Model Mechanics

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Track 4

4. Multimodal and Multilingual Systems

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1Multimodal Inputs: More Than TextSeparate the base model, modality encoder, API surface, and generation toolBeginner 2Documents and Screens: OCR, Layout, and Vision Failure ModesThe right crop or text layer can outperform a larger screenshotIntermediate 3Multilingual Models: Token Cost, Transfer, and KhmerA Khmer interface is not a Khmer-quality evaluationIntermediate 4Computer Use: Perception–Action LoopsEvery click depends on what the system saw, inferred, and was allowed to doAdvanced

4. Multimodal and Multilingual Systems