Beyond Vibe Coding: How to Scale AI-Assisted Development Without Architectural Chaos

Southern California Linux Expo
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Talk by Mushegh Gevorgyan https://www.socallinuxexpo.org/scale/23x/presentations/beyond-vibe-coding-how-scale-ai-assisted-development-without-architectural AI coding assistants have made engineers 10x faster, but when entire teams use them, a new problem emerges: architectural chaos. Each developer gets working code from their AI, but without shared architectural context, you end up with conflicting patterns, duplicate services, and unmaintainable systems. This talk introduces SpecMind, an open-source tool that enables spec-driven vibe coding by automatically analyzing your codebase, generating architecture documentation, and keeping design decisions aligned across your team. Learn how to maintain architectural consistency while moving fast with AI, and see a live demo of the analyze, design, and implement workflow that keeps teams building together instead of in isolation.

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