Rizwanul Islam argues that 'vibe coding' fails for serious applications. He contrasts prompt-based building with his approach: orchestrating AI agents. For Gaari and The Trail, he designed the system architecture first, then deployed AI to execute specific tasks. This method ensures reliability over simple code generation.

The core difference is control. Vibe coding relies on probability, often producing fragile components. Islam's 'Agentic Swarm' for The Trail uses specialized agents: a Planner, Researcher, Writer, and Critic. The Critic enforces a quality rubric, rejecting drafts below an 8/10 score and forcing rewrites until the system produces verified output.

This requires a robust infrastructure. Both projects use Next.js and Supabase. Supabase's Row Level Security provides a critical safety net, preventing unauthorized database access even if an AI agent malfunctions. Next.js handles the performance demands of rich content and real-time analytics. The goal is building the engine, not just painting the car.