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[Full Workshop] Vibe Coding at Scale: Customizing AI Assistants for Enterprise Environments
Takeaway
Move enterprises through yolo -> structured -> spectrum vibes by adding guardrails (workspace settings, popular stacks, auto-approval policies) without killing the creative speed.
Summary
- VS Code workshop covers three maturity stages: YOLO vibes (creativity/speed), structured vibes (sustainability), spectrum vibes (scale/reliability).
- YOLO walkthrough: agent mode in Copilot Chat with auto-accept and the new-workspace tool — builds a React+Vite hydration tracking app with 'Apple/material design' prompts.
- Recommends popular stacks (React/Vite) so the AI doesn't have to guess; demonstrates settings tweaks for tool pickers and approve auto-approve at the workspace level.
- Enterprise interest is largely from non-technical staff (UX, PMs) who want to mock up ideas and communicate intent in meetings.
- Talks about adding guardrails and trust to reach spectrum vibes — best practices emerging on Reddit and blogs.
vibe-codingvscodeenterprise
Original description
"Vibe coding" often falters in complex enterprise environments. Drawing from real implementations, this talk demonstrates systematic approaches to customizing AI assistants for challenging codebases. We'll explore specialized techniques for navigating complex architectures, evidence-based strategies for undocumented legacy systems, methodologies for maintaining context across polyglot environments, and frameworks for standardizing AI usage while preserving developer autonomy. Through case studies from finance and healthcare, we'll present a comprehensive evaluation framework that bridges the gap between AI's theoretical capabilities and practical enterprise implementation, enabling true flow-state collaboration even within the most complex development ecosystems. Recorded at the AI Engineer World's Fair in San Francisco. Stay up to date on our upcoming events and content by joining our newsletter here: https://www.ai.engineer/newsletter