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How do I debug on-chip with Arduino?

Though emulator is quite a useful thing to debug a code with no side effects, most real-world applications include some circuitry besides an Arduino. If a microcontroller on Arduino had JTAG interface, it would be pretty straight-forward, but what if it's e.g. Arduino Uno?