Turn messy app ideas and bug logs into structured, cost-efficient prompts for Lovable, Replit Agent, and Bolt.new. Reduce credit burn, prevent agent loops, and stop token explosion with execution-ready blueprints or QA test scripts optimized for vibe coding.