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# Beyond the Vibe: Specs, Adversarial Review, and Engineering AI Development that Scales and Ships

AI vibe coding builds fragile enterprise software. Learn how explicit domain models and automated adversarial reviews can radically compress sprint cycles and scale your development workflows.

- **Speakers:** [Ussama Baggili](https://www.wearedevelopers.com/@ussama-baggli)
- **Event:** World Congress 2026 North America
- **Published:** September 24, 2026
- **Duration:** 25:33
- **URL:** https://www.wearedevelopers.com/videos/100409-beyond-the-vibe-specs-adversarial-review-and-engineering-ai-development-that-scales-and-ships

## Access

Playback and chapters for this video are available with a Free account.

## Related Moments

- [The limitations of vibe coding for production software](https://www.wearedevelopers.com/videos/100216-from-vibe-coding-to-viable-code-with-spec-driven-development) (from "From Vibe Coding to Viable Code with Spec-Driven Development")
- [Vibe coding versus professional software engineering and accountability](https://www.wearedevelopers.com/videos/100397-beyond-vibe-coding-using-cli-tools-as-your-ai-counterpart-in-pair-programming) (from "Beyond Vibe Coding: Using CLI Tools as Your AI Counterpart in Pair Programming")
- [Introduction to vibe coding and AI system generation](https://www.wearedevelopers.com/videos/1942-technical-debt-when-vibe-coding) (from "Technical Debt when Vibe coding")
- [Overcoming the limitations of AI generated vibe coding](https://www.wearedevelopers.com/videos/1816-the-why-and-how-of-webmcp-alex-nahas) (from "The Why and How of WebMCP - Alex Nahas")
- [The limits of vibe coding and zero-to-one prototyping](https://www.wearedevelopers.com/videos/1735-engineering-mindset-in-the-age-of-ai-gunnar-grosch-aws) (from "Engineering Mindset in the Age of AI - Gunnar Grosch, AWS")
- [Defining vibe coding and navigating early tool limitations](https://www.wearedevelopers.com/videos/100119-it-s-not-vibe-coding-if-you-know-what-you-re-doing) (from "It's Not Vibe Coding If You Know What You're Doing")

## Related Articles

- [What is Software Engineering in the Age of AI?](https://www.wearedevelopers.com/magazine/640-what-is-software-engineering-in-the-age-of-ai)
- [Lessons for Vibe Coders and Developers](https://www.wearedevelopers.com/magazine/614-lessons-for-vibe-coders-and-developers)
- [Exploring AI: Opportunities and Risks for Developers](https://www.wearedevelopers.com/magazine/522-exploring-ai-opportunities-and-risks-for-developers)
- [Transforming Software Development: The Role of AI and Developer Tools](https://www.wearedevelopers.com/magazine/527-transforming-software-development-the-role-of-ai-and-developer-tools)

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