During August 2025, Zamderax focused on stabilizing Linux builds for the JIT compiler in the ml-explore/mlx repository. By identifying and resolving a Linux-specific compilation failure caused by a missing standard header in C++, Zamderax ensured that the JIT component now compiles cleanly across platforms. The technical solution involved adding the <algorithm> header to jit_compiler.cpp, enabling the use of std::find_if and eliminating build errors unique to Linux environments. Leveraging expertise in build systems and C++, Zamderax’s targeted bug fix improved cross-platform compatibility and enhanced CI reliability, laying the groundwork for broader deployment and more robust automated testing.