Making Small LLMs Production-Safe: Defensive AI and Glass Box Architecture

Small open-weight models like OLMo are fast and cheap. They're also confidently wrong. The fix isn't a better model — it's two architectural patterns: Defensive AI, where every output is untrusted until proven otherwise, and Glass Box Architecture, where everything around the model is transparent and auditable.