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Students were losing momentum switching between platforms when stuck on problems. They needed quick help that explained methods, not just answers. I wanted to eliminate that friction.
The issue was disruption—every roadblock broke concentration. I built a simple capture-ask-review workflow for instant guidance without killing focus.
I started prioritizing speed, but feedback showed students cared more about understanding why solutions worked. This pushed me to strengthen explanations and simplify the interface to essentials. Testing across subjects taught me to build adaptive reasoning that handles different problem types consistently.