Preface: While NVIDIA has not “dropped” support for the core OpenClaw framework, in some specific cases they have moved away from its standard form. Background: Because NemoClaw “bakes” certain variables into the sandbox configuration during onboarding, if they are not correctly scoped or sanitized, they remain accessible to the agent process even though it should…

Preface: NVIDIA FLARE allows research and data scientists to adapt existing ML/DL workflow to federated learning paradigm. Background: A critical Insecure Direct Object Reference (IDOR) vulnerability was identified in the NVIDIA NVFlare Dashboard (CVE-2026-24178). In federated learning environments—where privacy is paramount (e.g., HIPAA-compliant medical research)—this flaw allowed unauthorized users to bypass access controls and interact…

Preface: Self-service AI is a technology that uses AI techniques (such as chatbots, natural language processing (NLP), and machine learning) to enable customers to solve problems or find information themselves anytime, anywhere, without interacting with human customer service. It acts as a digital agent, providing instant assistance through channels such as websites, instant messaging applications,…