LAAF: A Layered Accountability Architecture Framework for LLM Applications

Large Language Models LLMs operate in hospitals, courtrooms, banks, and public service desks, where fluent, confident outputs are treated as authoritative even when ungrounded or incorrect. When such an output contributes to harm, who is answerable, and through what mechanisms can responsibility ...

Data governance: 5 tips for holistic data protection

Your data is a strategic asset. To benefit your business, data requires strict controls around structure, access, and lifecycle. However, most security leaders have doubts about data security—nearly 70 percent of chief information security officers CISOs expect to have their data compromised in a...