In 2026, the paradigm has shifted from "Data Collection" to "Insight Orchestration." As global regulations and privacy concerns make centralized data lakes obsolete, Federated Intelligence has emerged as the primary way for organizations to train powerful models while keeping sensitive data on-device. However, this decentralized approach introduces a new frontier of vulnerabilities—from model poisoning and gradient leakage to orchestrator spoofing.
Assistant Manager
Assistant Manager