--- title: AI Is Accelerating How Fast We Build the Wrong Thing description: AI coding assistants accelerate software delivery but amplify the cost of unclear requirements — they execute vague specs literally rather than interpreting... canonical: https://daily.dev/posts/ai-is-accelerating-how-fast-we-build-the-wrong-thing-sgupv8eo2 twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: AI Is Accelerating How Fast We Build the Wrong Thing | daily.dev og:description: AI coding assistants accelerate software delivery but amplify the cost of unclear requirements — they execute vague specs literally rather than interpreting... og:url: https://daily.dev/posts/ai-is-accelerating-how-fast-we-build-the-wrong-thing-sgupv8eo2 og:image: https://api.daily.dev/og/posts/sGUPV8EO2.png og:image:alt: AI Is Accelerating How Fast We Build the Wrong Thing 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. # AI Is Accelerating How Fast We Build the Wrong Thing **[DevOps.com](https://daily.dev/sources/devops)** · 2 min read · 10 upvotes · 3 comments ## Summary AI coding assistants accelerate software delivery but amplify the cost of unclear requirements — they execute vague specs literally rather than interpreting intent. Jeff Keyes, Field CTO at Allstacks, argues that over 80% of companies see no meaningful ROI from AI tooling because they've layered faster output on top of unclear intent. His thesis: the highest-leverage variable in AI-assisted development is requirements quality, not prompt craft. Organizations that rebuild product management around clarity, traceability, and feedback loops before code generation begins will compound an advantage others can't match. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Community discussion Top comments from developers on daily.dev. **@daniel8000** · 1 upvotes > Incompetence at full speed. **@confidentcoding** · 1 upvotes > Correct. This is what I cover in my [essay](https://daily.dev/posts/agentic-coding-is-a-trap-recently-featured-on-theo-gg-hackernews-fireship--h9ys4rtgp). LLMs accelerate the wrong parts of coding, and really, most knowledge work in general. **@fabooy961** · 0 upvotes > ...or fuck up side projects > > >  ## Similar posts on daily.dev - [Beyond AI Coding Assistants: The Next Evolution of Software Development](https://daily.dev/posts/beyond-ai-coding-assistants-the-next-evolution-of-software-development-qln3cqkqx) · SD Times · 5 upvotes · 0 comments - [The AI Amplification Problem No One Wants to Talk About](https://daily.dev/posts/the-ai-amplification-problem-no-one-wants-to-talk-about-qmcpqyxns) · SD Times · 0 upvotes · 0 comments - [AI Coding Assistants Haven’t Sped up Delivery Because Coding Was Never the Bottleneck](https://daily.dev/posts/ai-coding-assistants-haven-t-sped-up-delivery-because-coding-was-never-the-bottleneck-rvq2iif5k) · InfoQ · 0 upvotes · 0 comments - [AI Made Building Faster. It Didn’t Make Building Easier.](https://daily.dev/posts/ai-made-building-faster-it-didn-t-make-building-easier--79ff56gwe) · Medium · 0 upvotes · 0 comments --- Tags: [#devops](https://daily.dev/tags/devops), [#product-management](https://daily.dev/tags/product-management), [#ai-coding](https://daily.dev/tags/ai-coding) [View this post on daily.dev](https://daily.dev/posts/ai-is-accelerating-how-fast-we-build-the-wrong-thing-sgupv8eo2) ```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":"AI Is Accelerating How Fast We Build the Wrong Thing","url":"https://daily.dev/posts/ai-is-accelerating-how-fast-we-build-the-wrong-thing-sgupv8eo2","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/ai-is-accelerating-how-fast-we-build-the-wrong-thing-sgupv8eo2"},"datePublished":"2026-06-26T16:28:59.100Z","dateModified":"2026-06-26T16:29:20.386Z","description":"AI coding assistants accelerate software delivery but amplify the cost of unclear requirements — they execute vague specs literally rather than interpreting...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/c09d57c4198841233029842b5bf8777f?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/c09d57c4198841233029842b5bf8777f?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"DevOps.com","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":"DevOps.com","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/db8f2265cff0416c878c6e7e92bb8715","url":"https://daily.dev/sources/devops"},"commentCount":3,"discussionUrl":"https://daily.dev/posts/ai-is-accelerating-how-fast-we-build-the-wrong-thing-sgupv8eo2","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":10},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":3}],"keywords":"devops,product-management,ai-coding","timeRequired":"PT2M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"DevOps.com","item":"https://daily.dev/sources/devops"},{"@type":"ListItem","position":3,"name":"AI Is Accelerating How Fast We Build the Wrong Thing"}]} {"@context":"https://schema.org","@type":"WebPage","@id":"https://daily.dev/posts/ai-is-accelerating-how-fast-we-build-the-wrong-thing-sgupv8eo2","comment":[{"@type":"Comment","text":"Incompetence at full speed.","datePublished":"2026-07-01T09:16:22.748Z","url":"https://daily.dev/posts/sGUPV8EO2#c-9A9v7Ks7z","author":{"@type":"Person","name":"Daniel","url":"https://daily.dev/daniel8000","image":"https://media.daily.dev/image/upload/s--F_RltCZK--/f_auto/v1738746891/avatars/avatar_SOwG1kJqf6HK6TkGmZH45"},"interactionStatistic":{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":1}},{"@type":"Comment","text":"Correct. This is what I cover in my essay. LLMs accelerate the wrong parts of coding, and really, most knowledge work in general.","datePublished":"2026-06-26T18:22:21.089Z","url":"https://daily.dev/posts/sGUPV8EO2#c-1MYSZok05","author":{"@type":"Person","name":"Lars Faye | Confident Coding","url":"https://daily.dev/confidentcoding","image":"https://media.daily.dev/image/upload/s--OGZu5DEc--/f_auto/v1772569630/avatars/avatar_umWZ9aQAng34qk5aaJl2q?_a=BAMAMiiu0"},"interactionStatistic":{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":1}},{"@type":"Comment","text":"…or fuck up side projects","datePublished":"2026-07-01T11:33:25.013Z","url":"https://daily.dev/posts/sGUPV8EO2#c-4JxNcSRvr","author":{"@type":"Person","name":"Le Fä De Le Lö","url":"https://daily.dev/fabooy961","image":"https://media.daily.dev/image/upload/v1677218265/avatars/avatar_H6lLM2y9S4Yf8VCWicpd8.jpg"}}]} ```