As a Freelance Technical Operations & AI Data Expert, I evaluate and reinforce logic constraints for large language models to improve response accuracy, alignment, and quality.
I built automated validation scripts to parse data payloads and analyze code architectures for potential errors. I also maintain technical validation wikis and system schema documentation.
I founded and developed Empathy Internet Protocol, an open-source real-time application framework for streaming human emotional metadata over HTTP and WebSocket. I also developed a C++ repository featuring data object mappings, tree and graph traversal algorithms, and memory management rules.

