What Is AI Model Poisoning? Complete 2026 Guide

AI model poisoning covers attacks that corrupt training data, model weights, or update pipelines so a model behaves incorrectly or maliciously. This guide separates confirmed real-world incidents from controlled research, and walks through detection, layered prevention, and incident response for security, machine learning, and risk teams evaluating AI systems.