Engin Zeydan

Developers are likely wasting tokens and diluting model attention without realizing it: Tokalator reveals that instruction-file injection and irrelevant open tabs are major, "invisible" budget consumers in AI-assisted coding.

Synthetic data, often touted as a solution to data scarcity, can actually *improve* fairness and accuracy when generated with ethical and regulatory compliance baked in.