How visual knowledge moved from hand-built features to CNNs, transformers, multimodal systems, and promptable segmentation.
AI Engineer building applied AI systems, automations, and developer tools.
I’m an AI engineer and founder of VolyxAI, building practical AI systems, automations, and developer tools. I write about applied AI, machine learning, autonomous agents, and lessons from shipping real products.
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