v1 lost to caveman on tokens/time despite minimal code: it wrote essays defending each simplification. v2 caps explanation at three lines and ships the lazy version instead of stalling on necessity questions. Benchmark: 136.6k tok vs caveman 138.4k, code 47 vs 117 lines across 5 tasks.