This video introduces Legion, a multi-AI verification system designed to address the fundamental limitations of current Large Language Models (LLMs). The core problem with LLMs is that they are probabilistic token predictors that generate confident but often incorrect responses without internal verification. Legion solves this by routing tasks through a deterministic pipeline where multiple AI models audit each other's work, fact-check, and call out errors before any output is presented to users. This approach dramatically reduces hallucinations and drift while making AI more accessible by running efficiently on older hardware with minimal resources.
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CTP Vol. 62 - Vibe Coding Something Stupid (That Might Actually Be Useful)
Added:Hey, hey, hey.
You know what? His callous hands working this red dirt land.
Picking up scraps and broken things, making them work again.
Mike will make it.
Mike will make it from the dust and rust and pain.
Mike will make it.
Mike will make it.
Something strong from what remains.
Mike will make it.
You seem l in the heat.
Sweat tripping on concrete.
Taking your trash your thrown away.
Building tomorrow day.
Make it make it from the dust and rust and pain.
Make it.
What is up? What is up? Holy smokes.
Look at this. I need to fix this so y'all can actually see what the heck I'm doing. Hey. Hey, chill out. It's fine.
Look. Here we go. You want You want to be seen? You want to be seen? Okay.
You're You're going to get seen, dude.
Got to make a bread. Look. See? There you are. Are you good now? Hey guys, what's up? I'm liking to make stuff. And of course, Don Julio Antonio Chico losing his mind because he sees that. Oh god, here we are. Okay. Hey, can I get to work or you just gonna sit up here and be a butt here? Talk to them real quick. There.
Say hi to everybody. Are you just going to stare blankly around like a [ __ ] Huh? Is that the plan?
Hello everybody. How we doing?
Okay, you got to get down, bro. Go play.
All right.
Nope. Here he comes dashing around. Hey mental, you ain't had nothing to say to me all day until I start over here on the live stream and now here you go.
Hello fly. Good to see you. Thanks for everybody being here. Appreciate you guys being in man.
Yeah, you you be over there and be over there doing that.
Shouldn't have named him. I don't know about that. Good lord. I don't know what to call it, dude. He needs to go lay down is what he needs to do. Hope everybody had a wonderful.
Is that what we're doing, brother? Hey, this is my live stream. Okay. No, sir.
No, sir. Look.
You want to meet snack? Go play. Go do something. I hope everybody had a wonderful time. I hope you guys are having a wonderful week. Good to see you. My name is Mike. I'm N.
And I have been making stuff. I promise.
Just not wood shop because let's give a shout out to everybody out there in the chat. What's up, chat? How y'all doing, man? Justin Trucker's in the house. Johnny's Legcraft's here.
Lawrence is here. Fly's here.
Man, I know, right? My dunder mifflin pants. I'm loving them, man.
I am chilling out, relaxing in the most chilled out clothes. I'm getting nice and comfy, settled in because I've got a nice big round of coating ahead of me and it is going to be something. I promise that.
For those of you that don't know, I'm put out a video about this in all honesty. Um, I'm a nerd. Nobody Nobody ever doubted that. Um, YouTube's my therapy right now. Hell yeah, dude. I hope you get to feeling better soon, Lawrence. Man, I'm sorry feeling so hot, man.
Evan Ellis is in the house.
Good to see all of you guys, man.
Really. Um, Nerds Unite. Absolutely. Hell yeah.
Well, we got 10 people in the house.
Hell yeah. What's up, guys? Good to see you, man. Um, I figured it's about time that I had this guy come over here and act like a dork. You didn't have to announce it to tell us that you're a nerd. Yeah, I know that. But here's the thing about being a nerd is that I got to openly just come out of the closet and admit that I do nerdy [ __ ] And it is nerdy.
Not like I've kept it a damn secret lately, but you know what are you going to do?
So, uh, you doing, man? Good to see you, buddy.
Is uh are are okay? You just hang out right there while I talk. Okay. Um, little bit different. I make stuff and that doesn't necessarily mean in a workshop. That means all over the place.
That means doing all kinds of things.
Um, most of y'all know I've been uh farting around in the digital world quite a bit.
And uh, man, I think I got something I'm kind of proud of, man. I really do.
Mike's Nerds Anonymous is the new channel name. Oh [ __ ] there we go.
Books and Reptiles. Yeah. And you know, like I said, I'll probably make a video about it, but that's it's been absolutely nuts trying to reconcile those two sides of me, you know what I mean? The dork and the and the shop minion blue collar, you know, go out, make stuff.
Just seem like they didn't jive together. And I I guess they do. I mean, because they jive together in me. And at the end of the day, what else matters?
Um, I might lose half my subscribers going in this little vent and tearing things off and doing all these other endeavors.
I might end up with a channel that kind of is unique from everybody else. But I guess it stands to reason we're going to find out, right? Um, before we get any further, I should do the thing to the thing and do this thing to this thing.
Here is in the house who says, "You do you, you'll find the real ones." That's what I'm banking on. That's what I'm certainly banking on, man. Um, I wish I had something to need me out.
All I do is work, work, work. Well, I might have enough nerd for everybody, let me tell you. Cuz uh, I've been farting with this project for quite a while now.
Yeah.
Like, are are you coming to like do QA?
You're going to inspect things or no, you're just going to sit right here and lick your balls. All right. Well, so here we are.
Lauren says, "I went to a bookstore one time and wanted a book on her hertology and the Lelay wouldn't order it for me."
Oh my. Hertology or herptologology? I'm Wait a minute. That's kind of a new one on me.
The man of the hour indeed. He is the man of every hour he wants to be a man of. Um, so I guess I'm curious. I mean, all of you guys I know you guys from the from the from the circles that we normally hang out with and the crowd and you know, whatever, but do you guys do any kind of computer work? Do you guys do any coding, AI stuff, platforms, program writing?
I'm really interested. If you guys are into that, by all means. You got a friend here, that's for sure. Um, I figured I'm gonna vibe code something tonight. I don't know how well it's going to go. We'll see how it works.
I already kind of sort of got started on it about what I was going to do, but uh, heck with it, right?
fix that dope on camera because I bet you guys don't want to sit around staring at the couch. Hold on. Bet. Are we good? I'm I'm doing the dumb crap.
Here we go.
Add to the scene is Nerd on. What's up, nerd?
>> Hey, nerd.
>> How you doing, Dorcas?
>> I'm good, Goober.
I know, right? Like what the hell do you even say about this stuff? Like >> I'm going to run out.
>> You're dork.
>> Yeah, there's so many >> geek, you know, whatever the hell.
Man, I heard you've been geeking out on some snakes.
>> So, behind me, if I can move the camera right, is my very first bioactive enclosure, which means it's like a whole forest biome.
>> Oh, sick. And I put the dirt in and I put the the plants in and I put the isopods in to clean up the poopy. And then I put a big orange snake in >> and she immediately hid even though I had to live stream it earlier.
>> Do you see the nerds coming out of the woodwork? Look at that. I went to school for networking and computer technology but I chose a different path. Hey Fims or is programming FIPS? I mean what are we doing? Are are you programming stuff? Is that what you're doing?
>> I'm not. No. And you you that I don't think you will ever see me do that.
>> Oh, >> but that's that's why we need computer nerds so that you can explain it to the non-computer nerds.
>> I think that uh >> I think at the end of the day, this is maybe just embracing the nerd because I know damn well by the time it's all said and done, the AI overlords are going to be watching us all, right? I mean, it just is what it is. There's no damn stopping it. So, [ __ ] it. I might as well be one of the buddies. You know what I mean? Oh, I remember my DS Mims, dude. Oh, don't don't don't tear him up, dude.
>> No, he's cool.
>> Be prepared.
>> You know, at least I got that going for me later on down the road when they're, you know, completing their decimation of humanity. Then they're like, "Oh, no.
Hang on to him, man. He had our back back in the day."
>> He's one of us.
>> Yeah. He he he was he was down with the crew for a while. So, let him hang out for a little bit, man. Oh, man. Let's see what we got going on in the chat. Films. I was in DMS today. I know how to turn and that's about it.
>> Yeah.
>> I I put whole sump pump backup battery system on the wall.
>> Yes. Tell them. Oh my god. You guys listen. Can I tell?
>> You tell me.
>> Nerdon. Can I tell them? Yes.
>> Oh, good lord.
>> Cuz I will I I don't want to take over the chat complaining about basement.
>> It's called the things with me is in the house. What's going on? Good to see you, buddy. Um, appreciate you coming in. You guys will love this. You guys give it up for the one you're calling Fims, our dear nerd on here >> because there's a disaster going on at her house. And turns out, for those of you that had tuned in to her ultimately charming shelf building video, >> oh god, that is going to come back to haunt me.
>> No, it's it's okay. It's okay. It was adequate representation.
>> It worked in the end, >> a skill set, you know, and you add it to a degree >> eventually.
But then comes the other day. And the other day is a flood, >> the second one.
>> Yeah.
>> In like a week >> in in Dear Nerdon's house.
>> Yeah.
>> And I'm proud to say I'm proud that my friend reports back she's got a sump pump in place. It's pumping out the water. She's troubleshooting busted floats.
the stupid float after >> maintenance diagnostics. It was great.
It was incredible, y'all.
>> After a whole day, >> I don't understand.
>> This was like last Monday, so like the day after your stream. Oh, I was at the pool that day. That's why I was like out of it. Um Oh, man. That was a good weekend. I I Yeah. The next day the power was off for like 24 hours and my basement flooded. So I went and bought the last generator that luckily was still at Home Depot. But I needed more. So I ended up with a battery backup for it because it then flooded again the end of the week. And what changed because the electricity was on that time. What changed was that there is literally a mudslide in my yard right now because of drama, >> right?
>> So, I I literally dug a moat.
>> Yes.
>> And it worked.
>> Get down.
>> It wor It filled, but it worked. I didn't get flooding today. And I installed a battery backup on the wall.
>> Johnny says, "Good your chat window over a little, please."
>> I cursed a lot.
>> I cursed a lot.
You cursed a lot.
>> I cursed, >> which is fine.
>> For those that are in the know, >> if if you're if you're doing some kind of uh if you're doing some kind of blue collar work and you're not cussing, then you ain't doing it right.
>> Yeah. I wanted to get >> showing love to uh make all the things with me, which is phenomenal. I love that channel name, by the way.
I mean, I might be a little biased, but >> yeah, that's that's good.
>> But holy smokes, y'all. She's putting together something pumps. You hear a second ago? So, I'm like, "Oh my god."
And then I had to dig them out. Then I had a reserve and I figured out I had the battery power to do. Holy hell. Yes.
>> I did.
>> Absolutely proud of you. 50 lb [ __ ] battery down into the last little corner of my house because the wires they gave me to connect it to the the charger thing were only like this big.
>> Oh wow.
>> And then I was screwing one down to the terminals on the battery.
>> Mhm.
>> And the what's it called? A locking washer. A lock washer.
>> Lock washer. Yes.
It fell into the water.
>> O, >> I didn't find it.
>> There are so many of these that are like legendary that are seem innocuous, but until you really start getting in and start making things or fixing things or assembling things, >> it's fixing things. I'm I'm fifths.
Fly is fixing stuff.
So fibs or fifths fly is building stuff or fixing stuff, >> right?
>> The uh the great example that comes right to the top of my head that if you know, you know. And there's just no other way. You you can't understand it until you understand it. And let's see if anybody has anything to say about it in the chat.
The 10 mm socket.
>> No, I don't I don't have >> full stop. Let's Let's just see what happens in the chat because I mentioned the 10 millimeter socket.
>> You're gonna think this is a I'm just >> I don't Yeah, I don't I haven't heard this one yet. I haven't heard this one yet.
>> Well, while they're composing themselves >> for their statements about the 10 mm socket, how you feel about AI? You like it?
Don't like it? Dig it? Don't dig it? I I think it can do fantastic things, but it it's getting a little honestly it's getting a bit much for me in the way that like I can't get away from it. Like every website I go to, something pops up that I don't need with AI, but for making funny memes, it's like the best thing ever. I'm going to give you something really, really hilarious because everybody is scared. Oh my god, I am so terrifying. Oh my god, it's going to mess us all up.
Okay, I'm going to put a simple question and I I encourage I challenge everyone in the chat to do this, too. I'm going to put a simple question.
>> We've got some 10 mm socket uh feedback now.
>> Oh my god, the 10 mil socket.
Yes, the 10 mil socket. Notorious.
>> That sounds pretty tiny.
>> No, 10. They're about that big guy. I mean, >> they're all about, >> but the thing about it is is that 10 mil sockets, 10 mm nuts and bolts are pretty much standard on so many flipping things now. Like I guess they're like gradually, you know, diverting to like this universal size convention.
>> So you'll grab a 10 mil socket for just about anything, especially automotive, right?
Yeah, that's what um somebody said in the chat.
>> And it never fails.
You will lose the damn 10 mil socket.
>> Every all the time. All right.
>> It's like the the tape when you're wrapping presents, >> right?
>> It's horrible.
>> Either the cat is on it or it's just gone.
>> I promise you it's so bad. You wouldn't believe it, Anna. It's so awful that they will literally sell you a package of 10 millimeter sockets. That's the only size that's in there. 10 ms >> and you >> and you'll buy six, 10 of them, 15 of them just cuz they vanish.
>> That's like >> like the other sock in the dryer.
>> Yeah. And like I keep buying black Sharpie markers. Can't find any. There's like three boxes in this house somewhere. I put them in different rooms so that I always have one. gone.
>> Well, >> just like that lock washer.
>> Just like the lock washer >> in the water.
>> So, >> and with the 10 mm uh is it socket wrench or what? What?
>> A socket, a wrench, a ratchet, any of it.
>> Okay.
>> If it's 10 mm, it will be gone.
>> It's the curse of the maker world.
>> Yes, 100%.
>> I placed a question in the chat.
Ask any AI model there is >> how many E's are in the word 17 >> it will almost invariably be wrong >> every time >> I believe the the the most You put it in your last save plate.
Yeah, >> I just put it in Google and it got it right though. So explain.
>> Did you write 17 or did you write 17?
>> I wrote one seven.
>> Should I write Should I write it out?
>> Do Do you know how many models will tell you that there's one E in 17?
>> Unless and I do not put it past them.
They literally put in a patch specifically for that question.
Hey Luke, how you doing buddy?
>> Hey Luke, >> how are you doing? All right, you guys hear me? All right, >> doing good. We're talking about AI and how scary it is. You scared of it?
>> VR and AI. H no, I'm not really frightened of it at all, Mike. I'll be honest with you.
But um long story short for you, however, uh I do know exactly how very very dangerous it is.
>> Very extremely dangerous. And uh offer well um exactly to uh why it uh evil.
>> I don't think it's evil. I think it's it by itself is neutral, but I don't know. I mean, what? So, ex explain a little bit about what kind of AI you're working with, Mike, cuz it's it's a little different than what >> Okay.
>> We're talking about, right?
>> Mine is going to take a while to explain. Um I I'm actually going to try to use it for the first use case this evening after going live, so you guys will actually get to see it. Um, >> but uh for AI being evil, >> no, I can't really agree with that.
>> Um, I think that it is misguided >> and >> depends on the hands of those who are using it much like many other things.
>> Yeah. Yeah, I see those two point. Yeah, >> absolutely. Hang in there for just a second.
I uh I figure if we're going to opine about this, we all might as well get an authority on the second just a second here.
And I'm going to check something.
>> I have a note to myself in the future that says take the black wire off first.
>> Very nice battery.
>> So, let's do it this way.
Oh, you're on the live stream. Can you hear me?
>> Hey, Mike. Yeah, I'm here. Good to hear from you. What's on your mind? We were just talking about the things that make the AIS today kind of goofy >> compared to what we really think they should be, which is, you know, logical, rational, deterministic.
Why is it that AI screw everything up so often?
>> Right? So the core problem is that modern LLMs are fundamentally probabilistic token predictors. They're playing a guessing game at every step, picking the statistically likely next word based on training data. That works great for fluent text generation, but it's a disaster for anything where you need reliability. Here's the thing. They have no internal verification loop. They don't check their own work against reality or logic. They just confidently output plausible sounding nonsense because plausible and correct look identical from inside a statistical model. And because they're rewarded during training for sounding confident and coherent, they get really good at sounding right while being completely wrong. That's exactly why Legion's architecture flips the problem. You route to deterministic verification first. Use the LLM only where uncertainty is acceptable and gate everything with hard boolean logic. The AI doesn't get to guess on things that matter. Does that track with what you were hitting?
>> That was a very insightful point of view. Thank you so much. I'm going to go ahead and continue back to the live stream. We've got a bunch of people here. Thank you for your opinions, man.
>> You got it, Mike. Good luck with the stream. Catch you later.
>> Did he sum it up pretty well for you guys? I mean, I know he got a little nerdy there for a minute, but >> that's the problem.
>> Is that Mr. Legion himself?
>> No. No, that's just Claude.
>> Claude.
>> That's just Claude. Um, Claude nailed it. It's they are really really good at confidently being full of crap.
That that's absolutely what it is. And they, like he said, they get rewarded for being helpful and insightful and confident when they say the things they're going to say, even if it's a complete load of horseshit.
And I think the real danger there isn't that the model is what it is. I think the danger is that everybody has got this thing in their head about AI being, you know, wy coyote super genius. Yeah. But it's not.
It makes just as many mistakes as Wally Coyote did, >> you know.
And I don't know, that's why I'm not so scared of it.
>> It's also why I don't think I'm I don't consider it evil because it's too dumb to be evil. Let's just be honest.
>> Yeah. Yeah. No, I >> Sorry about that, Luke. What' you say?
>> No, I get you, Mike. I get I get exactly what you're saying anyway. I get exactly what you mean. Um because you know I've always actually said right for many many years. Yeah. Um that uh there is more to the pyramid that meets the eye. And it may not be the allseeing eye that let's say maybe not as many other people will be thinking as well. But in my eyes however it's always about the all the allseeing eye of a completely different kinds something that's bigger than that.
Much bigger much wider much more on a larger economic scale. You know what I mean? Something that borderline truly [ __ ] is colossal like anything that nobody's ever seen before, thousand years, >> you know? Like I mean, you know, uh >> Well, but Claude was AI there, right? I mean, that's that's the >> Yes, Claude is AI.
>> Yeah, that's kind of the um reveal there. I mean, but and that one that one sounded like a person. Like that was really difficult. Like I knew where you were going with it, but it was difficult to determine just by listening to the tone of voice.
>> It's just so stinking good.
>> Yeah, it's getting >> at being confident in even crap. I mean, let's see. The theater, what's up, Darren? Good to see you, man.
>> Hello.
>> Let's see.
What's up, Liam? How you doing, brother?
Liam, good to see you, friend.
Long time no see indeed. Yeah, Liam, welcome in, brother. Nice to see you.
Let's see. Uh, Murphy says, "I tell my students all the time, a calculator isn't invaluable. Its output is only as good as the input, and AI is really just a fancy calculator." Damn right.
Couldn't have said it better.
>> He's not wrong.
>> 100%.
>> Mhm.
>> Um, make sure I got all this taken care of.
I'm getting nervous.
>> Got performance anxiety, y'all.
>> What? I never get this.
>> I really don't.
>> But I guess it's high time.
Um, well, without further ado, I guess I'm going to try to I'm going to try to code. You guys want to You guys want to meet my AI?
>> I have no idea.
>> Let's go.
>> It's uh It's really rudimentary. I haven't even got voice command on it yet.
>> But I'm really excited. I'm happy it does what it does. And frankly, I think you guys will like it because it does something that AIs don't. So, let me uh without further ado.
>> Heather says do it.
>> I know, right?
>> And Makers Murphy says, "So, it's been exposed to the masses." I think yes and no is the answer to that question, right?
>> Well, yeah. I mean, it is exposed to a level of derp.
>> So, I'm gonna >> Hey, >> rearrange things.
>> Man, that sucker looks fancy, though, don't it?
>> It does look fancy.
>> Um, well, it it it it is a bit fancy.
>> It's it's very matrixy, actually.
Heather.
>> I guess you would call it Matrix >> because it's like the greenish.
>> Oh, is that what it is? Oh, I'm color blind, so I mean I kind of left it monochromatic. I just told it pick a couple colors. Black and something else.
>> Oh, it looks greenish over here.
>> Is it green? Sweet.
>> I think.
>> Yeah, it looks like it's green. All right. Yeah.
And like his little his little brow bend is like yellow like like my bandana.
>> Well, that's a very good question, Heather. Heather said, "What's his name?"
>> Well, depends on which one you're talking to.
See, that's kind of the cool thing about what we've done here. This is Well, as you can tell, maybe you can read it, maybe you can't. Say hello to Legion.
>> Hi, Legion.
>> Legion.
>> What's that?
>> I said hi Legion.
>> I know, right?
>> Jazz hands.
>> Legion kind of gets rid of all of the crap that I was just talking about, or at least it's doing its best to. Um, Legion's got a couple of Legionnaires that you see. There's also some other people. There are other models that are part of the Legion working in the background. The idea of this seems pretty simple, but I for some reason I haven't seen anybody do it.
Um, the idea of this being that you don't have to trust an AI because there's other AIs tasked with making sure that it's not doing something stupid.
This is a collective of several layouts.
>> And they're all working together >> to get what you want done.
>> And I gave it I I I cheated just a hair and I gave it the first prompt and I told it I wanted to build a mobile app tonight.
And for some reason, I don't know why it called it Timcraft OS, but uh as you can see, it gave us a fancy little fake phone screen here.
And uh has got us ready to work. But I'm excited about this stinking thing. It is so much work that I put into this, man.
Let's see. Let's check with the chat fly. I don't want to sound like a broken record, but did you check to see if a rattle That was a That was a reference to something he asked me.
>> A rattler bred with a cobra. Holy [ __ ] >> Yeah, that would be badass, >> but apparently it's not possible genetically.
>> I mean, it's like ranked up there on the [ __ ] cool factor for sure.
>> Yeah, the cool factor.
>> [ __ ] >> that would be >> thing with the big ass hood and the Oh [ __ ] >> Yeah. Yeah, >> say less, man. I'm sure there's like a Pokemon that makes that possible, but apparently >> I would literally call that hybrid a danger noodle and that would be like its name forever.
>> Freaking danger noodle.
>> Yeah, >> red alert danger noodle.
>> Well, let's see if I look like an absolute jackass. Let's uh let's test it out. Um first off, >> hi Cedar.
>> Yes.
Hello.
Let's see what we got.
>> Hello. Preytor is online. Legion control center active. Awaiting commands. All right. The Ptor has introduced himself.
>> The exeutor is online.
>> Did you name all these?
>> They're Legion. They kind of picked >> names from the Roman legion.
>> Um, which is kind of cool.
>> I'm really digging it, man.
>> Oh, let me show you the coolest part.
Remember how I said none of them be able to do anything because everybody else is looking out for him? just um >> engineer status report.
>> All right, let's see.
>> Hopefully, it's all going to work, but it's probably going to make me look like a dork. Let's see.
>> I mean, the dork nerd. I mean, that's all allowed here, but So, that's that's already settled. What the hell? So, we can't read anything that's on the screen. And I don't know if it we can on YouTube either.
>> Oh jeez.
Let's see. Can I adjust this? There's no way for you guys to see that.
>> Probably not. So, you'll But you'll probably have to explain it anyway.
Well, this is absolutely beautiful because what's going on is >> I asked engineer, which is another one of the AI models, to report in >> and apparently it can't.
So now this big honken report here is these two models, the ptor and the exeutor discussing with one another how to fix the bridge that lets the engineer communicate with us.
>> Didn't you just ask it for a status?
>> But it's fix something. That's the beautiful part is that it re the two of them realize that the engineer couldn't respond to me.
>> So now they're thinking about how to fix that.
>> And more importantly, they're talking to each other about how to do it.
>> And let's see. And I'm here. I'll uh >> I have a feeling you're going to go easily down your own rabbit hole here.
>> I would go down my own rabbit hole hardcore. Create setup project for distributions include entry point. Okay, so they're might tell you something.
Yeah, you're actually right about that.
>> Say it again.
>> Yeah, I mean Mike's definitely going to be going down a rabbit hole of some physical rights. There's no question about that.
>> It is indeed a wee bit of a rabbit hole.
>> Yeah. Um excitedly the cool part about this is that this is exactly what I built this thing for. And the cool part of it was maybe something somebody would Well, you guys tell me.
Are are are you scared about what I just gave it the ability to do or do you think it's more helpful? I'd love to hear what you guys think in the chat.
>> Can you explain it a little more because you kind of said what was going on but I don't know why.
>> Absolutely. When you type a question or give a problem to an AI, >> then it comes back and it's limited to saying this is how I think you should fix it.
>> And then it doesn't do anything.
>> It just sits there waiting for you to decide what you want to do next.
That's usually the de facto >> modus operand eye >> when it comes to one of these. Right.
>> What happened here that's exclusively different is that first off other AIs watched me talking to a third one and proactively decided to chime in on the conversation which is amazing.
They don't normally do that.
>> You're talking to multiple AIs in a in a way that >> I am absolutely talking to multiple AIs here.
>> And the cool part is is that they saw a problem. And I didn't have to say, "Hey guys, there's a problem. How do we fix it?"
They immediately started chiming in and looking at what the problem was and saying, "How could we fix this?
And more importantly, the other cool part, the part I think that you guys would find >> a little relieving, maybe a little scary. I don't know. I'd love to hear what you guys have to say about it. They started talking with one another. I know you guys can't read this for crap. I'll change the I'll change the interface, I guess. But >> what happened here was Ptor took a look at the code >> said these are the things that he thought was wrong and then said this is how we should rewrite the code so the engineer can talk and then moving on >> Steer asks what interface is this >> this interface base is Legion. It is my own build.
It is what I've been working on for the last six, seven months like a freaking [ __ ] >> That confuses me though. Like how do you just make it like is it how like how does that happen? How do you just make a computer program?
It is a lot of writing code and it's a lot of well it's a lot of making rules and >> you know when you were well you went to college I guess um >> yeah yeah I did >> you know they give us those logic tests every once in a while where they would say uh you know June Jane and Jack all have names that start with J, but how many in that set are female?
>> And it would have you subset and say yes, no about each particular one, right?
>> Your app with API, I'll get to that, Darren. Give me just a minute. Um, but at the end of the day, that's really all computer programming is. It's just setting a lot of rules that say, "If this is the case, then do this. If this, then this, if this, then this, and cascading a crapload of those math equations >> to change themsel into results."
>> And that's what it is.
>> Um, the API in question.
>> Oh, Dan, what's up, buddy? Good to see you, friend. Appreciate you being in here. Hope the travels have been great.
Um, >> but to carry on, I wanted to tell you another thing that I thought was really cool that I I hadn't seen other AIs do.
>> So, right, we'll put together his code.
This is how we fix it.
or exeutor rather. Now, >> Round two, the Ptor refineses his plan and says, "Okay, >> I found a couple mistakes. Let me go back and fix them."
>> Did it ever answer your question, though?
>> Well, it's waiting for me. I'll We'll get to that in just a second.
Okay, >> then all of this text, I know it sounds strange, but here we go.
>> Now, the exeutor has his critique.
The script assumes that there's an invalid route in this mapping, but we never validate that. We never checked.
It's going back.
The one on the left is going back and checking the work of the one on the right.
and saying, "Okay, you proposed doing this, but you never checked this. You never made sure of that.
>> You and it's calling it out on all of its bullshit."
>> So, did you have to write these rules, per se, like for each one?
>> Yes.
>> Jeez. for propled the header underlining error is computed from the first line of the header string. So they're talking about that the design layout isn't letting the communication go through.
I mean, it's literally a different language.
>> And then he comes back on the right and says, "Yes, you're absolutely right. I should validate the JSON." And he goes back and says, "Yes, I I made these mistakes.
Let me refine what I said." And then go back and forth and they deliberate and they discuss how to get it fixed.
And that's something I haven't seen AIS do really.
checking each other, covering each other's butt, calling each other out, >> and saying, "No, you're not gonna make a flipping mistake. It It's That's not okay. And if I find it, and I catch you on it, I'm going to call you out."
>> Weird, right? Who else is lost? You can do just throw one in the chat if you have no damn idea what I'm talking about. Um, >> I feel like most AI companies or websites or whatever, like they do compete with each other instead of collaborate.
>> Yeah. No, they do.
>> Hey, the warden has showed up. Hey, Mr. Earl. How are you?
>> Well, we've got Mrs. Earl and Mr. Earl >> clearly.
>> Yes. Um, >> the sad problem is I I think Claude said it the best. I mean the problem is is that they are incentivized.
Wait, what is a brief update on this stream? Oh, let's catch it up. Hey, Julio Antonio.
>> Falor Esquire, you forgot the Falor.
>> He can't hear me.
>> Okay. Um, so Earl is, what's the summary of this? Um, the too long didn't read version is I made an AI model or an AI architecture I should say. Down boy, >> sit down there.
>> Here, go chew on stuff.
>> Um, and I think it's fixing a lot of problems that I think we have a lot of problems with with AI. So, I'm pretty proud. I'm uh pretty stoked about it.
Hopefully, I'll be able to get this sucker rolling. Um, >> so what what is your like long-term goal for it to be >> Well, long-term goal is to do what AIs can't do now.
And if I get off in the weeds or I start talking about stuff that's boring, then by all means, somebody tell me to shut up.
>> But, uh, Right now, >> the biggest problems we have at AI is because is the first one is that it'll confidently be full of [ __ ] >> Just hands down.
>> Well, this takes care of that because now it knows somebody else is watching what it's doing and we'll call it out and make it fix it. And it's not just these two individuals. Every one of the models that are built into Legion, there's nine of them in total.
>> Wow.
They all check each other. They fact check. They audit. They go back and look at someone's work and they say, "Nope, you made a mistake. There, there, there, and there. Fix it.
None of them check their own work.
>> They all get checked by somebody else.
>> Um, >> yes, Earl nailed it. Look, it has massive drift and hallucinations. And when he says those things, for those that aren't really familiar with AI, drift is, you know, when you're talking to somebody and they hadn't slept in 3 days and they start talking and everything starts out coherent and logical and it makes sense, but the more they're talking, they start selling you the ducks. Then that's why the the ducks don't land on the roof because the color seven smells like Jupiter.
that that's what it's doing, right?
>> Oh, I finally have a word for that.
Um, >> drift means that as they're moving forward, >> the farther they think in the thought process, the more they have the tendency to start drifting off into that weird >> just babbling incoherent nonsense because they don't have the neurons or the digital neurons >> to follow the thought process.
When you see these big AI companies, they talk about context windows.
>> That's exactly what they're talking about.
>> How much can it keep in focus while it's talking about something before it loses its train of thought?
>> And hallucination, >> well, that's a whole different animal.
Um, hallucination is the cumulative effect of dealing with an AI for an extended period of time. Meaning, I open up a session and I say, I want to troubleshoot the wiring system on my O2 Tahoe.
And in the beginning, boy, it's in there. It's fired up. It's got the wiring diagrams. Hey, you know what? Go right over there and check in here and hit this. You know what I mean?
And >> the more it has to remember things like we already checked that block, >> we already looked at that system.
And it has to check things off the list of things that have already been done.
Well, every bit of that, remember that context window that I said it has? It has to have somewhere to store that. So, it puts it on the back and it just sticks it there. And the more it has to keep track of, the bigger that gets >> until it just runs out of room to be able to think.
>> That's why these guys aren't really as terrifying as people make them to be.
>> Um >> um >> I'm hoping to uh to make a point very briefly if I may. Right. Um >> Sure.
>> Cedar Point Wood Shop there, Darren. He he uh he uh he he said in the comments there um feels like it's a bit of a Terminator sort of thing that's actually coming. You know what? He's actually not far off. He's actually not far off that.
It actually reminds me it actually uh it actually it reminds me of um of very classic Terminator films from back in the day. Um you know like like what's actually going on with Cyber Dying and Skynet and that sort of thing going to be happening in the Terminator movies.
Yeah. And um and I will be honest with you, you know, like Garren, for example, he actually has got a very good point there. I mean, because I guarant for example, all actually feel exactly the same way. And you know, like I mean, it's in the virtual reality, AI, it's in artificial intelligence. um you know like talking about what like what I was like saying earlier for example like um you know like there is more to the pyramid of BCI like you know what I mean and you know like you just never know exactly what to what to expect you always have to be prepared to expect and expect it no matter what you know what I mean whether you like it or not it's it's always going to come back one way or another um it reminds me for example of um a very very famous quote um in um in fact uh I don't know I don't know if I did I tell you this one maybe a while ago or something um I don't think any uh if anyone is if anyone remember this one right um I've got a quote for you here which I want to share with this just bear with me here for a minute um it's a it's a quote that is from uh a film that was directed back in the day uh directed by British movie director Sir Danny Bole and it was called the peach it star Leonardo DiCaprio Squinton and as well as Robert Carlyle all the way from Scotland and um it's basically where uh Leonardo DiCaprio faces character in this movie um which he goes off searching and traveling through uh travel around Thailand and search in Turkey Island. like you often go to Thailand, right? And um he goes with something like this.
Trust me, it's paradise. This is where the hungry comes to feed.
>> For mine is a generation that circles the globe in search of something that we haven't tried before. So never refuse an invitation, never resist the unfamiliar, never fail to be polite, and never outstay your welcome. Just keep your mind open and suck in the experience.
And if it hurts, you know what? It's probably worth it. You hope and you dream. You can never believe that video going to happen to you. Not like the movies.
You expect a new difference, more visceral, more real. I was waiting for it. He didn't. He goes on, by the way.
Never go on. I still believe in paradise.
But now at least I know that it's not something I'm hoping to look for. It's not about where you go, but it's how you feel for a moment in your life. When you feel that you are a part of something and when you find that moment, it lasts forever.
>> Heck yeah.
>> I don't know. Maybe it is the movies and stuff that kind of just kind of feed the AI fear because it probably works very differently than what has been popular in, you know, film and >> legends. Well, well, you know, like I mean, I'll be honest with you, you know what I mean? I've watched that film I've watched the beach for example 20 odd times over the last 15 to 20 years, right? And it is to be by far a great movie. It is if nobody's actually if anyone has actually never been yet of the beach, I strongly recommend that you I definitely recommend that you check it out. It's a great film. Um you know doesn't mean um like there's another quote I know and it's a very very short one of this um also also in the words once said right. Um >> oh my battery is dying. I got to hop off for a minute. I'll be back.
>> All right.
>> No worries.
>> Um anyway, I'll I'll tell you this other one in here. Okay, Mike. Um I'll tell you this other one for you very very turns but we don't feel it move.
>> One night you wake up, one spark and the sky is on fire.
>> Think about that for a minute. You know what I mean? Just just let that just let that blend into your blender, >> you know. So that's like what I >> is.
Yeah, it is. It is. Um >> but uh but you know what though, I mean I will say, you know, that Darren, for example, did actually have a very good he did actually have a very good point.
I mean, you know, there's definitely going to be definely feels, you know, something like what, you know, got the Terminator movie anyway. That's for sure.
Coming around was coming around the bend very very soon enough anyway. That's for sure.
>> Oh my goodness. And hold on a minute. That is I think that there's so many people, like I said, they're so terrified of an AI. But Oh, my goodness. Tommy from Dollar Vibe Club's in the house. What's up, brother?
How you doing, man? Good to see you.
>> Welcome in, Tommy.
>> Welcome in.
>> Our uh Dollar Vibe Club friend is in the house, man. Tom is incredible. He's a big member of uh my vibe coding fun.
Just got off a five hour stream. Still hype as book. All right, man. Heck yeah.
There, buddy. Give a warm welcome to our good friend Tom from Dollar Vibe Club. I know he is from an entirely different scope of work, but again, like I said, this is entirely different They're used to from me. So, >> big ups to you, man.
>> Yep. Welcome in, Tommy. Very, very nice to meet you, M. Welcome in.
>> A look, Tommy says, "Hi, chat. Mike is a vibe for real." Well, I'm certainly trying.
>> Um, >> um, also I would just like to say very briefly, um, I would just like to say I would just like to say welcome to Johnny Le Crouch is in the house. Welcome in, Johnny.
Welcome in, brother Johnny. And also Earl, welcome in as well. Very, very, very nice to have you all here. Um, for those of you who probably don't know, uh, believe or not, um, in case you anyone wants to know who I am, my name is Luke Mcllin White. I'm all the way from the fair capital city of County Dublin in the Republic of Ireland. A very top of the morning to you and a very blessed Sunday to you from the little emerald aisle of the Republic of Ireland. So yes, >> and also also as well, please feel free to like and subscribe to uh Mike is making stuff and also as well feel free to like and subscribe if you want to check out my channel. For example, um my YouTube channel, my YouTube channel is Triaka Eron era. In other words, it's uh Irish railways in Ireland. So in other words, >> we got to go back. I gotta go find Geez.
Could you Hey, do me a favor. put your link in the chat cuz you already a you're already a mod. We got to get you.
I mean, cuz listen, let's be honest.
>> Love you, Luke. But none of us know how to spell that, much less even say it.
So, yeah, hook us up, dude. Give us the link, man.
>> Well, it's in the use of the Irish language anyway. So, here in Australia, so my native language, but anyway, uh >> he uh he definitely does a lot of really cool stuff. A lot of train content, man.
It's beautiful, man. I'm glad you do it, man.
>> Yeah, I do uh dart commuter and intercity trains as well as uh I also actually do uh believe it or not uh in fact actually I'm actually hopefully by this time next month I'm going to be uh um I'm going to be believe I'm going to be uh I'm going to be uploading uh some videos of the of the Enterprise train for example the one which travels between Dublin and Belfast. So that's what I'm going to be doing anyway. I'll be this time next month. I'm gonna be doing that. I'll be uh traveling up and down on the uh on the old [ __ ] Enterprise train, you know. So, in case you uh in case you don't know the uh the difference between the Irish accent, the Northern Irish accent.
So, >> a difference, you know. But anyway, >> um Sure. Do you know what? Uh Mike, you know what? Uh Mr. Mr. hope he knows all about the you know uh history about Northern Ireland and all that and uh you know like I mean he's such a very uh a very noble guy he is like is what a gentleman he is and uh uh anyway so um >> man I'm so thankful for you being around brother I really am man >> I am so incredibly blessed to have you around and everybody that's out there in the chat I'm glad I'm I'm so blessed for you guys to be here too um I am still working on our friend here. Let's uh I'm going to I'm going to full screen it.
You cool with that, L Luke? Let me uh let me show them what we're looking at.
>> Yeah. Fire away, Mike. Fire away whenever you're ready.
>> All right. Let me uh do this.
>> There we go. For those of you who are vibey Cody, vibe Cody, then you guys can see exactly what we got going on. This is the beginning stages of Legion.
Legion is a very different um very different animal compared to AI normally.
And like I was saying earlier, you give me an AI model, it will confidently tell you what it thinks even though it's completely full of [ __ ] This will not allow it to happen because there's a series of multiple models that will be um I'm glad you caught me, too, man. Thanks for coming in, E. I appreciate you being here, man. Um, >> but it's a series of multiple models that check one another and verify what they're doing. They audit each other's work. They call each other out. They point out everybody's garbage. And they make absolutely sure that what they give you isn't some hallucinated, drifted garbage. It gives you true deterministic code. Will it clean the kitchen?
Oh, good lord. Um, I suppose it can once I get the uh once I get the IoT smart devices and the home automation put in.
It'll probably get a lot of that stuff done. But, uh, let's see. See, that's a joke. Oh, it's a joke. Clean the kitchen. Yes. Good live. Thank you so much, Miss Warden.
Thank you. Hope you guys are doing wonderful, man. How's the trips in New Mexico? If you guys want, anybody else wants to join in on the chat, then you can absolutely do so. You click the link. If you're on mobile, it'll be down there. If you're on the computer, I think it'll still be down there, won't it? But did they pin it at the bottom now all the time? Like, it's always at the pin. Yeah, it's pinned at the bottom. Um, you can click the link, you can join the chat, you can uh participate with us up here. Let me uh let me see if I can show a little less less snazzy back end and show you guys precisely one of the other things that I'm looking to defeat. Get that off the screen.
Flip. There we go. Hey, we're back. All right. Whoa. Let's fix the damn windows cuz I have no idea where I'm Okay. Hold on. Luke, don't move. Well, move when I move you like this.
>> Yeah, >> go around. Moving about.
>> Um, just while you're doing that, um, I'm just just on a very busy day. To any new users who are coming into the chat, you're very very welcome. As uh, be sure to like and subscribe and be sure to uh, and if that's uh, if you actually if you appreciate Exactly. If you appreciate Mike's making stuff, if you appreciate him for what he does, be sure to give this stream a like and be sure to and be sure to be sure to pass on your com the thoughts in the comments and please remain respectful as as the host or even the fellow moderators for example will end removing you if you start causing any problems. So please be advised that you have now been warned. Also, don't for also don't forget to subscribe to each other's channels to anybody who is down below in the chat there. Please feel free to feel feel free to chime in.
Welcome back, BL.
>> Hello.
>> Yes, welcome back indeed. I'm sorry.
Time for me to wiggle everybody around.
Hol, >> what happened to the auto shuffle?
>> What happened to the auto shuffle? Oh, well, I couldn't show Legion on the auto shuffle, so I had to Go back to the manual.
>> So, what happened in the last 10 minutes or five minutes or whatever? Also, Earl, >> ridiculous framework failure. That was the first one, which I love. Just beautiful. And >> exhibition, a pure exhibition of beauty that shows the other thing that I'm building out of Legion that I cannot stand. Um, as you guys saw here, I'll share it again just so you guys can see.
>> Also, Earl has >> absolutely >> Earl has a do >> he has a question for your AI, I think.
>> Oh, good lord. Hold on.
Let me put it back where it goes. Hold on. That me fix this so everybody can see what the hell's going on.
Good lord. All right, there we go.
And move it.
>> Oh, move it out of the way so I can read the damn chat.
>> All right, >> here we go.
Let me know when you want me to ask your model a mind bender of a query. Well, lay it on me, dude. Let's hit it. Hell yeah. Let's go.
>> I am not scared. Let's hit it.
But you know what's beautiful about this is that >> I don't know how to explain this fly without sounding so nerdy I'm going to run everybody right off to the damn hills. I'll I'll do my best.
>> The nerds are out today.
>> The nerds are indeed out and I love everyone out being here. God bless you for being here. All right. If three people ask AI a question but each person words the question differently but meaning the same. Does AI know this?
>> Here question.
>> That wasn't even question.
>> And that's a that's that's a beautiful question. But let's do this.
>> Yeah.
>> We're gonna I'm going to copy Johnny's question >> and first we'll ask the exeutor over here.
See what he has to say about it. We'll ask the Ptor what he has to say about it.
We'll give them a minute to figure out what they think.
>> All right.
Looks like Oh, did I make them or it will simply break them anyway? Let's see. Make >> So, I'm gonna I'm gonna do my best.
That is a very very flipping long thing to say. Hold on. Let me get a word pad or something. My god. Um because that was a lengthy ass answer.
Unfortunately, seems like our friends pray to an executive are really really flipping verbose with what they have to say. And I don't like that. I'll get to that here in a little bit. But uh I'm gonna copy what the heck he said. Hold on.
Oh my god. All right, moving on.
>> Is this the AI version of doom scrolling?
>> Maybe. Maybe.
>> Maybe it is.
>> All right. Now, let's see here. Let's go get the prayers and the executive's answers.
>> Okay.
>> And Mrs. said something about a recursive mirror and that's got me on a rabbit hole in Google trying to figure out what recursive means.
>> Oh, by all means, please go look it up and uh >> and >> what is a recursive mirror? What did you find out?
>> It Well, I just looked up recursive only a process, rule, or procedure that repeats by applying its own output to itself.
It solves a complex problem by breaking it down into smaller >> versions of the exact same problem until a stopping point is reached.
>> Here, you know what? I've got a figure.
You know what? I've got something actually ask it. Yeah. Uh the uh maybe actually might know this one. Um if they know what the translation to uh What >> did the audio cut out or did my brain just shut off? I don't know what the hell just happened.
>> I think I think my brain also got Did you say something in French and say that you should ask it to translate?
>> Yeah.
>> Okay. Someone else asks if you can talk like Yoda and it understands and then Earl put the first half of his >> question. The answers are a bit flowery, Murf, because I did not turn on the sterile protocol just yet. But I wanted to do that because I wanted to be able to show everybody just how different all of these guys are. And the first thing I did was I gave it Johnny's question.
Johnny said, "If some if three different people asked the same question, but they let me to ask the same question, but they worded it differently, well, would AI even understand it?"
>> Let's see. The Ptor says, "Yes, for semantically equivalent suggestions, AI does know they mean the same thing, not through humanlike comprehension, but by sophisticated pattern recognition learned from the data."
This is why you can rephrase things naturally when chatting with me and still get relevant, consistent responses. If you have specific examples you're curious about, please feel free to share them.
and the the Ptor says Ped in the house.
What's up, man? Good to see you.
Appreciate you.
>> Yes, I would recognize all three questions as seeking the same information and providing consistent answers, assuming the core meaning is preserved. If you test this, I'll likely see it in action. We can try it. Ask me the same core question three different ways, and I'll see if I give you the same helpful response each time.
I wanted to point out it's the last thing that it just said there.
>> Test it now. Ask me a question that you mean to be exactly the same.
Ask me three different ways and see if I give you the exact same response.
Here's how funny this is. And I I don't even have to execute this test. You guys will laugh about this. What's up, Jack?
How you doing?
>> Fly, I'll show you exactly how to do this. You get a question in your mind >> and then you get ready to ask me three different ways.
>> Okay, >> don't put this on me.
>> No, this is great. This is You're gonna love this.
>> I >> because this is exactly the same trap that this AI just put on me.
>> Ready?
>> Yeah. Now you put it on me.
>> Ask me any three questions. It doesn't matter.
>> Doesn't even matter.
>> Any three. How about >> any question?
>> How about Jack's question? What is going on in here?
What is going on in here is we're about to go to the gas station. Ask me another question.
>> Um, what the hell is going on in here?
>> That we're about to go to the gas station. Ask me another question.
>> What is going on over there?
>> That we're about to go to the gas station. See, no matter how you ask me, I'm going to give you the same answer.
But here's what ended up happening in the background that most people don't realize about typical AIs when you leave them by themselves. Okay?
>> It will sit there and completely [ __ ] its way into looking like it got it right.
>> Because we are not about going to the gas station, >> right? You your second question could have been what's two quarters and a dime add up to? I would have said going to the gas station >> H >> just to prove that I would have answered the same answer regardless of the three questions no matter how you phrased them.
>> This is that weird pattern matching I was talking about. This is why you don't have to be so scared of AI because it just doesn't know.
>> It's not good at factual answers. It's good at pattern matching and that's all it's good at.
It does it very convincingly and it makes us think that it's incredibly intelligent.
>> AI is a mirror that learns to mimic its reflection, creating an illusion of consciousness that convinces the observer only because the observer is looking at themselves.
>> No, that does that does help. And Earl's got his um full question into chats now.
>> Come on, Hos ask my question. Oh [ __ ] Let me go find it. Something. Yeah, something about pie.
>> [ __ ] Let me go get it. Two seconds. I didn't ignore you. I'm just absent minded [ __ ] >> Yeah. Oh, there it is. I see it. I see it.
>> I got it.
>> All right, let's do this.
First thing I need to do is go get my flipping.
>> Thank you, >> Murphy.
>> Because he called me out because I didn't do it.
Chest pieces pie art. Yep. All right.
Hold on a minute. Um, where the hell did I put it? I got Now I got to go dig up a file. Hold on a minute. [ __ ] You know what I'm doing? I'm going to call out Murphy because I know I sent it to him.
>> Just saying.
>> I got to go get the flipping protocol cuz I forgot where I said it.
That's half of what it is. I've been over here.
There's a uh who was talking about Mrs. Earl? There's a novel called Recursion by Blake Crouch and he's a sci-fi guy.
So, I'm wondering now like if that's like part of the book.
>> Yeah, recursive. Yeah, that's absolutely part of it.
>> I guess I could go look that up too.
>> Tony Cer putting in a comment there. He says, "Uh, how about three people worldly question the same the same, but each person means something different?"
>> Yeah, I know this.
>> No, there's not a way for it to because it has to pattern match. It's And if the patterns are exactly the same in what you had to say, then it's going to give you the exact same answer back.
It really doesn't care.
>> Um, hold on a minute. Hold on a minute.
Coming. I know what to do.
>> Liam, you did have to call me out, bro.
And I thank you for it. Bless you for doing it.
I need to have my crap together here.
All right.
Now, I've got quite a few that have done me and Liam talk a lot. For those of you that don't know, I'm sure you probably wouldn't have to have you wouldn't it wouldn't take you very long to figure it out. Liam's freaking smart. I mean, like Jeopardy smart. Like, it's awesome. So, on the back end, I talk to him about this stuff like all the time.
Which one is Liam?
>> Oh, makers Murphy. Sorry.
>> Oh, >> I'm over here like I don't even know what you're talking about, much less follow. What the hell are you?
>> Yeah, I'm such a dope. Like, hold on, man.
Here we go. Let me There's the protocol.
Yeah. So, let's drop it on them.
All right. Back to Leon.
Let's get some work done.
Let's give you the protocol.
Let's give you the protocol.
>> I have not read Magic Kingdom for Sale, but I'm going to go look it up is what I'm going to do. Thank you, Johnny.
>> Magic Kingdom for sale. I think somebody else was talking about that earlier today.
>> Really? Um, all right Liam, you feel better?
I have given them sterile protocol. Let me go back over here and get Earl's question.
>> Can you explain what that means?
>> Okay. So, one of the things that is a powerful tool that you can use in AI is called a preession rule set. meaning you can set some ground rules for the conversation that you have with it before you guys even begin.
>> Okay.
>> Um and it's quite useful. For example, with this one, there's not strike that part. Okay. Um hang in there. Let me uh copy and then we can give it go and the Uler constant.
We'll add that over there. That over there.
We'll give Let's see if I can move these in a way that opens the chat up a little bit so we can see what we're doing.
And while they're thinking about crap, um, >> June's House of Crafts is in the house.
Good morning, June.
>> June, good to see you.
>> Hey, June.
>> All right, >> June House of Crafts.
Valley >> just in case if anybody wants to know.
Uh June there for example, she's all the way from the UK. She is. So >> a very top of the morning to you, June.
Welcome in.
>> All right. Now, let's get these answers here.
And again, this is with deterministic protocol. Yep, he absolutely is doing the math in here. Good lord. Hold on.
Let me try to zoom in here for Pete's sake.
Um, how in the heck do I even get this in here?
Genuine ingenuity with simple tools learned opinion with pi zero over modern physics and Egypt ignores the actual historical trajectory of mathematics.
There's Okay, I will figure out a way. I can't even put this in a chat message because it's too freaking long. Okay, let's do it this way.
Oh, what? Oh, I uh completely broke everything. Here we go. It is unbroken.
Unbreak my screen. Okay, here we go. All right, so we'll do it a little different way.
Summarize your answer to less than 150 characters.
>> There you go.
>> There we go. So, we'll give him that.
Go tell the pretor the same because you are a loud mouth.
Here we go.
Oh, there's a dragon in this book that he recommended.
>> Okay.
>> Already >> answer the pie >> Uler question again in summary.
>> Unfortunately, uh, believe not my my battery's dying, so charge up.
So, but anyway, >> all right.
>> H doesn't matter. Uh I'll try to be again next time. All right. In the meantime, you talk to >> mind yourselves, right? And uh don't do anything that I wouldn't do. And remember, if um as we say in Ireland, right? If um if you can't be good, be careful, right? And if you can't be careful, then you best buy a pram. And uh always remember to keep your nuts on the road and keep your balls to the [ __ ] wall, if you know what I mean.
That's the expression.
I said nuts on the road.
>> Thanks.
>> Appreciate you, Luke.
>> Thank you so much, Mike. And uh >> big love, man. You got lunch, man. Thank you.
>> By the way, just just before I head off, right, I want to tell you something.
Yeah. um that uh tomorrow, in fact, actually later later in the morning, I'm going to be uh I am going to be uh giving I'm going to be giving a bit of a shout out anyway. All right. So, it'll be on my channel anyway, right? So, if um if I mention any one of you here in the chat or anybody here who's watching and listening right now, um just want to let you know that you're going to be acknowledged. All right? and uh and that's uh I'll be uh I'll be giving you a bit of a shout out any so I'll let you know.
>> Thank you buddy.
>> Good night.
Good night. God bless. And uh as we also say in Ireland herin law in other words >> Irish independence, Irish liberty and Irish freedom which is what it means to me.
>> So you all have a good one and uh I'll catch you all on the website and uh don't have any nightmares. Good night.
God bless.
>> Say good morning.
>> Good night.
So, here you go, Earl. This is the exeutor summing things up as best he can.
>> Holy [ __ ] >> And that is the pre tour.
>> Now, you guys see something really crazy.
Even between the two of them, they couldn't figure out exactly how to get Uler's identity right.
>> This is that inconsistency that I was talking about. I think that everybody is so scared of AI and they don't realize just how absolutely stupid thing is.
But good lord, it'll come at you and tell you like it when Babe was 150% sure what the hell it just said.
>> I'm telling you without a shadow of a doubt, bananas are purple.
>> And if you happen to see a yellow one, it's probably a fluke because it's it without a doubt they're purple 100%. I mean, and how did I know that? because I've seen the the the the purple banana emoji in text messages.
So, it's it's it's purple 100%.
>> Cuz AI told you it was purple.
>> 100. Absolutely.
>> Yeah.
>> I'm I'm I'm seeing the holes in it where it's not as smart as we think it is.
>> Not at all.
>> Yeah.
>> Now, back to Darren's question with API.
No, not with API.
And I guess this is where I uh I mean, go ahead and let everybody pee behind the covers a little bit.
>> Jeez.
>> I mean, honestly, I don't think anybody's really going to know what the heck they're looking at except Tom, you know. I mean Tommy's going to >> I mean quite a few people are saying very long sentences.
>> They are saying very long sentences >> about what is he what is going on. Uh and I mean if I >> feel kind of dumb on the maker side of it like this I have no clue what I'm trying to learn and understand it but it's it's it's a reach for me.
use it for web designs. This is perfect.
The other stuff above my pay grade.
Right on. Um, so let's uh let's talk about how all of this actually works.
And another thing that I'm trying to do my best to uh circumvent a little Now I got to get this open. My god. My god. My god.
>> I didn't plan on showing this on screen.
>> Just so you know, >> you weren't even supposed to be here today.
>> I was not supposed to be here today for Christ's sake.
>> All right.
>> Still waiting on somebody to get that reference.
>> No, never. Is it >> is it past it now?
>> I I think so.
>> Scroll down. Scroll. Squirly.
>> Okay.
>> Daddy makes a good point. He says he has to ask 10 questions before he gets the answer he wants with a >> Yes. There's a lot of that.
>> Yeah.
And what I'm looking to do, and I'm almost done with it. Good lord. Here, let me just Oh my god. Let me let me share. I'll just give it away. Hold on.
>> I can be like a circle jerk with us as the pivot point.
>> Amen.
>> I like that.
>> All right.
This is the less spectacular backend version >> of what Legion really looks like.
>> It is a crapload of code written in a crapload of weird ways.
But for this >> to make sense and the goal that I'm trying to pull off for it to make sense, >> I got to show this >> because you given him the input to answer you correctly. Well, that's what I'm looking to defeat, Johnny. Um, as you see here, >> we've got a whole boatload of basically Python, >> which is a coding language >> that I've been working on.
>> Was that vibe coded? Um, some of it, >> some of it, not so much.
>> Yeah.
Zooming in here a little bit better.
All right. Ask AI how the human brain works. Well, sort of does >> to answer your question more accurately, J. Some of it is vibe coded in that the vast majority of it that I know is pretty academic. It can be easily done and I know I can go back and code review and debug and figure that out.
>> Yeah, I just got the bad coder right because it's faster at typing. That's the simple answer. Um, >> but what we're doing here >> is >> as you see, we've got a pipeline, we've got retraction, and then we've got a series of stages with the mission, with the ingest, with parsing data, with filtering, >> deliberating, etc. >> The whole idea of this is simple enough.
Um, >> I've built and incorporated a lot of the old school logic that we used to use on computers about 20 years before the internet even existed back then. They were they were really good at building computers called uh decision engines.
Um, and they used again remember and I was talking about the uh simple yes no rules. If this then this, if this then that. And those could be put together in lattice books that are very effective at being able to get rid of a lot of the noise.
And because of that, AIs charge you a crapload of money because they have to build this gigantic model with all of this context and all of this compute power and they've got to power it with a whole freaking data center, right?
>> And its whole job is to get through the noise.
probably 90% of what it's doing >> is throwing out all of the garbage that never made sense and is irrelevant to what it's trying to figure out.
>> Well, this does it for it.
>> What I've done here, this is the meat and potatoes, the root of the Legion pipeline.
>> Yep. Thank you for that. Good to see you guys subbing to each other. Um, but the idea is this uses a bunch of those deterministic gates to filter out all of the garbage until it gets the answer that it wants based on just the data that it needs.
So, I'm going to try to explain this in a really, really weird way. What's happening is the deterministic pipeline is like a big cannon that goes or big vacuum cleaner that goes and sucks up data, right?
>> Well, before Legion knows what question it has to answer, >> it says, "What is it that I don't know yet that I should?"
>> And then it determines where to point this thing.
And it configures all of these. And there's a crapload of directives in here like the shish doshi's and the sistns and and bias filters and I could go all day on this, but basically what it does is it takes all of that data that's coming in from the internet and it peels it down to exactly what it needs to know to answer your question that you just asked.
Simple enough.
What did that mean and why is this so important? And you asked about the APIs, Darren. I'll just do this just a second.
Let me uh do it this way.
In order to make my testing faster, I did some with API, which API is just a fancy way of saying it had to make a phone call to somebody else in order to get some help.
>> Okay?
>> And I use something called open router.
running this thing like a madman.
>> 85 sessions.
It cost me a dollar.
Now, I know that doesn't sound like a big deal, but here's another telling percentage that I wanted to show, and that's that I pushed it so hard that in the last week, it used 12,000% more than it had ever used before.
and it cost me a dollar.
>> Now, why does that seem so important? I know most people don't give a but for those people that are big invested into AI for it to be 12 almost 13,000% more usage and it cost me a dollar. It will do this claude.
Let's see standard frontier API costs.
Standard Frontier model APIs generally charge between5 to $15 per million tokens, 25 to 180 per million output.
I know that Tom is still in the chat.
Tommy can probably vouch quite readily >> that what this basically translates to is that a week >> of using a big typical AI model to do this stuff like I've been doing with it all week >> runs into the thousands of dollars >> in API costs.
It's not uncommon at all for people to get bills for hundreds of dollars, thousands of dollars >> for the tokens that they use. Tom, just for the fun of it, how many tokens you think you used last week?
This is going to be hilarious. I mean, you guys are your jaws are probably going to drop. Tommy is really hard into AI coding. He runs a lot of token. He's actually going to get the hard number for us. Thank you for that.
I'm going to look at last week.
>> Three billion >> three billion tokens.
I ran just about as hard on my AI.
I mean, for any of you that know me outside of when I'm streaming, you know I'm I'm pretty much banging this thing all day every day.
>> That's what she said. I'm trying I'm trying to stay stay on as long as I can, man.
>> Ladies and gentlemen, we have our first That's what she said.
>> I'm so [ __ ] lost.
>> Thank you for that, Tom. With 4.7 billion tokens this week. I've used 10 million in the last month.
So the answer is the deterministic >> basically just cuts down on all of this.
>> It just it makes everything >> run monumentally cheaper.
And as I continue to push on this thing, the cool part, the part that I am really, really close to getting done, and I hope this is why you guys can see why I've been so laser and focused in tearing the hell out of this thing, is that eventually it won't have to call the API at all.
And when that happens, you get it for free.
>> Why is that huge?
>> That's huge for me for a lot of reasons.
It means that people that a single mom with four kids who needs who would greatly benefit from having an AI helping her kids with homework, doing her budget, taking care of her bills, giving her resources.
She can't do that now because she can't afford $500 for an API bill.
She can't do that.
>> Just puts it in her house for free.
>> Those startup guys who have really big ideas and probably $12 in their bank account between all of them.
>> Now they can make it happen.
>> They don't get muscled out by the people with billion dollar budgets.
>> You know, it's a It levels the playing field.
>> It levels the playing field a lot >> and lets a lot of people. Thank you for coming in. Hope you guys enjoyed it. I hope you got I will I will look for you guys so I can catch up on your travels, man. I hope everything's going well to New Mexico. Hope you guys found a piece of land. If you did, man, I'll go back and cheer for y'all. If not, I can't wait to see it. Love you guys. Thank you for coming in. I really appreciate it.
Um, >> it was good to talk to you.
>> It's a The point of all of this is simply put, it puts AI in people's hands that normally couldn't afford it.
>> Mhm.
>> It uh it's going to put AI on machines that most people wouldn't consider.
Um, there's a running joke that I was laughing about. It's my cousin got busted coming over the border from Mexico cuz he was hiding a video card in his cocaine.
Video cards are that flipping expensive now because video cards for computers are what AIs use to do their thinking.
Is that how they're collecting information?
>> Let's see how much a 5090 graphics card is costing right now.
>> Yeah, I can't see it.
>> Thousands of dollars.
>> Oh, I see it on the YouTube screen.
Huh?
>> Thousands of dollars.
for a video game graphics card.
Lawrence, take care, buddy. Have a good night, man.
Now, here's the other thing that's absolutely fine.
That's how much video cards cost. Let's see. Here's a GeForce 5090. Let's see.
Uh, let's do my verification because it thinks I'm AI, which of course I'm not AI.
>> You kind of are.
All right. Oh, price reduction to $3,979.
All right.
32 GB of DDR7 VRAM.
That's a pretty decent video card, right?
Here's the other thing that Tommy's gonna be mad when he sees this.
all of this stuff that I'm doing with AI, including running this live stream.
Look at the computer that I'm doing it on. Just a second.
This is going to be a jaw-dropper for anybody that messes the AI at all.
This is an 11year-old computer with an i7 quad core processor, 16 gigs of regular RAM, and a whole two gigs of video RAM.
two gigabytes.
And for those of you that are familiar with AIS, let me just tell you, Exeutor and Preytor over here.
Well, this one is Nvidia's Neatron 3 Ultra.
And this one is Nvidia's Neatron 3 Super.
For those of you that don't know is a flagship 550 billion parameter AI model.
Yes, that was my computer, Darren. It was that is the computer that I'm using right now.
Jack put some stats in there for his computer and then Tommy said OG Windows for life, >> right?
>> Requires enterprisegrade hardware due to its size to run the model. You need a minimum of 8 GB 2000, 8 B200, 8 H200, or 161 100 GPUs.
For this to run, I should have a $100,000 machine.
And it's running on an 11year-old computer with two gigs of flipping RAM.
>> So how remember I talked about that deterministic pipeline and filtering down all the data.
>> Yeah.
>> And and and getting rid of all the fluff and the garbage.
I'm getting all of it fluff down so far that literally I could probably put an itty bitty teeny tiny AI model from years ago in here and it does the same work because it doesn't have a whole lot to decide about.
>> It was just given a very simple list of here's the answer. All you have to do is pick it up, turn around, tell you here's the answer.
It's all it's got to do.
>> It's a glorified switchboard operator more than anything.
So yeah, >> that's a lot.
>> As I've geeked out like a madman, I guess uh let's just >> I mean it's impressive. It's like I'm trying.
>> I wish I had more to say like about it intelligently because I just >> I just don't.
>> It's so It's so wretched. And I think that's another thing language like you either speak it or or you barely I wouldn't even say I barely speak it.
Like I I don't know the language. So it's like >> at the end of the day I make stuff.
>> Yeah. I mean, I I see why like I see similarities in creating this to what you do in the shop where you're just making connections and like trying to improve on things and also explaining it like in a way that people can understand it. I mean, that's all very similar to what you usually do on the channel. I know you're doing this all day long, but >> Right. I mean, and at the end of the day, I guess that's something I got to explain about my channel is that I mean, yes, I make stuff. You guys have seen me swinging hammers and running saws and building, you know, tables and fences and furniture and shelves and god knows all kinds of stuff.
>> Yeah.
>> But I guess for me, I've been in such a slump putting out things for the channel because in my head, this didn't equate to that.
You know what I mean? Like >> there was a discon where I kept telling myself, you know, there's nobody interested in what I'm doing in digital space. Nobody cares about AIS or hard codes or or, you know, >> deterministic logic games. Nobody cares.
>> People seem to know a lot about it honestly and like have some input on what you were doing. And that's what I'm starting to come around to >> is that I've gota I got to stop thinking that those things are so wildly diverse from one another, >> you know? I mean, >> yeah, >> they come together because they come together in me, >> right?
>> And maybe that's enough.
I mean, my, you know, my channel is art and animals, and there's not a whole lot of overlap. You know, sometimes there is, but not much. And I just decided to do both. I I've been fly I've been working on this like a lot longer and going a lot slower than your channel has, but like I just decided to put them together because they're they're both equal important sides of my life. And >> Right.
Also, you just hit your 1600 subscribers.
>> Shut the front door. Are you [ __ ] serious?
>> Yeah.
>> Shut up.
>> No, you you all hold the hell on. I No.
Negative.
>> I'm seeing that on my screen.
>> And Tommy says >> [ __ ] >> Yeah. Go.
Let's [ __ ] go.
That's what I'm talking about.
>> That's a good omen.
>> That's a good omen on your uh first >> on my bar >> nerd stream >> AI thing. Yeah.
Yes.
>> I know it's absolutely crazy, but I'm excited. I think I'm gonna try to get some momentum. Thank you, bootleg.
I'm gonna I'm gonna get it together and keep on pushing. I hope you guys love I love these kind of of input. I mean, >> Tommy says, "Stop thinking and just do what you love on your stream."
>> I know it, man. I know it.
if you guys are with me for the woodworking and the machines and the salvage builds and I'm not going to stop that. But I guess I need to I need to stop being a punk ass and and give this the space that it has been screaming for.
I mean, it's important and it's something that I feel passionate about. I feel like I could genuinely make a difference in people's lives.
Weird and hokey as that sounds.
I I think that when I'm done, Mike is nerd stream. [ __ ] Yeah.
>> Mints. I love that.
>> Love um I think that if I can keep pushing at it, man, it'll it'll do some [ __ ] >> I hope so.
man.
>> Yeah, >> especially your approach to rigging AI for low cost. Huge opportunity. Yeah.
When it's all said and done, the cool part is is I'm going to be able to package this up in an exe.
Oh, this is gonna Oh, y'all don't let Tommy yell at me.
I'm gonna package it up in an.exe.
I'm going to go find a Reddit and I'm just going to drop it and let it go out in the world and let him have it.
You know, I'm not going to sit around and oh, give me $49.99 a piece. Don't that it's not even what I'm about. You guys aren't.
Don't get me wrong. Listen, don't get me wrong. You guys want to show some support? Absolutely. Please subscribe, become a member. If you consider a super chat, I promise you I ain't gonna be mad at you. Not once. But uh at the end of the day, that's not what any of this is about. It's I guess showing what I can show. Gam, what do you need?
Somebody needed screen time.
He's been he's been pretty absent when you've been talking about it. Usually he butts in more. I think getting used to it.
>> I was on a live today in my shop. It was 104 when I decided I had enough. The phone decided to. Absolutely.
>> Wow.
>> Damn.
But we're going to change them, aren't we, Michel?
And I think uh he's back. He wants me to hold on to him some more. No. Hey.
You can sit over there and chill out for a minute.
Um, it's weird, but uh, I'd love to hear you guys' feedback. I mean, if you guys are followers of the channel, I mean, let me know. I mean, is this room for you guys?
If it's just not your cup of tea. I mean, I'm making kind of decisions about the future of the channel that now that I made this decision that I got to like embrace this, you know, do I make two channels? Do I made a do I make a computers, technology, and coding channel?
Do I uh do I make a building and scrap channel that's separate from that? Do I put them both on the same channel?
I need ash. What you need a shell for?
Oh, because.exe doesn't work on Arch Linux. Dang, Linux people in house. What's up?
Tommy says, "Nah, one channel. My Glock in Benners pipes in. Good to see you, friend." He says, "No, one channel. Keep everyone in the no."
All right. So, uh, >> lot of positive feedback about it. And Cedar said, "Any Trekies?" And absolutely.
>> Oh my god. Um, >> different layer of nerd than >> No, I uh I kind of have to admit I kind of fell off on Star Trek. Um, uh, yeah, I know. Techie, not a Treky. Oh, well, I promise you, Tom, most of the techie, you know, came from Trekky.
That that just where probably most of it came from. Um, like the bike, right?
Um, everybody has cell phones now because they had triorders in the 70s, you know. That's just facts. This is where it came from. Um, now if you guys if you guys think I got room for this geeky [ __ ] I I'm in there. Honestly, I didn't make a lot of videos about it because I figured you guys would be like, I'm saying the hell is this some [ __ ] talking about, man?
Why don't you get back to putting together the goddamn coffee tables for [ __ ] sake, you know? I mean, that's what I figured was going to happen.
I have an autographed original movie poster from original Star Trek. Holy [ __ ] Yay.
>> That's amazing.
>> Let's go.
I'm going to stream while I'm joining the hackathon. Oh, I hadn't told them.
So, yeah. Mims [ __ ] around open his mouth and now I wrote a damn check that my ass has got a cash and entered a uh entered a heckathon.
>> Oh jeez.
for 12 hours. We're writing code to put together an app in competition a bunch against a bunch of kids with crapload of badass machines and a hell of a lot of experience.
>> When is that?
>> Paul try to do his best. I'll get it in there. I think it'll be okay though. Uh yes, kids.
Tom Tom's only like 40, so I mean he's stuck.
A lot of our tech came from watching Star Trek. Yep.
What wood glue would you use to stick the heat sink for the process? Oh, you don't actually use wood glue. That's cyan acrylic. You use CA glue. It's probably the smart.
That's cool. Uh no, but I'll keep building, man. I'll keep making things. cuz I'll keep showing you guys how to how to get it done with the with this with the salvage with the scraps.
And I guess when you look at Legion at the end of the day, it's kind of scrapping itself, you know? I mean, taking an old ass machine with old ass AI models and making them do the [ __ ] that we need them to do.
>> Yeah, >> there is that.
>> Definitely. I think you got a lot of positive feedback here. I think I did.
And >> hold on a minute.
>> I'm actually really pissed.
>> Why?
>> Let me check. Let me double check to be sure.
This is the kind of crap that I can't stand about dealing with AIS. You have reached your quota limit.
You can resume using this tomorrow at 10:55 in the morning.
>> The Legion one, >> one of the models that I was going to use as comparison. Oh, >> I had just given it a few prompts to get going. And right off the bat, nope, you can keep using it again tomorrow at 10:55 a.m.
Yeah, I had issues like that when I was trying to make thumbnails until I just gave up.
>> Am I on Claude? I do have Claude. Let me uh let me open it up.
>> I didn't even look at that. Holy crap.
Is that the same Claude that was talking to us earlier?
>> It was the same Claude that was talking earlier.
>> Okay, >> let me see.
>> I'm going to go ahead and head out. I still got to clean up some stuff that I was working on all day.
>> Thanks for hanging out next to me, man.
I mean, like, >> I'm trying. I'm trying, >> dude. You know, I'm not showing it, but this is awkward as hell, man. Like, >> really?
>> Yeah, cuz >> feel like you're understand, you know, >> darkest secrets.
>> Well, everybody knows that I'm a maker champ, you know, and that's kind of what everybody figures me for. And let's face it, I mean, how many of them just duck some dumb West Texas hit the hell's he, you know?
and I've kind of kept all of the [ __ ] back on the side and >> yeah, >> not letting anybody know that I was doing it.
>> So, it's kind of refreshing.
>> You've mentioned it, but you haven't Yeah. You haven't gone like at length into what that means and what some of the I'll use the word parameters are.
>> Yeah. But it's a it's a lot of it's a lot different, but there's also some overlap that I think you'll do. Okay.
>> Weekend at Benner says, "Hold on, let me go catch up to the chat. Am I on Claude?" Yes, I am on Claw. Limited space, limited times used. Both actually. Um, it's another one of those stupid ways that all of these companies decide to screw us in the neck. And that's basically um here I can uh illustrate it quite clearly.
>> Two seconds.
>> Okay.
>> Bootleg Mike asked for my channel. So I shared the link >> and I'm going to go before I fall over.
So yeah.
>> Nice. It was a good stream, man.
>> Thanks.
>> Congrats.
>> Appreciate it.
>> New road.
>> Oh, catch you later. Bye everybody in the chat.
>> Everybody give it up for the one, the only fly on tonight being nerd on. Thank you.
>> No problem.
>> See, balls.
>> Bye.
>> All right, guys. If you guys want to be part of the chat, then again, it's all sitting right there. All you got to do is click the link at the top of the uh at the top of the uh or the bottom of the of the chat. I got a pin comment.
You can join in and be part of the show.
Now, let's uh let me show you what I mean. I'm going to pull up because he mentioned Cloud.
Let's bring up Mr. Cloud.
Here we go.
Senor Cloud.
Here we go.
So, Mr. Cloud, let's make him full screen. Let you guys see what's up. I'm going to bring myself right down here in the common.
I show you the [ __ ] that drives me nuts.
it. See how it's kind of froze right now? This is the exact thing that I'm talking about. Like the big Frontier model. I can't even hardly use it because this computer has such little graphics cards.
Next to none. But Legion right doesn't even care. All right.
Now, I'm on a pro plan, right?
And ironically enough, oh, look, my limits are temporarily boosted. My weekly clawed code limit is 50% higher through August 19th and 100% higher through co-work.
It's like Please sir has some mole. It's It's ridiculous.
Even though I'm paying good money to be able to use this, right?
Even still, you only get to use it for so long. Yep. Two gigs of RAM. Crazy low. You're absolutely right.
Just two gigs of RAM.
and was using two Frontier models. One of them 550B, the other one 240B and got to do it. And I spent a dollar on tokens in the last week.
That's the deterministic engine I'm talking about. And these are all this is one of hundred different things that I'm building in the Legion that's going to put the power back in the hands of the people that don't have fat bill folds that you just throw money at the problem. You know what I mean?
It's the idea anyway.
Oh my lordy.
Not fclad. Switch to codeex. All right.
See what we got going on. Mean's going to make cold fusion. [ __ ] I'm going to make cold something.
Before I make cold fusion, I'm going to make cold brew coffee. What the hell I'm gonna make? Freaking.
Let's go. Let's see. Um, yeah, that's that's one of the models that I have running in Legion. That is Exeggutor over here with a 550B.
And again, how fun is that?
There's my flipping video card.
I think it's great.
Two gig graphics card.
16 gigs of memory and we are good to go.
I just got an Etsy order for a catch all tray. Headed to the shop to fire up the CNC.
Good on you, Jack. Appreciate you, buddy. Um, so I guess that's the official for tonight. Um, yeah, I'm I'm going to tear after it and uh by God, I'm going to make somebody in corporate They're going to cuss me by the time it's all done cuz I'm uh I think I'm about sick of uh people getting screwed.
Holy hell.
So, when it is all said and done, there's Legion.
Still Legioning like it was.
It's a little buggy. Got a few things to work on.
I'm going to build this Timbercraft app.
Honestly, I don't know what the hackathon has in store for me, but uh I'm fairly pretty confident that if it's a mobile app they ask me for, well then uh Timbercraft might be it.
And the idea is to give you guys some tools that you can install on your phone that'll actually be useful for a flipping change. I mean like um take your uh what the hell?
Hold on. What the hell is this?
Get rid of that. Put me back. Son of a [ __ ] Here we go.
Hey, cheers. Son of cowboys in the house. What's up, buddy? It's saltwater cowboy. How you doing, buddy?
Let me get this damn thing back. Hey, hot damn. There we go. Now we're back on track zone, [ __ ] I can be taught almost.
All right, there we go. Let's move that down. Beautiful. Change this chat. Live chat. Move that around.
Heck yeah. That's what's up. No. Uh yeah, if you guys are cool with it, man, I'll start doing the AI [ __ ] man. I mean, I get fired up about it. I say a lot of dumb [ __ ] But if you guys feel it fits the vibe, hell yeah, man. I'm going to tear it up.
I'll turn them back on later in the year. Etsy.
I wanted to Etsy. I wanted to Etsy so flipping bad.
But I promised you guys vibe code, didn't I?
Or promised you a way to make some money.
Bet we could do that.
And this is the cool stuff about AI.
Wait a minute. My I got clawed. Holy hell.
Hey, hey, hey, hey, hey, hey.
Just a dog on minute.
Let's make some money. Y'all want to make some money? Hold on a minute.
Here's what we're going to do. We're going to make some money. Hold just a double on a second.
Bam. Bam.
Add.
Stick you guys over there.
Stick that way. Do this. Scoot me over here. Like so. Grab this.
Let's make some money.
Hell.
Um, follow along if you'd like to make some dough.
Tell me the 100 most sought after howto books purchased on the internet.
Let's go. Let's get paid right now.
Follow along with me.
We're resoying.
Let it go.
Top 100. Give me instead compiled list.
Okay.
Self-help books. Personal development books.
The seven habits by Steven Cubby.
Think and grow rich.
Getting things done. Deep work by Cal Newport.
Money, business, and career. DIY, home repairs, cooking, gardening, programming and tech, writing, creative, health, fitness, relationships. Okay, so we got a boatload of categories here.
All right, let's uh let's make some money off this. Um this is a very diverse list.
Let's focus on a compilation of general howto tips, hacks, and general advice.
Depending on how many we can assemble, we'll build a book titled 100 questions you forget.
>> You'll probably ask.
>> All right, here we go. Sounds like a plan. What you think?
100 questions you'll forget you probably asked.
>> Just general tips, hints, hacks, >> practical everyday answers to questions.
>> All right, >> there we go. Group by category.
>> How you fix a running toilet? How you unclog a drain? Car driving. Jump a car battery.
>> I think it just gave me my next 100 YouTube videos. Holy hell. I didn't negotiate a medical bill.
How you dispute a wrong charge on a credit card. How can you tell if your brakes are going bad?
>> Pretty cool.
>> Okay, first make this a list on a document.
I'm going to make a YouTube video about all of these.
Step one, then after that, we'll get to making money tonight.
>> Making money tonight.
If you're big for making money tonight, give me a give me a W in the chat. You ready to make some money tonight? Who wants to make money tonight?
>> I was going to the shop, but now I want to make money. [ __ ] Yeah, let's go.
>> GBT to write the book. Yeah, damn right I am. Watch me. Watch me, Saltwater Cowboy. Watch me.
100 questions.
Download that sucker. Print it as a PDF.
Give me that.
>> I want to save that sucker.
>> Little upside down time. That's all right. Benners, you're good.
>> All right.
>> Download that as a markdown text file.
>> Save that sucker. Let's go.
Now, >> here's the fun part.
>> Compile >> general overview tips and summaries for as many of these as you can.
We will assemble them into a general How to tips book.
>> Absolutely. Let's go big. Hell yeah.
Let's get paid. What I'm talking about.
[ __ ] >> All right. Your ass like so. You guys can see the tails go.
All right.
This will be actual manuscript content.
So, I'll write it as a proper doc x.
>> Perfect.
While it sits there doing its thing, here's what I'm going to do.
>> I'm move Legion to the side. Hey, you you go aside for a minute. We got somewhere to go.
>> Um, Kindle Direct Publishing, >> self-publishing.
Let's go.
You have closed this account.
Okay. So, I need a new account.
Join KDP. Um, Mike, don't be watching what I'm doing, suckers.
Move it over here. See also that you can't see what I'm doing.
>> Email.
>> Make a password.
Okay, now I got to get a OOTH password.
Watch how quick I start making money, homies.
Y'all going to dig this.
Oh, we getting paid.
Verify me.
I'd show you what I'm doing, but what I'm doing is I'm establishing a minute. the bell.
All right.
Okay.
Now, what I'm doing right now, y'all can't see [ __ ] but what I'm doing, well, I can't see [ __ ] because I covered up. I'm setting up a uh Google Voice phone number.
All right. What's my phone number?
Okay.
Okay.
All right. I'm setting up a Google voice number right now.
Trust me, there's a had to go on the Roku so I could see.
Good. Sweet. What's that password said?
Okay. Come on, sucker.
So, it's setting me up a a temporary phone number. Still building it.
What I'm doing techish question. I have some stuff on an SD card from a phone 15 years ago trying to access it from where it was saved in color note. Can't get anything I have to open it.
I bet we could take care of that. Hang in there. So, while it's doing that, 41 615 4558.
>> What?
Look, you want to say hi to him? Okay, here you go.
>> Got that.
>> We're gonna figure out that files here in a minute.
>> Okay.
>> About ready to work on that file.
>> You have no idea what the hell I'm talking about.
>> All right.
>> We are doing the poo.
Power tools ain't the only giggle.
Oh my bear.
Bless your heart.
All right, here we go. We go.
Just about ready. Takes a little bit setting up, but we're good.
Okay.
6590.
>> Is the bat bigger than 100k?
>> Maybe it was on color note. Probably pretty big.
>> All right, let's see.
Here we go.
Let's >> go.
Sorry, I had an hell with the account set up.
>> Thank you, >> ex-wife.
last.
>> Okay.
While that's building that, >> that's all right. It don't matter if they're encrypted or not.
>> Don't matter at all.
>> There we go.
>> Now we have an account with Kindle Direct Publishing. Let's see our AI did.
Oh, hell. It's already done. All right, we >> got a 20page book.
>> Uh, that could be a little better. Let's see if we can't uh download that sucker.
Question book right now.
Little cheat again.
Come over here, >> Gemini.
Where you at, Gemini?
>> Let's give you >> the book we just downloaded.
Okay, here's a 100 questions book expand on each of the topics contained herein.
Let's get this book closer to 100 pages of useful material.
>> Off she goes.
>> Going to make videos for me, too. Well, I don't know. Let's see.
>> Oh, it's running. Okay.
>> So, it is expanding.
all of this.
>> And the more I'm reading this, how do you check your oil? How do you fix a squeaky hinge? How do you change a flat tire?
>> I think I'm going to rename the book. I think I'm going to rename it. Uh 100 things for you to ask dad.
I like that. This is all stuff dad probably would have told you.
>> How you tell if your brakes are going bad. How do you jack up a car without it slipping?
>> What if your car starts overheating?
>> How do you freeze your credit? How do you dispute a charge on a credit card?
What do you actually do on the day you lose your job? This is great.
>> This is great.
>> How do you know if a fever is dangerous?
>> What do you do for a burn in the first 60 seconds?
How do you get a splinter out if you can't get it with tweezers?
I like it.
Hog farmer, how you doing? We are uh showing everybody how to get an AI to help you make a little bit of money.
Um the professional homeowner handbook.
Well, I guess that would work.
We got home automotive.
How to read a credit report. How to set up a will.
>> How to stop a nose bleed.
>> Okay.
Hog farmer's curling his nose at it. I can already see it.
>> The go-to for everything, huh?
>> Let this guy tear this up.
>> Hey, you don't need anything out there.
Sorry, >> Diego.
>> Don Julio Antonio Chico is losing his mind.
>> That's very peaceful. Get off of there.
Standing on the back of the chair like you're a damn cat.
>> So, let this guy crank out what he's cranking out.
>> Meanwhile, let's go back over Create a new title or series.
>> Let's do it.
>> Kindle ebook.
>> Language is going to be English.
>> Ask dad.
100 >> helpful tips >> you didn't know >> you needed right now like that.
Okay.
Primary author.
Put my name in there. Mike Patterson contributors.
What happened?
>> My computer freeze up. What happened?
>> Where did my mouse go?
>> Where'd you go, stupid?
>> Hold on.
Did >> my mouse go to [ __ ] >> I don't think it did.
>> It's all right if it did. I got another one right here.
>> Did I freeze?
>> Nope. We're back.
Holy crap.
>> Did I fall over and die on y'all? I'm back. Are we good?
>> Sorry about that.
>> That's what I get for trying to do all this kind of stuff on a old machine.
Oh yeah, it's freaking out.
>> It's all right, though. Let it freak out.
>> Beautiful. Thank you for hanging in there, man. Let this uh >> let this thing keep doing what it does.
My god.
>> Did I bog out my RAM? Is that what I did?
>> Got to get out of here.
>> Take care.
See if that helped out. Did I lose you guys? You still with me? Candy 1000.
Yeah, pretty much.
All right.
>> Dang. No sexual explicit stuff.
Reading age.
>> Oh, wait.
Did it assume that this was a kid book?
>> Oh, because I wrote I titled it Ask Dad.
It's kind of >> reading age is optional. Okay, great.
>> Amazon categories.
self-help.
>> Love it.
>> General good.
>> All right, Johnny. You take care. Have a good night, man.
Okay.
>> Meanwhile, >> back at the ranch, >> Granny haven't drank too much. Spawning in the ditch.
>> How to introduce to people names you forgotten. I guess that's kind of cool.
>> Let that thing figure it out. Shut this down.
See, this is what happens when you don't use Legion on a computer this old.
>> It is. Uh, it was trying like the Dickens, but it's going to make it.
>> All right.
Meanwhile, we'll ask Claude because you're still relatively running.
Give me keywords for >> ADP.
Put this guy to work.
>> My tags and tips book. Love it.
What else you got?
How to survive guide every day.
The hell are you doing? Computer.
Practical life skills. I like that one.
Home repair.
First aid. I like that things you should know.
>> Self reliance.
>> Common sense.
Okay.
That was good enough.
>> Give me a description for the book.
All right. Like it. Looks good.
>> Copy.
Paste it.
>> Like it.
>> Beautiful.
>> Save and continue. You guys can't see [ __ ] of what I'm doing.
>> The manuscript here in a minute as soon as >> Jimmy Jim Jim over here being a butt face up on our flipping draft.
>> Gemini so freaking slow.
>> Or maybe my computer's so freaking slow.
struggle with.
>> That's probably what it is. All right.
So, let's just kill this since you're acting so well.
Expand to one full page per tip slashtopic.
Go to work.
Off you go.
>> Now it's right in the expanded content.
Over here we've gone to KDP, which is Kindle Direct Publishing. Now, this lets you self-publish an ebook.
Throw one up on the rack.
Did you write >> cover creator?
>> That looks pretty nice.
assist and submit it.
>> Now we'll have the cover of our book.
See how close this thing is being done.
be a published author in about five minutes.
>> Maybe.
>> You never know, right? Better. Let's find out.
It's >> the worst thing that happens.
>> Hey, that looks pretty nice.
>> Okay. Collect information about use AI.
Do you use AI? Yep.
Cloud.
Don't even not be able to be downloaded, which is fine.
That's right.
Zip.
because I don't have a >> flipping manuscript yet >> because cloud is being a cloud.
>> Ask Daddy Mike indeed.
>> This sucker do its job.
>> Accessibility is including alternative text.
Okay, >> just about got her.
>> Almost there. Did you crank out the freaking book?
>> Come on, Claude. Any day you want to let everybody else be productive?
>> Probably work if I wasn't working on a 1957 get out push computer.
>> Probably be doing that a lot better.
I'mma publish an ebook here in just a hot minute. What do you guys thought I charged for it?
>> $2.99, 3.99, $5.99, $15.99.
What y'all think?
I guess it depends on the hell how long it's going to take this sucker to punch this out. Let's go.
>> I'm going to charge a dollar a minute.
Yeah, right.
It's >> not y'all's fault I'm running a damn 50 year old computer.
>> $159.99.
Holy je says 1111.
That might be kind of cute. 11-11.
I might be able to get behind that [ __ ] 1111. [ __ ] Screw it.
Yes, I know. We got to upload the damn manuscript. Give me a minute.
>> Hey, [ __ ] bird.
>> Oh, you just gonna [ __ ] something out all sudden, ain't you?
Oh, >> it's double checking it's working. Make sure we got at least a page in >> today. Scooter Magcgoo >> charge 67.
>> [ __ ] my [ __ ] kids seven. Holy [ __ ] The >> kids do that to me all the damn time.
Six. Seven.
Good. Layout's clean. Get good page.
>> Here we go.
>> Is he getting it? Here comes the book.
download.
>> Okay.
Ask dad book.
Save it.
>> Upload manuscript.
>> That's book.
Let's go.
KDP is processing your manuscript and book cover. This requires a number of steps and can take several minutes.
>> Like it hasn't taken several minutes already, but I'll be right.
>> Let's get paid.
>> Please fix the highlighted errors.
Nine.
>> Nine.
>> You good now.
>> There we go.
Go.
Is that a royalty plan?
>> Okay. How much we said we were going to do? 11-11.
>> Bam. Bam. Bam.
You must complete your account information to publish term.
>> Okay. What I got to do We go >> update my quaint.
>> Oh, I got to put in billing and where to send all the payments and stuff. That's what it is.
But if you give me just a couple seconds, >> we're going to have us a book. It's going to be published online.
Okay, there we go.
Hey.
>> Okay.
See, put an authenticator two factor on it.
And if you guys can't see now, it's going to ask me for all my personal info here. Just jump off screen and do that real quick.
Enter all that in see a little better over here.
Go.
getting paid.
Oh, I need my checking account number.
Hold on. We already trying to get paid.
Son of a [ __ ] You got to be kidding me.
>> All right. Hold on. Damn it.
>> My god. Hold on. Okay.
There we go.
>> Get an account number in here.
Simple sweet and sweet.
swing.
Yep. and save.
>> I got to do my tax stuff now.
>> Everything else that has in the shop.
Yeah. Let's see.
individual.
Are you a US citizen? See Okay, we got that done.
>> We're just about done, folks.
Yes, I know. We're done.
I got to verify my identity.
>> If I was smart, I would already had this set up a long time ago, but I kind of jumped on the fly. I don't know what you want me to tell you.
Get back over here. Read the chat a little better.
That one person might get very specific on who that person is. How old is he?
Where does he work?
Got all that stuff.
Something else was making but I didn't realize his wife was sold. Okay.
Right.
Jack in the shop out there dropping the knowledge on folks, man. Cool.
Load up. Suck it out.
the sun going woman.
And now I got to wait for it to finish ident or verifying my driver's license >> and then our book is published.
>> $111. Huh? Benners, see how many we sell.
>> AI is not scary, guys.
AI is pretty damn awesome. You do a lot of cool stuff with it. I'm gonna I'm gonna keep chasing it. I'll probably put out a video tomorrow about making something out in the shop. I've been in here farting around with this computer for months. About time I get out of there and got my hands dirty, right?
Thanks for hanging in there with me all night.
Hope >> you guys saw something really cool.
Anyway, maybe picked up some good idea >> something along the way.
>> I'm uh I'm pretty fond of all this work I've been doing and I'm even more fond of my community now to know that you guys are okay with me doing both of these.
Think I'm uh going to sign off. Go find a bed.
>> Wait for uh Kendall to verify my identity so I can start getting paid.
>> I'll keep you guys up to speed on Amazon.
Making the spider tank from Wild W. Hell yeah. That's what I'm talking about.
[ __ ] Yeah. Let's go.
>> Thanks for coming in, Taz. Or I got out of here.
Yeah, I guess this is going to be half of the channel now.
>> Hope you guys love it.
>> Catch you guys around on the next time.
>> See you. Appreciate you.
>> You know what? This callous hands Working this red dirt land, picking up scraps and broken things, making them work again.
Mike will make it.
Mike will make it from the dust and rust and pain.
Mike will make it.
Mike will make it.
Something strong from what remains.
Mike will make it.
You seeming land in the heat.
Sweat dripping on concrete.
Taking your trash, you're thrown away.
Building tomorrow today.
M.
Make it from the dust and rust and pain.
Make it.
will make it.
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