Introduction: This active deterrence PoE camera makes use of flashing red and blue strobe lights, two-way audio, and AI detection to proactively stop intrusions though providing clear shade night time vision and IP67 durability. since the crisp air and lengthier evenings of drop settle in, the need for reliable residence security reaches a peak. I