This document discusses using an acetylene and nitrogen gas mixture during turning operations to achieve in-situ surface hardening of AISI 4340 steel. Preliminary results showed the tool-chip interface provided enough energy to decompose the gases and allow carbon diffusion into the work surface, carburizing it and increasing hardness without post-machining heat treatment. An experiment was conducted to optimize cutting parameters like speed, feed, and depth of cut using the gas mixture in order to maximize hardness and minimize surface roughness of the machined steel. Analysis found hardness increased by up to 39.6% with the gas mixture compared to other environments.