PANDA

Survey summary

MLLM-based agentic AI engineer for generalist VAD without training data or human tuning, combining scene-aware RAG strategy planning, heuristic-guided reasoning, tool-augmented self-reflection, and a chain-of-memory mechanism that lets it improve from past cases.

Training-Free