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In the laser diode, optical trap is sandwiched right between p- and n-materials. The junction itself becomes the gain medium. Stimulated emission happens at electron-hole pair: incident photon is forcing the electrons and holes in the junction to annihilate and release photons of light with equal phase and energy.
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