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That Human FlavorOntology: Engineering or Philosophy?Trust Over Triple Counts: Why Broadcast Ontologies Are Hard to Build—and EvaluateA Reference Frame Is Not One Frame: Temporal Evidence in Video InpaintingWhy General Generative Models Struggle with Precise Editing: Diffusion Priors vs. ConstraintsSame Mask, Different Problem: How Inpainting and Editing Reframed Object RemovalVideo Inpainting Starts with the Reference Frame: Choosing an Object-Removal Model for Broadcast ProductionThe GPU Was Idle: Building a Video Retrieval Pipeline That Does Not StallWhat Does It Mean to Remove an Object? From Image Inpainting to Video Object RemovalDoes Getting the Right Answer Improve Reasoning? The Promise and Limits of RLVRAI Does Not Remember the World — Approximation, Control, and ResponsibilityMCP and Harness Engineering: Building an Environment Where LLMs Can Work