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title: Where AI saves me time and where it slows me down
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# Where AI saves me time and where it slows me down

**[The New Stack](https://daily.dev/sources/newstack)** · 12 min read · 0 upvotes · 0 comments

## Summary

A Webflow engineer shares a candid account of how AI has reshaped his daily workflow. AI dramatically speeds up the early stages of work — context gathering, scaffolding, and generating first drafts — especially when connected to real tools via MCP. However, the bottleneck has shifted from creation to verification: reviewing generated code, validating assumptions, ensuring tests are meaningful, and owning what gets shipped. A secondary effect is that AI makes it too easy to start too much work, creating PR backlogs and coordination overhead. The core insight is that AI moves time rather than eliminates it, and the hard parts of engineering — judgment, ownership, sequencing — remain firmly human responsibilities.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://thenewstack.io/ai-engineering-speed-tradeoffs>

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---

Tags: [#mcp](https://daily.dev/tags/mcp), [#nocode](https://daily.dev/tags/nocode), [#code-review](https://daily.dev/tags/code-review), [#ai-assisted-development](https://daily.dev/tags/ai-assisted-development)

[View this post on daily.dev](https://daily.dev/posts/where-ai-saves-me-time-and-where-it-slows-me-down-fuxjk6qxr)

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