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Quick summary of the explainer video on why LLMs produce confident-but-false answers, with a practical checklist: verify outputs, add triage, grounding and monitoring before shipping.
Nemotron 3 Nano Omni offers long-context multimodal reasoning for documents, images, audio and video. BF16/FP8/NVFP4 checkpoints are on Hugging Face; the post includes a compact smoke-test and setup.
VideoDB Skills packages a decade of video-infrastructure battle scars into agent APIs so agents can ingest streams, index and search moments, return playable clips, and run server-side edits.