--- title: "The danger of glamourizing one shots" url: https://daily.dev/posts/the-danger-of-glamourizing-one-shots-otko9hg2g source_url: http://feeds.hanselman.com/~/945480803/0/scotthanselman~The-danger-of-glamourizing-one-shots type: article source: "Scott Hanselman" published: 2026-02-08T22:33:00.092Z updated: 2026-02-08T22:33:19.817Z tags: ["ai", "prompt-engineering"] reading_time: 2 upvotes: 5 comments: 0 language: 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. # The danger of glamourizing one shots **[Scott Hanselman](https://daily.dev/sources/hanselman)** · 2 min read · 5 upvotes · 0 comments ## Summary AI-assisted coding shouldn't be evaluated by "one-shot" demonstrations where a single prompt generates complete applications. These demos often rely on well-known terms like "Minecraft" that carry enormous semantic weight from training data, producing generic, average implementations. Real programming requires iterative refinement to transform ambiguous requirements into specific solutions. As AI becomes more prevalent, the ability to articulate precise goals, maintain system stability through changes, and apply sound software development practices becomes more critical than ever. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Medium](https://daily.dev/posts/medium-kluler3s4) · Medium · 0 upvotes · 0 comments - [Three skills that matter when AI handles the coding](https://daily.dev/posts/three-skills-that-matter-when-ai-handles-the-coding-lnawvas2h) · InfoWorld · 0 upvotes · 0 comments --- Tags: [#ai](https://daily.dev/tags/ai), [#prompt-engineering](https://daily.dev/tags/prompt-engineering) [View this post on daily.dev](https://daily.dev/posts/the-danger-of-glamourizing-one-shots-otko9hg2g)