Anthropic's new Claude Haiku 4.5 AI model undergoes rigorous testing through interactive text adventures, revealing it matches Gemini 2.5 Flash in reasoning but at twice the cost. The analysis uncovers surprising performance hierarchies and proposes a radical shift in how we should evaluate LLM efficiency.