How I Built a Zero-Boilerplate AI Engineering Workflow
The Problem: Traditional "AI chatting" leads to hallucination drift and mounting technical debt. The Solution: A Managed Workflow using the Triumvirate pattern—transforming AI from a flaky assistant into a deterministic execution engine. Key Tactics: Enforcement via .cursorrules, surgical context locking with @Symbols, and the Shadow Diff staging protocol. The Outcome: 40 hours of routine boilerplate compressed into 40 minutes of architectural oversight with zero technical debt.
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