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Continuous video understanding doesn't require constant multimodal LLM compute: selectively waking a heavyweight reasoner via lightweight spatial filtering delivers real-time, causal anomaly reasoning without diluting rare events.
Image generation models ace photorealistic art but still choke on screenshots and infographics, highlighting a critical gap in real-world applicability.
A hierarchical RAG framework with ensemble inference and LLM-powered query planning crushes the WattBot 2025 Challenge, showing that carefully structured retrieval and answer stabilization are key to high-precision question answering.
