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Multimodal models can now achieve state-of-the-art performance in real-world tasks like document understanding and audio-video comprehension with significantly reduced inference latency thanks to novel token-reduction techniques.
Current benchmarks mislead on the security of AI agents against indirect prompt injection; robust defenses require dynamic replanning, constrained LLM-based security checks, and human interaction.
