--- title: "Blog: AI Could Build Your MVP. That's Why You Need Better Engineers" url: https://daily.dev/posts/blog-ai-could-build-your-mvp-that-s-why-you-need-better-engineers-gd91xheox source_url: https://wawand.co/blog/posts/does-a-company-need-a-software-team-in-2026 type: article source: "Wawandco" published: 2026-07-03T15:07:53.659Z updated: 2026-07-03T15:19:28.189Z tags: ["devops", "ai-coding", "technical-debt"] reading_time: 11 upvotes: 1 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. # Blog: AI Could Build Your MVP. That's Why You Need Better Engineers **[Wawandco](https://daily.dev/sources/wawandco)** · 11 min read · 1 upvotes · 0 comments ## Summary Research from DORA, METR, and GitClear's analysis of 211 million lines of code reveals a consistent pattern: AI coding tools accelerate output but correlate with less stable delivery, increased code duplication, and deferred technical debt. DORA's 2024 report found AI adoption dragging both throughput and stability down, while the 2025 report shows throughput gains but continued stability degradation. A METR study found experienced developers expected to be 20% faster with AI but were measured as 19% slower. The core argument is that AI moved the hard parts of software development rather than eliminating them — production discipline, architectural judgment, incident ownership, and reviewing AI-generated code for subtle errors remain human responsibilities. Senior engineers become more valuable, not less, because they know what to ask for, what to discard, and what will fail at scale. The conclusion is that companies need senior engineers embedded in their workflows to own what AI produces. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [AI can 10x developers...in creating tech debt](https://daily.dev/posts/ai-can-10x-developers-in-creating-tech-debt-6avfrcy8v) · Stack Overflow Blog · 4 upvotes · 0 comments --- Tags: [#devops](https://daily.dev/tags/devops), [#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/blog-ai-could-build-your-mvp-that-s-why-you-need-better-engineers-gd91xheox)