I just want to go anyway. Shall we maybe just meet at Meadowhall? Can we do it after Meadowhall? OK. OK, you drop his clothes and I'll come back later. I just... I can't be around him anyway. I'll need to pay his rent somehow as well. Oh, I'll go. I'm going to sort that out. All right, well, let me know how it goes, yeah?

I'll send you the location, yeah?

Huh? I can drop them later if you want. Yeah, OK, I'm doing now. OK, bye-bye. How long are you from TLC right now? OK. Yeah, OK, I'll send you the Meadowhall location, yeah? Do you want to park near M&S again? But we have to walk through it because we need to go... Oh, we can park at Boots even, it's better. OK, OK, bye-bye, I'll send you the location.

OK, bye-bye.

How's your life? You're going to Chicago? We changed the plan, I think, so...

Little bit.

Bon après-midi. Bon après-midi. French. Ah, French. Really, but you've been many times.

No, I've been one time. One? They don't teach French in school in Houston?

English and Arabic.

Ah, OK. You could... You speak Arabic? No. I was thinking.

That's why you were there.

Everything changed.

What do you know? Bonjour.

Bonjour. Je m'appelle. I know a few things because my mother-in-law was learning.

Oh, yeah.

Not in school, in library or something, but... Less than a few kids.

Was it a family one? All family or just kids?

No, kids. It was a lady in a library, I think. Ah. Like five, six. Not more than five, six.

Because when I was about 11, 10, 11, we used to go, me and my brother, my mother, we went in, it was called Family Spanish. And we were all learning together, like, the grown-ups. It was really nice. Really nice idea, to be honest.

Yeah.

Are you OK, Shona? I don't know that someone owes me. Ah, is that your life? My parents. But it's OK if you need cash. No, it's OK. It's OK. There you go. Thank you. OK. UK pizza usually pay a week later, but they're asking me for a week later. I wondered what that was, that 100 pounds. Yeah, that's UK pizza. I really don't know what it was, because he said he's doing it, so I don't know. It's like it's worth it. OK. I think I will, yeah. I might be a bit more, because yesterday, it was like a drawing to 15, so I've got two. Yeah. Yeah. Yeah.

Did you saw the car?

Oh, the car actually, me, it was, it was everywhere, so I'm stuck again.

Yeah, my dad found me, so I'm not coming back again. You're right, because the guy still was close. I straight away rang him. Oh, you had his number? Yeah, because we... Oh, he said you opened as a member.

Yeah, we opened, and I go for a kind of full one. £100, £90-something. £190. Yeah, like a person, and from home.

For, yeah, and car as well.

£93-something. It's for the person or for the car, so you can join any car. Yeah, I paid about £30-something more to have it be the car, and from home, and two of us. But BMW, that's money, man, insurance. Oh, it does have. It does have, but I don't know.

They're not as good anyway.

You know, they added that much, you tend to add it.

I know, and my mum has one from insurance, but they don't use AA or RAC, they use Greenflag. And Greenflag is just an office, and they call the local... No, they try to do it, but Greenflag, it's a company, they've got only office, they don't operate the recovery. They put the sticker on, they call the local one in their panel.

I think just recovery is coming from there.

No, they come and try, but they're not... AA is very experienced, very fast. Yeah. You know, at the local one, there might be one garage in the next village, and they've got one guy, and he's not that experienced, and if he's got three jobs...

Yeah, and the reason I thought if something happened on the way, because he said straight away he wouldn't cover it.

Yeah, yeah, yeah.

So I thought, if it happened on the way, so I can call them. So when he drives home, we took it to the garage, and we collected BMW, I left it there, so that he knows the discovery. He knows what's going on. He's a specialist. He's a specialist. He knows what's in there, if you need it for reprogramming, because I think, I don't think we can fix that spring, we have to change over.

But we could buy one on eBay for 150, or Amazon has 150.

Yeah, he will check first the part, and...

You can't use it like this.

He said he's got a computer, which is with most of the model and run.

You can't use it like this with the wire.

Because the guy said, when you connect it, you need to reprogram it.

You can't use it like this. No, it's not safe, because any time, it might happen, snap, and... Back to the same problem.

Yeah, and you are needed up nowhere, it's not safe.

And you've got AA membership as well. Huh? You bought AA. Yeah, those are good as well. You've got AA membership.

Yeah. Full? Home start for the car.

How much is that one?

About six pounds something.

About what week? Monthly? That's why he was telling the guy who came here, he said, if you do it through patrol, you do it monthly.

Depends from actual price. Yeah. It depends on the price. It depends, you know, it's home start or not. It could be cheaper.

But even if it's a bit more than the old option...

It was nice.

It was nice, yeah.

And he said, I'll get more.

Yeah, yeah, yeah, yeah. I know, that's why I said they get something. They get something back. If you pay all yearly, I'll give you about 10% each other. Six. I did get mine online and I used quid call. You know quid call? You get some cash back and it's full price. You pay like 180 pounds, but you get 160 pound cash back. Really? Because that's what they're paying commission to the people, the insurance company or the patrol, or when they're in the shopping centre, they catch you. Have you got AA membership? Everyone they sell, they're getting like 80 pounds. So this quid call is a website for many things. You buy insurance, you buy, change your energy supplier. Even you do shopping like Cori's, Argos, everything. You get 1%, 2%, something like that. When you do it through them, instead of an advertiser or agent, middleman gets the commission. You know, when you see advert on the internet, on Facebook or whatever, they're paying for all that. So if you do it through quid call, they refund you.

So you get almost all the money back?

For the AA, it's always been either... Sometimes AA is cheap, sometimes RAC. But I think AA is much, much better than RAC, from my experience, in this area especially. And it was about 178 pounds something for the full, every AA thing on the car. I mean, the person, me. But then I get cash back was nearly all, like I paid about 40 for the year. Very good. But, you know, it's more headache as well.

Yeah.

This one, I'm going to give him two months before the start of the month so he don't phone you anymore. I'm going to give him this one and another one so he's got a next month cover early, so he'll be happy. OK. OK, I'll be back in a bit. Yeah, your car is hit by the gate.

The car is hit, no partnership.

OK.

It's enough. Yeah. Yeah.

Yeah, but I think there might be a good point in that as well.

It's a better idea.

Yeah.

Yeah. Now I'm going to go to, I don't know, talk to them. Yeah.

See what we can do.

Yeah, make a partnership with them.

Yeah, I'll see if I should, but if they do, all right.

OK, see you in a bit.

Thanks a lot.

OK, but help me to get this straight. If I'm... on this way of processing, but...

OK, but help me to get it straight then. A lot of them are being skipped for being too short, but I thought we're assembling lengthier concatenated amounts. So that, for example, we take the five minute phone call, let's say, of which there are many, many speaker turns of a few seconds each. I thought we were concatenating the turns to make longer, longer speaker segments that we could embed properly. The reason I ask is if I want this product to rival Assembly AI or one of the cloud-hosted top-tier providers for this service, it wouldn't skip short lines. It would at least make a best guess on them when it becomes obvious that the long phone call has two speakers, even if some of them are just tiny utterances. Yeah, so go on then, because I don't want to see... Transcripts that are broadly correct but have many unattributed lines, even if it's a best guess, because that should be broadly correct anyway. If we know that there are three or four people in the room and one of them says, OK, yes, if it's very short, it's probably less meaningful, but it's better to have guessed it wrongly than to say speaker zero or speaker three, because that's ugly. Pretty sure that's how it works with the major providers for this type of thing. In thinking that since the embeddings are already done on the part of the backfill, that it doesn't mean we need to wait for everything to come through again. It's just going to be about reapplying what we know about the recordings rather than reembedding them. In software development, what exactly do people mean when they say refactoring? So I get that sometimes things need changing and improving. Is that refactoring? And in other cases, I've come to develop my B-R-A-I platform excellently and it's great and it's functional, but it's a bit messy and there's probably a more efficient way for it to do its job. Given what I know now, I might start it all over again in a different way. Do you think that that's called refactoring or if I decide...