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AI Monster Brawl sent the same prompt to all 325 OpenRouter text models to build a monster fighter within a 1000-point budget; a third failed on the first try, mostly by overspending, and 7% never produced a valid fighter. The post analyzes common failure modes like budget overruns, invalid parts, and malformed JSON.