--- title: Prompts are technical debt too | daily.dev description: Prompts in AI coding workflows accumulate technical debt just like code does, but in a worse way: they decay silently with each model upgrade rather than... canonical: https://daily.dev/posts/prompts-are-technical-debt-too-xemixl4to twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Prompts are technical debt too | daily.dev og:description: Prompts in AI coding workflows accumulate technical debt just like code does, but in a worse way: they decay silently with each model upgrade rather than... og:url: https://daily.dev/posts/prompts-are-technical-debt-too-xemixl4to og:image: https://api.daily.dev/og/posts/xemixL4TO.png og:image:alt: Prompts are technical debt too og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Prompts are technical debt too **[sean goedecke](https://daily.dev/sources/seangoedecke)** · 5 min read · 1 upvotes · 0 comments ## Summary Prompts in AI coding workflows accumulate technical debt just like code does, but in a worse way: they decay silently with each model upgrade rather than causing obvious errors. Carefully crafted AGENTS.md files or bespoke agentic setups built around one model may become ineffective or counterproductive when the underlying model changes. The recommendation is to use third-party maintained AI coding tools (Claude Code, Cursor, Copilot, etc.) with minimal configuration, avoid MCP and skill files unless necessary, and keep AGENTS.md files limited to concrete project facts rather than behavior-steering instructions. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Beyond Prompting: Using Agent Skills in Data Science](https://daily.dev/posts/beyond-prompting-using-agent-skills-in-data-science-lcepbpr0c) · Towards Data Science · 0 upvotes · 0 comments - [AI Helps Junior Developers Code Faster. This Prompt Helps Them Build Better.](https://daily.dev/posts/ai-helps-junior-developers-code-faster-this-prompt-helps-them-build-better--qh1u0fmyb) · Build5Nines · 4 upvotes · 0 comments --- Tags: [#llm](https://daily.dev/tags/llm), [#prompt-engineering](https://daily.dev/tags/prompt-engineering), [#ai-coding](https://daily.dev/tags/ai-coding), [#technical-debt](https://daily.dev/tags/technical-debt) [View this post on daily.dev](https://daily.dev/posts/prompts-are-technical-debt-too-xemixl4to) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Prompts are technical debt too","url":"https://daily.dev/posts/prompts-are-technical-debt-too-xemixl4to","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/prompts-are-technical-debt-too-xemixl4to"},"datePublished":"2026-05-20T09:43:22.861Z","dateModified":"2026-05-20T09:43:44.422Z","description":"Prompts in AI coding workflows accumulate technical debt just like code does, but in a worse way: they decay silently with each model upgrade rather than...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/479e95ee2af112c350fa09a341f0c630?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/479e95ee2af112c350fa09a341f0c630?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"sean goedecke","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"sean goedecke","logo":"https://media.daily.dev/image/upload/s--WNgiZyDx--/f_auto,q_auto/v1765713419/logos/seangoedecke","url":"https://daily.dev/sources/seangoedecke"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/prompts-are-technical-debt-too-xemixl4to","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":1},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"llm,prompt-engineering,ai-coding,technical-debt","timeRequired":"PT5M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"sean goedecke","item":"https://daily.dev/sources/seangoedecke"},{"@type":"ListItem","position":3,"name":"Prompts are technical debt too"}]} ```