HALLELUAI: AI System for Ultra-Realistic Video Generation with Hallucination Moderation

HALLELUAI has been unveiled by researchers as a comprehensive system aimed at moderating and regenerating AI-generated image-to-video outputs, achieving ultra-realistic results on a large scale. This system tackles quality control challenges in marketing, product storytelling, and creative processes by incorporating a video moderation module that assesses frame aesthetics, motion fidelity, and hallucination risks based on the original image. An agentic regeneration module rectifies issues through iterative prompt refinement, camera adjustments, model or image changes, and organized retry methods. The moderation logic adheres to specific creative guidelines, yielding detailed, machine-actionable feedback. The goal is to ensure a consistent quality of experience (QoE) for users, meeting expert-level creative standards. The findings are published in arXiv:2607.22959.