Local AI Camera Detection Documentation#

codex resume 01a01163-4a3e-7cd2-b780-30eef5e8f62d Continuation: codex resume 01a01b8f-a60c-7f01-9173-c4c189929d3b

This document describes the working local visual-classification implementation and the information required to recreate it. It is documentation, not a task list.

1. Purpose and Design Principles#

1.1 Purpose#

The system adds a second-stage visual classifier to the existing UniFi Protect and Home Assistant installation.

UniFi Protect remains responsible for recording video and detecting broad event categories such as animal, person, or vehicle. Home Assistant receives the Protect event, obtains an image, sends it to a local vision-capable Ollama model, evaluates the structured result, records the decision, and sends a notification only when the objective-specific policy accepts the result.

Home Assistant - Stale & Unavailable Devices Cleanup#

This checklist tracks all stale, orphaned, and currently unavailable entities in Home Assistant grouped by physical/virtual device. Use the interactive checkboxes (- [ ]) to track your manual cleanup in the Home Assistant UI or via SSH.

Summary Stats:

• Total Devices / Groups: 5
• Total Affected Entities: 21
• Stale Restored Entities (Registry Orphans / Deprecated): 10
• Currently Unavailable Entities (Offline Hardware / Connection Loss): 11

Cleanup Methods#

1. UI Deletion (Recommended for Stale / Orphaned Entities):
   • Go to Settings > Devices & Services > Entities.
   • Filter by Status: Restored / Unavailable or search the entity ID.
   • Select the checkbox next to the entity and click Delete Selected (red button at top).
2. Device / Integration Reconfiguration:
   • If an entire device is decommissioned (e.g. old Meross Coop Door opener replaced by ESPHome), go to Settings > Devices & Services > [Integration] > Devices, click the 3 dots on the device card, and click Delete.
3. Companion App Cleanup:
   • On mobile devices, disable unused tracking sensors in HA App Settings > Companion App > Manage Sensors to remove them cleanly.

1. Meross Smart Plugs, Switches & Openers (1 Devices, 2 Entities)#

• Garage Driveway Lights (Meross Dimmer) (Garage — 2 entities — Unavailable / Offline)
  • light.garage_driveway_lights_meross_dimmer — Garage Driveway Lights (Meross Dimmer) (light) — 🔴 Offline / Unavailable
  • sensor.garage_driveway_lights_meross_dimmer_signal_strength — Garage Driveway Lights (Meross Dimmer) - signal_strength (sensor) — 🔴 Offline / Unavailable

2. Aqara, Zigbee & Matter Sensors (3 Devices, 17 Entities)#

• Aqara Motion Sensor (No Area — 5 entities — Stale Restored)