Intent following is flawed when it comes to hard novel schemes or impossible asks because LLMs can't distinguish them and always oblige in ways that seem to sat

Intent following is flawed when it comes to hard novel schemes or impossible asks because LLMs can't distinguish them and always oblige in ways that seem to satisfy. But if you know it knows what to do then why not just ask for code directly? A declarative language for LLMs feels like a way to polish the turds that come out of legacy LLMs as if LLMs won't ever get better. We don't really need a declarative language to be in the same position as asking for high-level description, fewer lines means more places to hide hallucinations. We need an hallucination alarm to show where difficult but legitimate requirements are being squirmed out of without reason.