Worked on reliability enhancements for GGML-based projects, specifically llama.cpp and whisper.cpp, by developing callback-driven mechanisms for abort and fatal error handling. Leveraging C and C++ programming skills, introduced a graceful abort callback in the llama.cpp repository, enabling pre-termination messaging and data preservation. In the Mintplex-Labs/whisper.cpp repository, implemented a callback system for fatal error handling, including type definitions and setter/getter functions with chaining to support improved error reporting in headless environments. Established a reusable callback design pattern across these codebases, focusing on error handling and observability to ensure data safety and resilience during critical failure scenarios.