Engineer says manual tweaks after Claude optimization made EC2 CPU 50x faster than M4 Max

_Stocko_ · x · 2026-11-05

Developer Stocko reports that after Claude "optimized" his feature extraction routine, he applied his own tuning on top and got it running 50x faster on an EC2 CPU instance than on his M4 Max. His takeaway: real software engineers know low-level "incantations" that vibe coders don't — human expertise after AI output remains decisive.

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