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Andy Halliday

👤 Speaker
3893 total appearances

Appearances Over Time

Podcast Appearances

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

But this is a slightly different one.

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

This is an enterprise-focused digital twin platform that creates an AI model for every employee.

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

So you can see there's a differentiation there between what, you know, UR.AI is doing and what Vivint is doing.

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

And it has a specialized large language model that's been fine-tuned for each employee, and it's grounded in fine-grained employee context.

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

So they have probably done something pretty impressive.

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

pretty special to get that much of a seed round that captures employee expertise and makes it accessible to other employees and reduces knowledge loss, institutional memory, retention when there's turnover in employees, which is going to happen, right?

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

We know from AI that a lot of employees are going to go away.

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

Well, let's try to capture their knowledge before they do.

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

Okay.

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

The fourth one is called personal.ai.

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

And this is this personal language model idea with multiple memory layers.

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

So it can remember various aspects of your life.

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

And this is the one that has

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

Edge deployment.

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

So you can put it on devices and do this really locally if you have a sizable multi-terabyte network-attached storage drive and you use the edge deployment model of that device.

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

platform i don't know what the uh cost is for the software part of it but you would run it locally i don't believe it's open source this has been around for a while but they've basically moved towards this direction and it's its focus is on a digital twin for personal knowledge management so think of it as being an extension of the collection of your notion database or your obsidian database

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

Instead, you actually train a digital twin based on that plus lots of other things like videos of you doing presentations or whatever, and all of other writings that maybe aren't a part of your knowledge base.

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

This becomes a personal knowledge base for personalized AI applications.

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

This is the consult with yourself one.

The Daily AI Show
GPT-5.1 Gets a Personality, Digital Twins Rise, and AI’s Cost Crisis

and or the personal digital clone that's smarter than you in some respects and can be acting as your assistant.