# Vibe Coding 1 Year On, Faster Or Just Busier? Page: https://stenobird.com/podcast/the-ai-breakdown/vibe-coding-1-year-on-faster-or-just-busier Text version: https://stenobird.com/podcast/the-ai-breakdown/vibe-coding-1-year-on-faster-or-just-busier.md Podcast: [The AI Breakdown](https://stenobird.com/podcast/the-ai-breakdown) Published: 2026-03-09T14:42:19+00:00 Episode link: https://theaibreakdown.podbean.com/e/vibe-coding-1-year-on-faster-or-just-busier/ Audio file: https://mcdn.podbean.com/mf/web/dxtcz26ey7f6mkgu/18_Vibe_Coding_1_Year_On_Faster_Or_Just_Busier.mp3 Processing state: failed JSON: https://stenobird.com/v1/public/podcasts/the-ai-breakdown/episodes/vibe-coding-1-year-on-faster-or-just-busier Duration seconds: 1220 ## Resource One year after vibe coding entered the conversation, what has actually changed for software teams? In this episode of The AI Breakdown, I look past the hype and ask a simpler question: are AI coding tools genuinely making developers faster, or are they just creating more output, more review, and more hidden complexity? Drawing on recent research, industry data, and practical experience, this episode explores where AI is helping, where the productivity gains are less clear, why trust remains low, and what all of this means for code quality, junior developers, and the future shape of engineering teams. The conclusion is not that AI coding is overhyped, and not that software development has been solved, but that the real opportunity lies in moving beyond vibe coding toward a more disciplined model of AI-first engineering. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/the-ai-breakdown/episodes/vibe-coding-1-year-on-faster-or-just-busier/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/the-ai-breakdown/vibe-coding-1-year-on-faster-or-just-busier.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.