This video demonstrates how to build AI-powered trading bots that monitor government contract announcements and financial filings to identify investment opportunities before they become widely known. The presenter explains how to access public data sources like US government spending databases (usaspending.gov, sam.gov), SEC filings (8-K forms), and international market APIs to track significant corporate announcements. The bot architecture uses multiple specialized sub-agents: one for CTO-level system design, another for web scraping and data collection, and a third for investment analysis. The system processes data from multiple markets (US, Korea, China, Hong Kong) and generates alerts when major contracts or agreements are announced, allowing traders to potentially capitalize on information asymmetry. The presenter emphasizes that this approach helps investors find 'pieces of the cake' from significant corporate news that might otherwise be missed.
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Deep Dive
Creating a Trading Bot with AI to Copy AI Insiders (LIVE)
Added:What's up everyone? Some interesting news happened today and I have to say I know the market is not always beautiful.
It's not always pretty but we have some hope and today we're going to build some bots to spot insiders in AI. We're going to build uh maybe a second one for copy trading and then we're going to explore what happened today because this going to change the way you invest and the way you should take care of your investment and yesterday we're going to first look at what happened to your investment as we took few position during the live stream. So, what's going to happen is if they're in the green, we celebrate. If they're not in the green, it's not my fault. It's the people that uh told me to get in in uh doing the live. Okay.
Oh, copper is nice. Nicely up. Uh let me connect the wallet. Wait a second.
Okay, sign it. Boom.
What? Oh, maybe I changed the wallet.
Maybe that's the one that should go cuz the code normally is um is handsome. TX handsome copper nicely up this.
Okay. Uranium nicely up too. SpaceX the short. Where's the guy who told us to short? So in the end we had minus $60.
It's this [ __ ] bunk thing. And you should have closed that bunk thing.
That coin is is is cursed.
But let's see because if Solana goes up like basically we will be back up as well. But sadly we were we were just uh in copper at the beginning nicely and chilling and now we we getting uh railed by this one. Mark price is here. Okay.
Bonk.
Where is there even their lowest point?
Okay.
H What do you guys think? We keep it, we leave it, or we just uh we just end our life for [laughter] Oh god, I go too hard and no one says anything.
So I was like, okay, why not? Why not?
Why not?
Might recover.
Yeah, I think I think there's a high chance that it recovers. I agree with you. You're right.
But will I recover? H another big thing happened. Pom fun released an update again. I mean, as soon as there is the token unlock, we see updates coming in cra like crazy.
So, what's happening is introducing boost mode. And why it's important for you? So, every new pump coin when they get launched, a bit of money stays locked in the bonding curve. And now they're going to move that into capital injection. So look at that post migration. Boom. Boom. They're going to tear up over five minutes.
So that money that was getting stocked.
Now how much is that? Well, let's go in.
What was happening is we have our bonding curve like that. Okay. Sometime it migrates, sometime it doesn't migrate. Pipen goes here and here. But the thing is there's always a minimum of around uh actually I think it's 19 soul 17 soul 17 something. So he could have said like all right boom 17 soul they were getting blocked forever. No one wanted them anymore. So what they're going to do pump is now once your coin migrate, boom, boom, that's your coin. Um, then they're going to place some little buys here, little buys here, little buy here off those 20 s. So it's going to increase the liquidity of your coin. I don't know how actually they're going to manage to add maybe only one-sided or they buy the token.
Huh?
Does it buy the token or add the liquidity only one-sided 20% of liquidity upon migration something we call dead liquidity meaning even when every trader sells they're holding some liquidity stuck in the LP forever boost Boost mode utilize state liquidity by injecting their capital 17.6 Solana for sold pairs or 2500 USDC over a 5m minute period post migration.
Upon every TWAP purchase tokens are automatically burned. Ah we have the answer and then they burn the token.
They burn the token plus burn. So that's pretty cool. cool update from them that lets us uh have hope. So, it might be better now to trade pairs that migrated than people that pair that didn't migrate. I wonder what it did to the market actually. Did we see more coins going hard or 1.4 1.1 1.3 2.5 1.6 6 1.5 11 1.6 14 3.5 That was good for print scan, man.
Print scan always prints 31x 30 hours ago. Oh, auto. We were in that one yesterday. You guys remember?
Man, that called it early.
Oto was a a ruggy rug. a ruggy ruggy rug that we found with a due diligence and chain analysis and uh we're good at this. So that that's what that's what happened.
>> [snorts] >> Nim radar.
Nim radar.
S up cat. Oh, he's back.
We had the dog like that before.
I feel waking up and instantly grabbing my phone instead of All right. Well, let's start to build um demo 25m.
Is that true? Is that true?
Which one are you talking about? We jimotei. Yeah. 25m. Nice. Where's cash 69?
The lucky 69 on the dot as well.
On the dot as well.
Jimotei 5 days old. I think it's beautiful that you have coins holding now. Oh yeah, there was a crazy candle in an hour from 16 M to 25 M.
Went up first. Boom. 23M down to 5 M and then here trade those meme coins differently. Now ain't the same.
Ain't the same.
So, here's what I've been working on.
Going to see because I keep seeing those tweets. For example, Rocket Lab wins a 266 million US Air Force contract.
Launch will take place in Alaska. Da da da da. And then the stock, how did the stock move? Plus 5%.
Plus 5% on that news. I'm like, why don't they get any piece of that cake?
It's not fair. Why I would not get any piece of that cake? Is it is is am I allowed to ask for a piece of the cake or am I not?
The thing is I don't know where to find those things.
I I how I'm going to monitor this. They I you got to understand you got to understand I'm not talking only about the 5%. this this been more like every time there's a new deal a new thing and then it's like if you leverage on it that's it you have it just because you knew you read it first and I'm like okay then I started this morning to tinker around I'm going to show you what we can do with that because we're going to have we're going to build our own we're going to build our own tracker it's it they should not left leave us like that on the side.
So here's what I am thinking of cuz every time there's a big contract in AI or whatsoever it creates a big movement and that movement can be few% can be 20% it can be like anything.
So then I started to ask the clanker.
All right, how can I know in advance when things happen like that?
So those documents they get published publicly like for example usspaspending.gov that's one of the place where you can see where the government is going to spend their money.
Look at that. Look at that [ __ ] data.
Explode the data. You can find all the thing. Download the data.
You have sam.gov.
You have all those websites and I don't want to check them. I don't want. So you we have eftsc.gov.
go like I mean like like even just a URL makes me not want to go. Oh, that's a free API for HCC Edgard and is all those businesses they fill up like 8K a file called 8K within four business days of a material definitive agreement.
Let me check if we can find some to give you an example.
>> [snorts] [snorts] >> Look at that. That's all the forms that we get and it's tons of it. How I'm going to know that? Like I don't know what to monitor here. We have all the documents like it's it's confusing. It's it's not a work for me.
It's work for the AI.
So, what I decided is that I'm going to build a bot that's going to monitor this. It's going to track down everything.
And this tracking is going to analyze it and let me know what's up. So, it's going to check for US, Korea, Taiwan, and Japan. I don't think I really need Taiwan, but I know, sorry, Japan. But I could put China though.
Can we replace Japan by China?
I hope no one's going to quote that.
It's going to cost me problems. And what I'm doing on the right side is the PD product requirement description. So the goal is to have a a full documentation of what we are trying to build and like that when I give it to the AI to build it, it has all the elements and that's why I want to show you because I had like question like how do you do that in Twan? How do you get the data? No one give me the data. No one give I take the data online. I go where it is and I take it. Even it's not mine.
I take it. It's mine now. It's like you guys got to be like all the data are your data. It's our data. Don't let them just hoard all over the data.
Ken Morgan 4 days too long. No, it's not too long.
It's a legal thing. Yeah, but it's like that's that's that's what the thing is like everyone get the information at a time. So they they can't do it before four days. We don't know but like you saw when they did the filing after the thing went live boom it went up and there so many like that and in the soul wise I never know what are the contract and what is going on but of course it's not meme coins man like you can't be in their office and knowing what's popping like that. It doesn't work like that. It doesn't work like that. It didn't work.
Sorry.
But that's true.
That's true. That's true.
[snorts] There we go. Now we have our alert bot.
So Japan is out. Sorry about that. Japan.
This is actually the flip the risk profile for the fourth market. Japan was paid but official API of real API contract with SLA China. CN info is free and key lace, but it's a public query interface rather than the documented API. Cheaper and faster to stand up, but the one adapter most likely to need fix and side change its query format.
One thing was a decision. Your HK based company is true. Yeah, let's add Hong Kong in the mix.
>> [snorts] [snorts] >> Oh no.
Okay. If you have to, let's go with Micron, Mat, and Intel AMD for the ones I like the best.
And this guy like how is that possible?
That means we need to short micron.
You already asked me to pay.
That's a fair question.
I didn't see.
I'm going to re-update it with fable after. I mean, for the PR it's fine, but it's true like it could improve.
I think he's going to be fine with extra >> [snorts] >> Never share this screen.
Now establish sub agents that will be one that is one of the best CTO, one that is the on the best of scraping and another one that is a best of like this type of investing. Look at who are the best people on that. Inspire yourself from them. Get their content and then review the PR loop it three time for each depending of their feedback. And the goal is that we have something that is simple and straightforward to build.
All right, we're going to wait for this to be done.
Why not using CL code instead of using it in the browser? And now I'm just making the PD. So once I'm done with that, I'm going to use actually I was thinking to use GP5.6 which is normally [clears throat] better at coding. Um but for the planning I was have it like that. Also, I started the planning when I was walking outside. So, it's um it's easier like that. Once you have the full requirements, you can just launch it to to run Okay, so now we got the review going on and we should have something pretty good at the end.
never use 5.6 but feels use sometime fable gates are annoying. Yeah, I got like so many times uh turned down to to um opus 4.8. So I was like, so I I like to use a codeex for coding honestly.
How should I call it? Contract sniper.
It's actually doing all the round with each of them. review loops, structural demolition, C5estion adapters, a dispatch a Q code of boarding, one script, one SQL file.
It's working pretty well so far.
Do you think Robin Hood memes are going to keep being big with the platform?
Why they would not?
memes are an essential part of the ecosystem of any blockchain of anything actually cuz even stocks Robin Hood got a lot to his meme meme stocks so I think they understand that this is like so far look at it like you have wood 23M E4M Fox 1M they've been doing no bad pawns uh actually the CEO of um of Robin Hood started to follow them on Twitter to follow the creator of pawns on Twitter. So that's quite a good sign to towards me in my opinion.
All right.
Now I'm giving the PRD document to GP5.6 to not have any blockage when I'm coding. They be like, "Hey, no, you're trying to do something.
I put you down to 4.8.
Read this PRD document deeply. You're going to need to build it. Let me know if you have any big question before we start.
Well, extra high should be fine.
>> [laughter] >> Stop making love to Mike. I can't, man.
The access per text it's not date window. The Korea access does not offer actor limitation. Okay.
H it's funny because look in the end what I had in my re research for today rocket lab one 260M but 112M is obligated now what changed an official US world names 12 vehicles plus six options completion by 2028 and 112 initially obliged was like exactly like the the thing I wanted to do.
And who is the guy behind it? Oh, that's the same guy. But my clanker do good. My linker do good.
Okay. To qualify. What the [ __ ] Nice.
Okay. So may I correct the ingestion part with the selected connector satisfy PR then finally use direct open dot from day one. Okay.
China Hong Kong. Okay. Am I correct?
Yes. Can I send the dice to classifier?
It give us native PDF.
I try to make it uh go through um through code every time. [snorts] We're going to have to change that implement everything. So it works directly in your instance. No need to use code anywhere. The best would be directly to use GPT model and you can decide what's best. Yes, the spending we want to spend maximum $200 per month.
The goal is to have an idea of the tickers that is concerned and then if it's an interesting one. We don't want to have noise. We want to have clarity.
And then here I have a little prompt that I always use. Uh go every single feature.
Expect behavior based on the code when done loop switch testing documenting fire deploy agent for text use. Those are two important one. Deploy sub agents and for all the calling task do that.
Are you guys still making money or just are maxing? Well, that's the thing.
Anyone who is doing the rword maxing is making money.
That's that's the the initial thing.
always there. Kitten Morgan as well.
Mr. Photon, you know they are already AI intelligence platform that chat things like this for boomers.
Why aren't you rebuilding stock for multi- chain like for Robin Hood? Uh this is on the this is in the pipeline actually for stock fund. And um which platform you thinking of?
Are they good? Cuz me I want to have the automatic trading with it. I don't think they're going to do automatic trading on chain with it.
Can you speak German as well? No, of course not.
when next bull run started last week.
Last week [laughter] now we don't know yet. Uh it seems like a lot enough people gave up honestly like it seems less crowd. Um so the bull run might start soon. I in my I can't to me it feels like it's warming up now. A lot of people are waiting for the clarity act as a catalyst, but usually everything that is a catalyst doesn't work out. So that's my my two cents.
It's beautiful.
We have two sub agents market adapters. I'm implementing the five market adapters and the mock normalization error pass coverage in shared workspace. Go runtime. I will implement the runtime as self-contained Python package.
Oh, what is the quantum resistant coin you've been talking about? Oh, someone wants some alpha.
I see that. Huh?
H You're going to hear about it in time.
Don't worry about that. I'm I'm actually today was either that or or this that I was going to talk about, but I'm going to do it.
So, I did the research for Mr. Where is he?
Mr. Photon, Mr. I know it all.
There are some tools.
Apparently, according to code, this is the most popular one.
Looks bloody disgusting. First thing.
Second thing only takes the US market.
You got to get out of your bubble, man.
Korea is big now. Korea is big now.
China is big now on that stock market.
So don't try to come again and break my joy of building something that already exist. It's cheap though. I have to say this is really cheap. I would never sell anything for that price. Like whoa whoa whoa. That's really cheap. But I don't know how good it is. It seems that they just give you the latest events like that.
And there's another one, Alpha Sense, but it's only for companies. That looks like uh way too complicated. So, because we want to automate the trading as well.
I'm sorry, but not going to listen to that advice. Now, maybe it's going to take too much time to build and it's going to be wrong. Um, okay.
He say I love treasure hunt.
What can I tell you?
The supply will be 21 million as well.
[laughter] He it came from a good intention from him. And he's right. Like sometime I build stuff that already exists. But hey, it's it's like it's like your own fault, you know, and then you're the only one liking your own fault.
I mean, maybe that's a French things.
Looks like Coinbase. Yeah, maybe. All right. What are we building now?
It deployed only two agent. Okay. Okay, it's a live paid source player remaining gate until those open AI and open dot credential. I'm not current Oh, he's going to try to make me use the API. I want to use the subscription.
The P is progressing in parallel. One more implementation showing is not fixed. The monthly cap will cover B source. Okay.
Okay. Okay. Okay. Okay.
No, it's not Zcash.
It's not the cash.
I'm sorry. It's not the cash. This is why it's not going to be anything to talk about, you know.
Five step inspects the workbase. Turn the PRD into canonical user and then implement the GPT base ingestion classification the duplication budget login on telegram system and then create the canonical feature status spreadsheet populate implementation and test every user story. Okay. Retest. Okay.
Are you kidding me with the Are you kidding me? What What's going on? You guys woke up and decided to to play with my feelings.
Look, look.
I posted a video explaining that and then of course only only only 300 of you guys watched it.
breaks my heart.
Spend so much time on that video.
Why that?
It's always like that. No one No one will give a little bit of love to a French man.
It's crazy the attention on the I'm [laughter] sorry you're watching.
It's fine. [laughter] Zika has been performing well though.
You guys hating. But hey, Zikas, you call it Z trash if you want, but hey, any time of the day, man. Any time of the day, I'm taking this.
He's he's been performing pretty well.
Show more skin.
What do you mean most? [laughter] I put on a notification for your video now. I mean, a lot of people like did really well just with having a notification on the videos. Like I know a guy like the other day he said he said thank you. He he found very early viational and he got tons of points for it.
So he's Gucci.
And you need a code to be able to access violation.
Should I put There you go.
Only use it if you're going to do volume, guys.
Actually been working on something.
[clears throat] Is it There you go.
>> [snorts] >> I built something where you can compare where the cheapest to to trade. So for example, if you wanted to buy gold, if you wanted to buy Nvidia, you have like the different uh spread like if you're going to buy 10K worth of it, where would it be cheaper?
and you get the the code to it. So, it's going to depend every time.
Uh, you have the open interest as well.
24-hour volume like when they don't have it. So, I don't have like I need to fix that. But the goal is to Yeah, I know. I know. I'm not I'm trying to do my best. You know, sometime you guys are after me, but like where don't put like one one,00 one one million is insane.
KK Google Alphabet after will rail you like you get get pretty pretty cheap stuff open interest. [snorts] Um I think the next step for me is to put that you can um you can basically I have to check what is the funding here.
That's that's the important thing cuz like some for example like variational would be often cheap but it doesn't show as much here. Um, so I think I gota in put more stuff in. But my goal is to be able also to know like okay like do basically arbitrage short on one long on one and then farm the the points on each side and then farm the funding fees.
Of course. Of course they did cuz we already had it here. So they knew.
It's like they just follow what we're doing.
That's how it is.
Why is no more? Yeah, Robin Hood chain is uh showing a lot of stuff. So we see >> [sighs] >> Oh, this look disgusting.
What do you guys think for the the ranking tomorrow? Like if we do like all the privacy coins, we take privacy strengths 25%, adoption and liquidity 20%, regulatory solvability 15%.
Security and development 15%, narrative and momentum 15%, controversy factors 10%, drama score flag for viewers this measure entertainment engagement value not investment quality.
Do you think they we should put other criteras for establishing those?
Which one is your favorite so far actually?
[snorts] Well, I think we would have to meet tomorrow for the building.
I know adoption and liquidity. Yeah, the thing is if the liquidity and the adoption is big like for us it's not really interesting to invest technically privacy and the protocols not on the off trash back door special hey I'm sorry Mr. photo, but after what you recommended us to use.
Well, you say it was for boomers, but yeah.
Will your alert bot be getting info from Twitter? Well, when it's on Twitter, it already happened in the in the how we say in the filings. So that's not that's not going to be the the way to to do it. I think uh we build the alert uh tool to know when there's a new contract that was signed or anything.
Is he going to wait for me?
No, it's okay.
Still working hard.
I don't even know what is open dot open data service by the financial of Korea is the goat man. It's the goat.
Plastic surgery the goat.
It's just like everything with them.
You know who Amir Taki is?
Look into dark fire.
Amir Taki.
Amir Taki.
British Iranian anarchist revolutionary actress and programmer is known for his leading role in Bitcoin project and pion open source project.
He looks like uh gives the same vibe as the guy from uh Telegram.
So why you want me to look into him?
[snorts] Privacy is not protection.
Don't wear spandex if you got the belly.
What you guys are a chain like that?
Got to watch that though.
It looks interesting. I appreciate Technically, it's been an hour, guys.
You could turn off the live any time now.
That's it. I did my clock.
There's some other stuff I wanted to build today, but it's it's going to take time.
I'm ordering my coffee if you ever wonder what I'm doing.
I know you you guys couldn't care less.
Just want to see me getting Should I order coffee with coconut flour or just normal coffee?
It's like basically a kind of like coconut water thing.
Coconut flour, Americano.
Could be good.
[snorts] Depends how you're feeling. [laughter] Of course. Yeah, I'm ordering normal. I already put it. I will order next time when my girl is here. Uh, what the [ __ ] It's going to cost me $3.
There you go. might.
Okay.
Yeah, coconut is good. That's true. It's always good. I think I'm going to just get coconut water after I have some.
Do Do we care about that or we were supposed to to build something live?
And now we get a lot of um sub agents actually.
Hi Jim. Another 10k.
Okay.
Deployment and UX completed. Okay.
passed all the test though I should give it the I think the manage do I have the key Yeah, I'm going to see later if it's asking me that Well, now I think we're done, guys. I think we can wrap up.
Let me know. Um, I wanted to find new people to to copy trade on CoinW.
Oh, there you go.
Well, we will [clears throat] see that next time. And Well, I think we're going to check that as well next time.
It should it should be fine.
I hope you guys enjoyed as much as I did. It was cool to build that. I appreciate all the interaction. It's always good to to keep in touch. Um, now we didn't place a trade.
We didn't place a trade today, but we could place a trade another day.
Now, if we check uh Oh, whoa, whoa, whoa, whoa, whoa.
Price pool.
The more money trade, the bigger it gets. Unlock price pool. Price post 71 when 20M is reach increasing by 200 additional volume trading volume will be reimburse through fees credit and doesn't account.
All right let's join in man.
Yeah, it's about same time every day.
Actually, sometimes I start now. Um, today I tried to do earlier to see how it was.
Okay. Okay. I'm going to check this one.
Oh, copper. Copper is carrying the boat, man.
Copper is coppering.
Bonk. Bonk. I think I'm going to hold it. SpaceX short.
Going to hold it. Uh, uranium knew it was good. We placed uranium yesterday.
SpaceX was for the l but uranium was bottomed out. We're like let's get in.
Didn't you trade any pump earlier? Better. Okay, cuz I guess you guys are USA or which which side are you on?
Oh, it's the same amount of people as uh as usual. Honestly, um yeah, uranium is the only one that we actually took.
SpaceX was for the LOL, but I think let's see. Let's see.
Oh, 2 a.m. here in UK. Yeah.
Does a bear jit in the wood? Of course he does.
What are you on?
What are you on? I might publish my new signal, the one I sent in the telegram that was doing really well. I [clears throat] might put it on stockchain today if I have time. Um, put it on a program group.
It was a pleasure, guys.
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