1L Qwen3, d=3, 4h/1kv, hd=2
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The simultaneous constraints of code quality requirements via AGENTS.md, speed requirements with a quantifiable target objective, and an output accuracy/quality requirement, all do succeed at finding meaningful speedups consistently (atleast 2x-3x)
ATMs in the US, and IBM would sell them overseas, where IBM had generally been