I Turned GPT-6 Astra Into a 24/7 Stock Trader (tutorial) — Transcript
Full transcript
- 0:00So, I recently did a trading challenge
- 0:01where I gave Claude $10,000 of my real
- 0:03money to trade stocks. And at the end of
- 0:05the month, I was actually beating the
- 0:06S&P by a little over 8%, which I was
- 0:08pretty impressed by. And now that GPT-6
- 0:10Astra is out and it's even more
- 0:11powerful, I'm going to do the exact same
- 0:12thing. So, before I kick off that
- 0:14$10,000 challenge, I wanted to actually
- 0:16just show you guys how I'm getting this
- 0:17all set up so that you can replicate
- 0:18this if you want to turn Astra into a
- 0:2024/7 trader for you. So, let's not waste
- 0:22any time and just get straight into this
- 0:23one. All right, so before we get
- 0:24started, I just want to say this is not
- 0:26financial advice. I'm not recommending
- 0:27you give an agent $10,000 to trade. I'm
- 0:30recommending that maybe you start with
- 0:31paper trading, you get a strategy that
- 0:32you like, and then you automate some of
- 0:34that. Or if you're already consistently
- 0:36trading every day and every week, then
- 0:37maybe just see if you can use AI to help
- 0:39you get more updates or to help you keep
- 0:41an eye on things so that you're not
- 0:42having to like pocket watch different
- 0:44stocks or something like that. But
- 0:45anyways, let's just jump in here and let
- 0:46me show you how simple this is to set
- 0:48up. So, right here where I'm at is I'm
- 0:49about to set up all of the automatic
- 0:51routines so that this thing can run
- 0:53without me. So, I wanted to show you
- 0:54guys, I asked right now, in as simple
- 0:56terms as possible, explain our strategy
- 0:58and what we're going to do. So, here's
- 0:59what Astra came back with. We built the
- 1:01strategy around three constraints:
- 1:03$10,000, seven trading days, and we're
- 1:05doing six wake-ups or six checks per
- 1:08day. So, what I started off with was I
- 1:09literally was just having a conversation
- 1:11with Astra. I was saying, "Hey, I have
- 1:12this challenge. I want to take, you
- 1:14know, a new strategy, so it's a little
- 1:15bit more risky. I have 7 days to try to
- 1:17make money." And I asked it to just do a
- 1:18bunch of research. So, it fanned out
- 1:20like 10 sub-agents and it researched a
- 1:21ton of stuff. As you can see, we've got
- 1:23this big doc where we talk about the
- 1:24strategy and it consolidated a bunch of
- 1:26research information. Now, this is where
- 1:27I see there being sort of two paths. You
- 1:29have the path where you don't really
- 1:30have a trading strategy and you're
- 1:32wanting to sort of outsource that
- 1:33research and thinking to AI agents. Or
- 1:36you've got the path where you are
- 1:37consistently trading every day and you
- 1:38want to just help yourself be able to
- 1:40move faster or not, you know, forget
- 1:42things. So, in this case, what I did is
- 1:43I wanted to outsource that thinking and
- 1:45I wanted to have Astra come up with the
- 1:46strategy. I'm basically just helping
- 1:48guide it. And what it came up with is
- 1:49this schedule. So, 7:45 a.m. Central,
- 1:52we're going to read the news, check the
- 1:54account, and choose stocks to watch. So,
- 1:56let me just pull up a little calendar
- 1:57here to show you guys what that actually
- 1:58looks like. Here's the first time that
- 2:00Astra's going to wake up on trading days
- 2:01about 7:45 and it's going to read the
- 2:04news, check the account, and choose what
- 2:06stocks to watch. Now, this is where I
- 2:07would say if you are someone who's
- 2:09consistently trading, think about your
- 2:11day like this. You know, market open,
- 2:12market close, what do you do? Maybe
- 2:14before the market opens, do you look at
- 2:15some stuff? Maybe an hour in, do you
- 2:17look at some stuff? You know, maybe
- 2:18before close, do you look at some stuff?
- 2:20And just sort of put yourself on this
- 2:22like one-day calendar because then you
- 2:24can just basically make agents to do
- 2:26those things at those times to help you
- 2:28out a little bit. But anyways, let me
- 2:29just keep going here with the proposed
- 2:30plan from Codex. At 9:30 a.m., it's
- 2:33going to look for the first qualifying
- 2:34trade. So, now we have agent wake up
- 2:36number two. At 11:00 a.m., it's going to
- 2:38review positions and consider the last
- 2:40new trade. At 1:00 p.m., it's going to
- 2:41manage existing positions. At 2:15,
- 2:44we're going to close out the remaining
- 2:45positions. So, it's kind of taking more
- 2:46of a day trading strategy rather than a
- 2:48long-term trading strategy. And then
- 2:512:45, right before close, it's going to
- 2:53confirm we're out and record the day's
- 2:55results. So, that's how simple this is
- 2:56going to be. Every single trading day,
- 2:58it's going to do these actions at these
- 3:00times and that's how we're going to
- 3:01basically make this 24/7 trader for our
- 3:047-day challenge. Now, if you'd feel more
- 3:05comfortable having another wake-up after
- 3:07the market closes, you can do that. Or
- 3:08if you want another one before the
- 3:10market opens, you can do that as well.
- 3:11This is just what Astra came up with for
- 3:13this specific challenge. Now, the
- 3:14important piece that I wanted to call
- 3:15out here is about continuity, meaning
- 3:17every single time that one of these
- 3:19agents wakes up, it's stateless. And so,
- 3:22what we have to make sure it does is
- 3:23that it reads through the project, it
- 3:24looks at our portfolio, and it
- 3:25understands what it needs to do. It
- 3:27understands the context of what just
- 3:28happened in order to understand better
- 3:30what I need to do now. And so, the way
- 3:31that I'm kind of tackling this here is
- 3:33having every single wake-up end with a
- 3:36progress log. So, that way we have
- 3:37basically the system where, you know,
- 3:39one agent wakes up and starts working,
- 3:41it will basically say, you know, "Here's
- 3:42what I did today and here's what comes
- 3:44next." So, then when this next agent
- 3:45wakes up and basically takes over, it
- 3:47will read that output, it will do its
- 3:49work, and then go, "Okay, cool. Here's
- 3:50what I just did." And then we just
- 3:52basically have this loop where every
- 3:53single time the next agent wakes up,
- 3:55it's able to take over all the work.
- 3:57It's able to orient itself with what's
- 3:58going on and just keep actually feeling
- 4:00like it's one trading agent rather than
- 4:02having a bunch of different isolated
- 4:04workers. So, you can see here it says
- 4:06continuity comes from shared records,
- 4:08not the AI remembering the conversation.
- 4:10So, every wake up will read the strategy
- 4:11and the previous handoff, check Alpaca,
- 4:13which is where we're trading. I'll show
- 4:15you guys that in a sec, to see what
- 4:16actually happened, perform its assigned
- 4:18job, update the current account state
- 4:20and progress log, and then leave clear
- 4:22instructions for the next wake up. And
- 4:24if you don't have this continuity, it's
- 4:25just going to feel
- 4:27like you're just kind of like throwing
- 4:28darts at the wall. Critical actions get
- 4:29recorded as they happen, so an
- 4:31interrupted run can be recovered without
- 4:32accidentally repeating a trade. So, all
- 4:34of this stuff is ready and now we just
- 4:35have to actually set up the connection
- 4:37to Alpaca and set up the actual
- 4:38routines. And setting up the routines is
- 4:40important, so I will talk about that
- 4:41when we get there, but I did real quick
- 4:43want to show you guys some stuff in this
- 4:44doc. So, here are the persistent files.
- 4:47The ones I wanted to call out are the
- 4:48progress log. You can see here's
- 4:50everything that's going to happen. We
- 4:51have an actual journal as well, which
- 4:53can be appended, and we have evidence.
- 4:55Now, I also brainstormed with Astra on
- 4:56some failures. So, failure behavior
- 4:58would be no previous progress record on
- 4:59the first run. Next model has no chat
- 5:02history. Prior run crashed after sending
- 5:03an order. Two runs overlap. Missing or
- 5:05corrupt. Or the machine or app go
- 5:07offline. And by the way, guys, to make
- 5:09this easier, I did put all of this into
- 5:10a free resource guide so that you can
- 5:12basically give this to an agent if you
- 5:13want to help it sort of set up the same
- 5:15sort of system that we have here. And
- 5:17you can get this for completely free by
- 5:18joining my free school community. The
- 5:19link for that is down in the
- 5:20description. You'll come in here, you'll
- 5:21go to classroom and click on all YouTube
- 5:23resources and everything will be in
- 5:24there and you'll find the doc associated
- 5:26with this video and all of my other
- 5:28skills and repos and things like that.
- 5:29So, if you want that doc, go ahead and
- 5:30grab it, but let's get back to the
- 5:31video. So, next step here is we need to
- 5:33go to Alpaca to get the actual
- 5:35connection set up. So, here is my Alpaca
- 5:37account. You can see that if you make an
- 5:39account here, you can also have a paper
- 5:40trading account. So, you could get on
- 5:42here and connect your agent to this and
- 5:45just have it trade for you for, you
- 5:47know, a couple months or a couple weeks
- 5:48or however long it takes for you to feel
- 5:49comfortable with the strategy, and then
- 5:51you can move it over to real money. But,
- 5:52this is just paper trading, so it's
- 5:53going to follow the market. It's real
- 5:54stocks, but it's fake money. So, you can
- 5:56paper trade first, and then you can open
- 5:58up an actual brokerage account here, and
- 6:00this is $10,000 of real cash in this
- 6:02account now. So, if you want to actually
- 6:04follow along with this sort of video,
- 6:05then you're going to want to go get an
- 6:06Alpaca account set up. You can grab the
- 6:08API key and put it into your Codex. You
- 6:10can see right here, there's API keys. It
- 6:12gives you this endpoint, and then we
- 6:13have the actual key right here. So, what
- 6:15I'm going to do is I'm going to copy
- 6:16this key.
- 6:17And obviously, this is like a password
- 6:18to your trading account, so don't give
- 6:20this key to anybody. Also, don't put
- 6:21this key into the chat window of Codex.
- 6:24I'm going to show you where you put
- 6:25this. What you're going to do is you're
- 6:26going to ask it to create you a .env
- 6:28file, or if you're already in your AIOS,
- 6:30or if you're already in a project that
- 6:31has one, you're going to put it in
- 6:33there. Now, what I did specifically is I
- 6:34put this trading challenge inside of my
- 6:37AIOS. So, if I open up these files, you
- 6:39can see this is what my project for this
- 6:41trading challenge looks like. We have
- 6:42our docs, we have our agents.md We even
- 6:44have a cloud.md if we want to move it
- 6:45over. We have scripts, routines, we have
- 6:47our .env. But, this actually lives
- 6:49within my Herc 2. So, it's in my Herc 2,
- 6:52it's in a folder called Otherworlds,
- 6:53which is where I have a bunch of other
- 6:54worlds, and then we have our Astra
- 6:56trading bot challenge. So, I'm going to
- 6:57be running the routines in this project
- 6:59just so I can keep everything sort of
- 7:00like isolated, and I don't want too much
- 7:03context polluting the window. I don't
- 7:05want confusion or bloat to get into my
- 7:07trading bot, cuz all my trading bot has
- 7:08to think about or look at is trading
- 7:10information. It doesn't need to know
- 7:11about my business or my projects. But, I
- 7:13do want my overall Herc 2 to be able to
- 7:16have better visibility into the trading
- 7:17challenge just for context. So, that's
- 7:19how I'm isolating this project. So,
- 7:21anyways, what I'm going to do is I need
- 7:22to open up my files over here, and I
- 7:24need to put my Alpaca API key that you
- 7:27guys just saw me copy, I need to put
- 7:28that into the .env. I'm going to go to
- 7:30the Astra trading challenge, and I'm
- 7:31going to open up the .env, and I'm going
- 7:33to paste it right in here. Now, when you
- 7:34do this with real money, you're going to
- 7:35have to click on regenerate, because
- 7:37that will give you an API key and an
- 7:39Alpaca secret, and you do need both of
- 7:41those things. So, you'll copy the key,
- 7:43and then you'll put that in the right
- 7:44spot in here. You can see right here a
- 7:45Alpaca API key. And now you can see that
- 7:47I have pasted in my API key as well as
- 7:49my secret, and I save that. And now we
- 7:52want to check if Codex can actually look
- 7:54into that account. All right, so I just
- 7:55gave you those keys for Alpaca. Can you
- 7:57just make sure you can actually see the
- 7:59account and that you understand the
- 8:00endpoints and everything like that so
- 8:01that you can take action in there. There
- 8:02we go. So, Alpaca reports your live
- 8:04account with $10,000 cash and equity.
- 8:06There's no positions, no open orders.
- 8:08And now what else I did inside of my
- 8:10account here is if I go to the um plans
- 8:12and features, if we go to market data
- 8:14right here, we can see that I'm on a
- 8:16plan for 99 bucks a month to get like
- 8:18real-time market coverage, and I get
- 8:20extra API calls per minute, and I get
- 8:22just more data in here. Now, I'm not
- 8:24saying you have to do this to start.
- 8:25When I actually did my 10K trading
- 8:26challenge with Claude, I didn't pay for
- 8:28this. So, it was basically just doing
- 8:29research on the web and using like
- 8:31secondary research in order to make the
- 8:33trades. But because this one is 7 days,
- 8:35I probably want more real-time market
- 8:37coverage. So, paying for a subscription
- 8:38like this for a month just to be able to
- 8:40get better data for this challenge is
- 8:41going to be important for me. But like I
- 8:43said, that's not necessarily something
- 8:44that you have to do. And what else is
- 8:46cool is if you go to the plugins over
- 8:47here and you search for something like
- 8:48Alpaca or you search for stocks, there's
- 8:51a bunch of other things you can connect.
- 8:52So, right here you can connect Alpaca,
- 8:54but this typically gives you market data
- 8:55rather than letting you trade through
- 8:56it, which is why we do the API key. But
- 8:58there are also tons of other ones.
- 8:59There's Alpha Stocks, there's Massive,
- 9:01there's Stock and ETF Research Panel,
- 9:02there's Trading Cursor. There's tons of
- 9:04other, you know, subscriptions you can
- 9:06get on or platforms that have other
- 9:07types of trading data or, you know,
- 9:09technical analysis that you can connect
- 9:11to Codex for better research. So,
- 9:13anyways, now you can see that Astra came
- 9:14back and said all of the keys work and I
- 9:16do understand how I can trade and how I
- 9:18can use your buying power, and I can do
- 9:20everything. And the next regular open is
- 9:22tomorrow, September 8th, because today
- 9:24is Labor Day, so markets are closed. So,
- 9:26now that all of this stuff has been
- 9:27confirmed and we need to start getting
- 9:29everything set up for tomorrow, we have
- 9:31to go ahead and start building that
- 9:32routine out or that scheduled task. Now,
- 9:34here is the one distinction about
- 9:35scheduled tasks. There are two different
- 9:37types. There is a local one
- 9:40or there is a cloud one. And so if I
- 9:42come here and I click this device, this
- 9:44means it runs locally. And actually for
- 9:45this challenge specifically, we are
- 9:47going to keep it local and I'll tell you
- 9:48why. If I go to cloud, you can see that
- 9:50it says this runs in the cloud even when
- 9:51the device is offline, which is great.
- 9:53Chat, project model, and reasoning
- 9:54settings though are not available and
- 9:56that isn't great. Because specifically,
- 9:58we want to trade with GPT-6 Astra. So
- 10:00I'm going to go back to this device and
- 10:01now I can actually choose the project to
- 10:03work inside and I can choose the model
- 10:05that we want as well as the reasoning.
- 10:06So I'm going to leave this on GPT-6
- 10:07Astra and I'm going to leave this on
- 10:09high. Now the other thing you could do
- 10:10here is you could actually have this run
- 10:12in the same conversation thread every
- 10:14single time. And we're actually going to
- 10:15do that because that helps us set up the
- 10:17ability to have, you know, the
- 10:18conversation history be stored and Codex
- 10:20has this really nice auto compaction
- 10:22where I hardly even feel like I'm in
- 10:23context about territory. So we're going
- 10:25to keep all of these running together.
- 10:27So what I need to do is spin up a new
- 10:28thread, which is going to be the trading
- 10:30challenge, because we're going to have
- 10:31to set up what is it? Six different
- 10:32routines and then we're just going to
- 10:34point all six of these routines at the
- 10:35exact same chat to actually run in. And
- 10:38the cool thing is we can actually get
- 10:39all of this set up with Astra and just
- 10:42using our natural language instead of
- 10:43manually coming in here each time. So
- 10:44what I'm going to do is we're going to
- 10:46discard that routine and I'm actually
- 10:47going to start up a new project here.
- 10:49We're going to keep this local for now.
- 10:50I'm going to open up the actual folder,
- 10:52but first I'm just going to call this
- 10:54trading
- 10:55challenge and then we're going to open
- 10:57this up to the one inside of my Herc 2
- 11:00where we set up all of those like files
- 11:02and things. So now I'm in the Astra
- 11:03trading bot challenge. I'm choosing that
- 11:05folder and I'm creating that project
- 11:06right here and I'm just going to say,
- 11:08"Hey, I'm just kicking off this thread.
- 11:09This is where all of our actual
- 11:11scheduled tasks are going to run in this
- 11:13one thread so that we can keep
- 11:13everything consistent." So just kicking
- 11:15that off so that the routine can
- 11:16actually pull from it and I'm just going
- 11:17to go ahead and rename this
- 11:19challenge
- 11:21thread. Okay, cool. So now I'm going to
- 11:23go back to the actual chat where I was
- 11:26developing the strategy and I'm going to
- 11:28send off the {slash} goal prompt to help
- 11:29us set up these six routines. Hey there,
- 11:31Codex. It's time for us to now set up
- 11:33the routines now that the
- 11:35project and the strategy has been
- 11:37configured and you're connected to
- 11:38Alpaca. So, you should be able to
- 11:41understand exactly what to do already
- 11:42because we talked about the strategy. I
- 11:44want you to set up the six different
- 11:45scheduled tasks inside of codex. They
- 11:47can run locally on this device and they
- 11:49will each be their own individual
- 11:50scheduled task. As you can see, we've
- 11:52got these six different ones. But,
- 11:54what's important to me is that I kicked
- 11:56off a thread in a new project called
- 11:58trading challenge and I kicked off a
- 11:59thread and I named it challenge thread.
- 12:02And I want all of these six scheduled
- 12:04tasks to actually happen inside of this
- 12:07thread.
- 12:08So, you're going to have to choose the
- 12:09chat when you're setting up each of
- 12:10these scheduled tasks and that way we
- 12:13keep everything consistent and um
- 12:15you know, we have the continuity in that
- 12:16way as well as the actual progress
- 12:18logging and everything that we did like
- 12:19that with the handoff messages. We can
- 12:21just keep everything more consistent and
- 12:24um I guess, you know, unified by doing
- 12:26that. So, do you have any questions
- 12:27about this? Um let me know if there's
- 12:29anything that's unclear and ask me any
- 12:30questions and then we'll go ahead and
- 12:32get everything set up. And by the way,
- 12:33guys, there is a way to be able to set
- 12:34up cloud routines that can work with
- 12:36Astra um just not something that I was
- 12:38going to dive into in this video. But,
- 12:40you can see now it understood what we
- 12:42wanted. It found the challenge thread
- 12:44and it's using that for all of the
- 12:46scheduled tasks. It will return to that
- 12:47same thread. So, now we have these being
- 12:49set up right now and I could basically
- 12:51click into here to see how they are set
- 12:53up. So, I can see this is the scheduled
- 12:55slot number one. It's giving it all this
- 12:56information. It's pointing to the right
- 12:58folders and files it needs to look at.
- 13:00It's telling it what to do. If we go to
- 13:02the end, we should see follow the shared
- 13:03startup and end of run handoff, save
- 13:06what changed, actual outcomes, remaining
- 13:07risk, unresolved issues, and the exact
- 13:10next job even on a no trade or failed
- 13:12run. We can see that this one runs in
- 13:13the challenge thread, which is exactly
- 13:14what we wanted. So, this is all looking
- 13:16very good. Now, there is one more thing
- 13:18that I recommend setting up that I
- 13:19didn't yet instruct it to do, which is
- 13:21that I obviously want to be notified if
- 13:23something fails, but I also want to be
- 13:25notified maybe at the end of each day or
- 13:26maybe a couple times each day, and I
- 13:28would like for that notification to be
- 13:29sent to ClickUp. So, that's one more
- 13:31thing that I'm going to shoot off while
- 13:32this is actually working, and I can
- 13:33click steer to inject that message in.
- 13:36So,
- 13:36I would like to have two updates per
- 13:38day. I would like one sort of like
- 13:40midway, maybe near like the afternoon
- 13:42check, and then I would also like one
- 13:45after market closes on, you know, what
- 13:47happened that day and our current
- 13:48position and everything like that. So,
- 13:50if you could just set up that
- 13:52automation, so it sounds like we'll need
- 13:53one more scheduled task, or maybe two.
- 13:56They should run in the same thread, but
- 13:57what I want them to do is notify me in
- 13:59ClickUp. So, I want them to send me a DM
- 14:03um into the internal automations channel
- 14:06to ClickUp.
- 14:07And so, this is where you could see uh
- 14:08when I turned off this previous one,
- 14:09this one was sending me updates over
- 14:11here in the ClickUp channel, and it
- 14:12should be doing the exact same thing,
- 14:14and that way I can just get notified
- 14:15right here. Now, I can see that the
- 14:17challenge thread is spinning, so I
- 14:18wonder if it injected a message over
- 14:19here. You can see this said, "Sent by
- 14:22ChatGPT from another task." It said,
- 14:24"The six requested Astra has been
- 14:26created for this exact task and local
- 14:28trading challenge checkout. They have
- 14:29temporarily paused during verification,
- 14:31blah blah blah." But, this is basically
- 14:32what it will look like when the routine
- 14:33fires. Is we'll see a message come in,
- 14:35and it will say, "Sent by ChatGPT from
- 14:37another task." And then, we can
- 14:38basically have full visibility as far as
- 14:40every time messages got sent, what
- 14:41happened, what Astra thought about, and
- 14:44that's going to be pretty cool for us to
- 14:45just have that visibility here. And of
- 14:46course, we'll be able to have full
- 14:47visibility inside of our actual account
- 14:49as well, because we can see all of the
- 14:50trades and all of the orders and
- 14:51positions and everything like that, too.
- 14:53You can see that I just got a test
- 14:54message here sent to my ClickUp channel.
- 14:56Now, this got sent as me. It was my
- 14:57profile. If I wanted to log into a
- 14:59different profile like the Up at AI one,
- 15:01so that I got these notifications in a
- 15:03different way, then I could do so. But
- 15:04for now, this is going to be good enough
- 15:05for me to be able to get notified when
- 15:08something has happened. All right. So, I
- 15:09went ahead and set up two extra
- 15:11scheduled tasks there, 1:00 p.m. and
- 15:123:15 p.m. Central for notifications, and
- 15:15it moved the midday report a little bit.
- 15:17Reports send even when there are no
- 15:18trades. Test delivery succeeded. So,
- 15:20everything is perfect. Everything now
- 15:21runs inside of the challenge thread. So,
- 15:23everything will be right in here, which
- 15:25is going to be great. And you can see
- 15:26that there's a little clock symbol next
- 15:28to this thread because it knows how all
- 15:30of these routines, if I go to the
- 15:31scheduled and we go to these, you can
- 15:34see that these are all running and they
- 15:35all start tomorrow, which is why they're
- 15:37currently paused, but tomorrow they'll
- 15:39all be here and active. And then we can
- 15:41look at them, we can see previous runs,
- 15:43and we can open up the chat, which once
- 15:44again takes us to the spot that they're
- 15:46all going to be talking in. Now, what
- 15:47else is really cool is right here I'm on
- 15:48my phone. So, this is my phone just
- 15:50being mirrored onto the desktop. And if
- 15:51I go over here and I click on remote,
- 15:53what this allows you to do is
- 15:54essentially remote into your local
- 15:57desktop. This is connected to right
- 15:59here. So, in the challenge thread, or
- 16:00actually let's not do the challenge
- 16:01thread, let's just do the develop 7-day
- 16:03trading strategy and I open this up
- 16:05here.
- 16:06I can basically have this be perfectly
- 16:08synced, which means if I come in my
- 16:09phone and I just say, "Hi." That will
- 16:11shoot off in my actual desktop right
- 16:13here as well. So, it's very similar to
- 16:16the Grok Bot way or the Cloud Code
- 16:18remote. It's perfectly synced. Which
- 16:20means even when I'm not home, I could
- 16:22come into here and open up the challenge
- 16:23thread and I can always check in on
- 16:25what's going on with my agents here with
- 16:27the trading strategy. So, if you didn't
- 16:28know about the remote, then definitely
- 16:30make sure you're aware of remote. But
- 16:31that really is going to do it for this
- 16:33one. You guys saw exactly how I got this
- 16:34set up. You saw the strategy that we're
- 16:35using here. And obviously I'm going to
- 16:37be watching this thing over the 7 days
- 16:38to make sure nothing is going too wrong.
- 16:40And if you want to follow along and
- 16:41you're interested to see how that
- 16:42actually plays out with Astra, then
- 16:43definitely stay tuned. That video will
- 16:45be coming out in a few weeks. And if it
- 16:46all goes well, I'll keep running it for
- 16:48multiple months because I think it's
- 16:49really interesting to see how
- 16:50intelligent this stuff is truly getting
- 16:52and how it's able to learn from its
- 16:53mistakes in the past and change the
- 16:55strategy over time. But like I said,
- 16:56that's going to do it. So, if you guys
- 16:57enjoyed, you learned something new,
- 16:58please give it a like, it helps me out a
- 16:59ton. And as always, I appreciate you
- 17:00guys making it to the end of the video
- 17:02and I'll see you all in the next one.
- 17:04Thanks, everyone.
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