, which helps with the context problem.\n\nThe final strategy, which I use when all else fails, is to refactor the code by hand. When the agent has proven the technical feasibility of the project, but the code is simply too expansive to properly grok all at once, I sit down with a fine-tooth comb and refactor it, module by module. I do not need to carefully read each function and evaluate its merits, but I do force myself to, at minimum, lay eyes on them all.\n\nI find myself becoming more overwhelmed by the discourse every single day. It's exhausting how much is happening in the world, and even worst, how much you are expected to care about it all. Take some time for yourself. Save yourself from slop paralysis.\n\nPublished June 24, 2026 at 4:41 PM\n\nProofread by [Harper](https://writewithharper.com).\n\nWriting is one of life's greater joys. It's a mental workout that often brings me a level of clarity that is hard to find elsewhere.\n\nI like HackerNews, but I don't love that so much of it has turned into discussion of a single topic: AI. This is a version of HackerNews, filtered to remove any article focusing on __AI__. Refreshes about every ten minutes.\n\nI have been seeing an increasingly prevalent trend of people showing up in online spaces flaunting that they are writing with the assistance of AI. They seem to be proud of this. They shouldn't be.", "url": "https://wpnews.pro/news/slop-paralysis", "canonical_source": "https://elijahpotter.dev/articles/slop-paralysis", "published_at": "2026-06-24 21:01:14+00:00", "updated_at": "2026-06-24 21:13:50.750772+00:00", "lang": "en", "topics": ["large-language-models", "ai-agents", "developer-tools"], "entities": ["Harper"], "alternates": {"html": "https://wpnews.pro/news/slop-paralysis", "markdown": "https://wpnews.pro/news/slop-paralysis.md", "text": "https://wpnews.pro/news/slop-paralysis.txt", "jsonld": "https://wpnews.pro/news/slop-paralysis.jsonld"}}