Are you tired of your AI hallucinating? I was too. After spending years debugging AI systems at Meta and building production AI apps, I realized we're all doing it backwards: Current approach: Write prompts Generate outputs Pray it works Debug when it doesn't (and it always does) What if instead we could MAKE IT IMPOSSIBLE for AI to generate wrong outputs? Think about it like this: Imagine you're teaching a robot to make you breakfast. Instead of hoping it does everything right and checking afterward (current AI approach), WBS is like first removing all spaces except the kitchen - the robot can't put a hot pan on the bed or try to cook on the sofa. It can only work in the space designed for cooking. The WBS framework makes AI reliable by designing spaces where only correct actions are possible, rather than hoping it behaves correctly. Real results from early testing: 30% reduction in debugging time for code generation Predictable AI trading strategies Verifiable outputs by design, not hope No more endless prompt engineering I'm looking for 4-5 developers building real AI apps who want to stop playing "prompt engineering whack-a-mole." I'll personally help you implement this in your project. Framework: https://chrisbora.substack.com/p/wbs-framework Implementation: https://github.com/cbora/aispec Drop a reply if you: Are building something with AI Are tired of unpredictable outputs Want to try a fundamentally different approach DM me if interested