







As algorithms increasingly shape real-world outcomes, intent alone is no longer a defense. Shirin Rai Gupta and Dr. Nandini Seth unpack the legal and moral ambiguity of AI systems—from biased hiring tools to opaque public decision engines. This episode confronts accountability, governance, and the uncomfortable truth that statistical systems can produce social harm without malicious intent.