Auto-adapting pest deterrent system using artificial intelligence

An apparatus comprising:

• an interface configured to receive sensor data from a plurality of sensors;
• and
• a processor configured to (i) detect an intruder in response to (a) an analysis of said sensor data and (b) an initial intruder threshold that does not classify said intruder, (ii) change a local artificial intelligence (AI) model from a low power mode of operation to an active mode of operation in response to detecting said intruder and (iii) generate a countermeasure signal in response to a countermeasure selection by said local AI model when said local AI model is in said active mode of operation, wherein said local AI model operating in said active mode of operation is configured to
• (A) analyze said sensor data,
• (B) compare said sensor data of said intruder to a database of pests to perform a classification of said intruder as a selected pest,
• (C) determine said countermeasure selection in response to (i) said selected pest and (ii) a context of an environment,
• (D) monitor said sensor data for an outcome of said countermeasure selection,
• (E) generate a text description comprising said classification of said selected pest, said countermeasure selection, a basis for said countermeasure selection and said outcome of said countermeasure selection, and
• (F) update weights and biases of said local AI model for (a) said classification of said intruder and (b) said countermeasure selection, in response to an analysis of said text description.