Techniques for manipulating inputs sent to AI systems to alter model behavior, bypass filters, or obtain unintended outputs. Includes prompt injection, adversarial input crafting, payload encoding, context poisoning, and evasion strategies to circumvent content moderation, safety layers, or policy enforcement implemented at the application or model level.