Vibes Aren’t a Strategy: Engineering Context in the Age of AI Precon

Vibes Aren’t a Strategy: Engineering Context in the Age of AI
by Tim Rayburn

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SQL Saturday Atlanta 2026 - AI & BI (#1127)

The Problem: The "Vibe Coding" Wall
We’ve all experienced the magic of "vibe coding"—describing a feature to an AI and watching it come to life. But for greenfield projects, "vibes" quickly lead to architectural drift, context loss, and unmaintainable "spaghetti" code. The missing link isn't a better prompt; it’s a better process.
The Solution: Context Engineering via BMAD
This hands-on session introduces the BMAD Method (Breakthrough Method for Agile AI-Driven Development), a revolutionary framework that transforms AI from a chatty assistant into a structured, production-ready development team.
Participants will learn how to replace fuzzy prompts with Context Engineering. We will use the BMAD multi-agent workflow to greenfield an application from scratch—moving through a disciplined, four-phase lifecycle:
Analysis: Using specialized agents to brainstorm and research the project "North Star."
Planning: Generating high-fidelity PRDs and specs that provide the "source of truth."
Solutioning: Sharding documentation into actionable epics and stories to prevent context bloat.
Implementation: Orchestrating Developer and QA agents to execute code with zero "context loss."
Hands-On Experience
Attendees will work through a live greenfield track, choosing between Quick Flow (for rapid prototyping) and the full BMAD Method (for robust platforms). You will see firsthand how to use the BMAD-Core flattener and agent-as-code patterns to maintain a single source of truth within your repository.
Key Takeaways
Context Engineering Mastery: Learn to design the structural context that AI agents need to build complex systems without hallucinations.
The Multi-Agent Team: Understand the roles of the Analyst, Architect, and Scrum Master agents in a spec-driven environment.
Practical Tooling: Get hands-on with the BMAD CLI and learn how to integrate it with IDEs like Cursor, Claude Code, or VS Code.

About the Speaker:
Tim Rayburn is a leader within the Improving Enterprises organization, with considerable experience being on the front lines of customer engagement and project management. Focused on delivering successful projects, and leading successful and happy teams.
He is a speaker, leader and contributor to the developer community in Dallas/Fort Worth and the nation, speaking at conferences and user groups, authoring books and articles, and generally doing all he can to make all of my fellow software developers as successful as they can be.