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[BS] AI Operators, and the Leap Beyond Alarms
In this BrainStream, I explore why we’re on the edge of a generational shift in how properties are secured. Not just sensors. Not just cameras. A true, always-awake operator built from VLMs, re-identification, and on-prem AI. I look at Ubiquiti’s position, emerging players, and why the “virtual guard” model is no longer sci-fi but an inevitable next step.
TL;DR
Security is moving from alarms to an always-awake, property-aware AI operators that verifies, learns, and predicts.
🎧 Listen Now at Spotify, YouTube, or Apple Podcasts
→ More at: https://avrahamraskin.com/podcast
Timestamps
00:00 | Why I Had to Record One More
00:21 | The Ubiquiti/UniFi Fascination
01:31 | The “Ultimate Operator” Concept
02:20 | Parameters → Description: A Real Turning Point
03:21 | Teaching an AI the Property (The Guard Analogy)
04:41 | From Virtual Guards to Site-Aware Intelligence
05:22 | Alarm Monitoring: The Missing Link
06:13 | Camera Verification and VLM Reasoning
08:48 | Prediction Instead of Reaction
09:51 | Closing the Loop: Where This Is Heading
#Ubiquiti #UniFi #VideoOperator #VLM #Re-ID #Alarm #Verification #PredictiveSecurity #On-Prem AI #ComputerVision #Security #Future
View all episodes
By Avraham RaskinIn this BrainStream, I explore why we’re on the edge of a generational shift in how properties are secured. Not just sensors. Not just cameras. A true, always-awake operator built from VLMs, re-identification, and on-prem AI. I look at Ubiquiti’s position, emerging players, and why the “virtual guard” model is no longer sci-fi but an inevitable next step.
TL;DR
Security is moving from alarms to an always-awake, property-aware AI operators that verifies, learns, and predicts.
🎧 Listen Now at Spotify, YouTube, or Apple Podcasts
→ More at: https://avrahamraskin.com/podcast
Timestamps
00:00 | Why I Had to Record One More
00:21 | The Ubiquiti/UniFi Fascination
01:31 | The “Ultimate Operator” Concept
02:20 | Parameters → Description: A Real Turning Point
03:21 | Teaching an AI the Property (The Guard Analogy)
04:41 | From Virtual Guards to Site-Aware Intelligence
05:22 | Alarm Monitoring: The Missing Link
06:13 | Camera Verification and VLM Reasoning
08:48 | Prediction Instead of Reaction
09:51 | Closing the Loop: Where This Is Heading
#Ubiquiti #UniFi #VideoOperator #VLM #Re-ID #Alarm #Verification #PredictiveSecurity #On-Prem AI #ComputerVision #Security #Future