WEBVTT 00:00.200 --> 00:05.760 Well, it seems almost impossible to believe this, but somehow, somehow I do believe this is day five 00:05.760 --> 00:06.720 of week six. 00:06.760 --> 00:09.920 This is the finale, the conclusion, the ending. 00:10.160 --> 00:11.640 And it better be a good one. 00:11.640 --> 00:12.440 Let's see. 00:12.800 --> 00:13.640 This is it. 00:13.880 --> 00:18.280 Finally, coloring in the top right square on this enormous chart. 00:18.440 --> 00:24.880 And what we're doing today, of course, is nothing short of finishing our capstone project, Autonomous 00:24.920 --> 00:32.960 Alpha Agents, a commercial, a gigantic project which has different agents trading in a simulated trading 00:32.960 --> 00:33.880 environment. 00:34.160 --> 00:37.720 And, uh, wow, we've got a couple of details to add to the mix. 00:37.920 --> 00:39.640 We want to add push notifications. 00:39.680 --> 00:40.280 I mean, come on. 00:40.280 --> 00:42.360 We've been doing that the whole the whole course long. 00:42.520 --> 00:48.760 Of course, we want to have a push notification when a trading decision happens, when trades are made, 00:48.760 --> 00:50.080 we want to know about it. 00:50.320 --> 00:55.600 Uh, so we'll add that with a quick MCP server because why not the trading floor. 00:55.600 --> 00:58.360 We're going to bring in a bunch of, uh, traders to the mix. 00:58.360 --> 01:03.480 We're going to have three, but you could have as many as you want and giving it a bull for for Wall 01:03.480 --> 01:03.880 Street. 01:03.880 --> 01:04.240 There. 01:05.140 --> 01:11.700 We're going to add autonomy, just just with a couple of lines so that if agents wish, they can choose 01:11.700 --> 01:18.980 to evolve their trading strategy in whatever direction they want to, so that this really can be autonomous, 01:18.980 --> 01:21.820 because we don't want to necessarily fence them in. 01:21.820 --> 01:27.420 We want to give them an objective, but let them change their objective and see what they make of it. 01:28.020 --> 01:29.700 And we want to add more models. 01:29.700 --> 01:31.900 So we already laid the foundation for that. 01:31.940 --> 01:35.460 We'll throw deep Sikh into the mix because you know, why not? 01:36.180 --> 01:40.860 And we want to have a user interface because it's not much fun looking at command line stuff when we've 01:40.860 --> 01:42.220 got a whole trading floor. 01:42.900 --> 01:43.700 All right. 01:44.220 --> 01:46.140 With that, are you ready? 01:46.260 --> 01:48.860 Let's go for our very last lab. 01:48.900 --> 01:53.100 And for the final time, we get to cursor for the week six folder. 01:53.220 --> 01:57.620 And I would say that I'm sad that it's the last time that we'll be here, but I'm not, because it's 01:57.620 --> 01:59.700 not going to be the last time I'm here for sure. 01:59.700 --> 02:02.500 I'm going to keep working on these projects, as I'm sure you'll see. 02:02.500 --> 02:07.020 You'll see all the extra things that I've done to it since I record this video, and I'm hoping that 02:07.020 --> 02:08.400 you will, too. 02:08.680 --> 02:11.360 There's there's so much opportunity to extend this. 02:11.360 --> 02:15.720 And I'm hoping that you'll make changes, put them in the community contributions folders that I'll 02:15.720 --> 02:21.640 leave around and send a submit a PR so that I can bring it into the repo and share it with everyone 02:21.640 --> 02:22.680 else taking the course. 02:22.720 --> 02:25.800 In my other course, there's been hundreds of contributions. 02:25.800 --> 02:28.000 I've been blown away, and they've been really cool. 02:28.000 --> 02:34.080 There's been some super innovative things, but but there was nothing like the power that we have right 02:34.080 --> 02:36.560 now with with all of the functionality in this repo. 02:36.560 --> 02:40.480 So I'm hoping that that, that we'll take it even further together. 02:40.480 --> 02:42.520 And you should look for the changes that I make. 02:42.920 --> 02:50.080 Anyway, going into the sixth folder one more time into lab five, this is our final lab, and it's 02:50.080 --> 02:53.280 quite a short one because most of our changes are to Python modules. 02:53.320 --> 02:57.960 Now it's the grand finale of our autonomous Alpha agents projects. 02:58.280 --> 03:01.600 Uh, and uh, we're going to be adding some more MCP servers. 03:01.600 --> 03:05.000 We're going to be adding a user interface and adding the trading floor. 03:05.360 --> 03:09.400 And I've also added a utility that I'll show you called Reset Traders. 03:09.400 --> 03:14.580 That puts all of the traders back to the beginning should you want to, to reset the state of affairs. 03:14.580 --> 03:18.580 So to quickly show you the reset traders thing, it's right here. 03:18.580 --> 03:20.620 The Reset Traders is perfectly simple. 03:20.820 --> 03:24.580 It sets a beginning strategy for Alice, Bob and Carol. 03:24.860 --> 03:29.900 Alice is an aggressive day trader that buys and sells regularly to maximize profits. 03:30.140 --> 03:36.380 Bob looks for long term value, looks for companies that are undervalued and have a strong fundamentals 03:36.420 --> 03:37.780 or strong business model. 03:38.220 --> 03:45.500 And Carol is a technical investor that looks for technical indicators to find trading opportunities 03:45.500 --> 03:47.300 and uses them to do so. 03:47.420 --> 03:53.780 So those are three stereotypical trading thesis trading strategies that these three have. 03:54.060 --> 03:55.580 And that is the starting position. 03:55.580 --> 03:58.060 You can see that Reset traders calls. 03:58.140 --> 04:01.100 It just uses the standard account code. 04:01.100 --> 04:07.540 There's no no MCP servers here since we'll only use it once it calls account get for each of these three 04:07.700 --> 04:08.740 and it resets them. 04:08.740 --> 04:14.820 And that means in our database accounts DB in our SQLite database they will all be restored. 04:14.820 --> 04:17.960 And let me show you where I made a couple of other changes. 04:17.960 --> 04:19.880 So one of them is that traders. 04:19.880 --> 04:26.320 So now they have this ability to change their own strategy, to decide to go in a different course. 04:26.320 --> 04:31.240 The strategy is associated with the account because you could have multiple accounts of different strategies. 04:31.240 --> 04:32.760 So that's that's where I put it. 04:32.760 --> 04:34.600 So it's a field on the account. 04:34.600 --> 04:40.760 So if we if we go to accounts dot pi you'll see that uh strategy is is one of the fields. 04:40.760 --> 04:42.520 That's, that's part of an account. 04:42.560 --> 04:44.040 An account has a strategy. 04:44.320 --> 04:48.000 And if we go down to the end, you'll see that you can both get the strategy. 04:48.000 --> 04:51.200 And you can also change the strategy at your discretion. 04:51.200 --> 04:55.480 If you choose to call this to change your investment strategy for the future. 04:55.920 --> 05:04.400 And if we go into our MCP server accounts server, you'll see that there is a new service here, uh, 05:04.560 --> 05:11.920 change strategy, a new MCP tool called Change Strategy, which says at your discretion, if you choose 05:11.920 --> 05:17.200 to call this to change your investment strategy for the future, I see it's rather ugly. 05:17.200 --> 05:22.550 I put that in between buy and sell, which is not very nice layout, so I will just move it down here 05:22.550 --> 05:24.070 and hopefully won't break anything. 05:25.270 --> 05:28.750 And the old rule that anytime you change anything, you're likely to break something. 05:28.750 --> 05:31.150 But I don't think that is a harmless change. 05:31.190 --> 05:31.910 Buy shares. 05:31.950 --> 05:32.830 Sell shares. 05:32.870 --> 05:39.470 And then change strategy which of course calls account get name change strategy. 05:39.670 --> 05:41.550 And that would immediately expose it. 05:41.590 --> 05:47.030 This will just just just because we've got this this here with this decorator, it will instantly be 05:47.030 --> 05:49.750 available to our agents to call it whenever they want. 05:49.790 --> 05:54.430 And while our trader has access to those account tools and so can change it whenever they want. 05:54.470 --> 06:02.190 I did also add in a little hint to try and encourage that behaviour, should it wish to in the rebalance 06:02.430 --> 06:03.150 prompt. 06:03.390 --> 06:06.950 You can think of this like a crude air task in this task. 06:07.190 --> 06:10.430 I've I've included in with this. 06:10.790 --> 06:15.230 Um, you also have a tool to change your strategy if you wish. 06:15.350 --> 06:20.430 You can decide at any time that you would like to evolve or even switch your strategy. 06:20.790 --> 06:25.130 I put that right after saying what the strategy is so it can choose to do that. 06:25.370 --> 06:32.290 And, uh, I've, uh, um, made sure that that that also gets reflected in the, in the system prompt 06:32.290 --> 06:36.850 as well, that it mentions that you can change your strategy if you wish. 06:37.970 --> 06:39.690 Um, okay. 06:40.170 --> 06:44.930 So with that, the next thing I want to show you is the push notification. 06:45.330 --> 06:47.930 So the push notification is pretty simple. 06:47.930 --> 06:52.530 And I want to show it to you because I want to show how quick and easy it is to put something through 06:52.530 --> 06:54.930 as a new as a new MPP server. 06:54.970 --> 06:57.610 Obviously it's super quick to put something in as a tool as well. 06:57.610 --> 07:02.250 But the great thing about this is that once we put it there, anyone that uses our server would be able 07:02.250 --> 07:04.290 to have access to this functionality too. 07:04.330 --> 07:10.890 And this is an example of one where it's just in one Python server file, both the business logic and 07:10.890 --> 07:13.370 the MCP server, because it's pretty simple. 07:13.610 --> 07:14.530 Uh, this is it. 07:14.810 --> 07:21.290 Uh, there's the this is the usual constants to to get the token and the user id and the, the URL we 07:21.290 --> 07:22.850 import fast MCP. 07:23.290 --> 07:26.270 We say MCP is fast MCP push server. 07:26.710 --> 07:29.310 And then this is the method. 07:29.310 --> 07:36.430 This is the the MCP server itself with the with the with the decorator to say that this is an MCP tool. 07:36.710 --> 07:38.470 And then here it is push. 07:38.670 --> 07:40.750 And as always it's just requests. 07:40.750 --> 07:45.310 Dot push pushes to the URL and pushes the message. 07:45.590 --> 07:50.070 And the one thing I've done here, which is consistent with the way that we did it, if you remember, 07:50.070 --> 07:57.790 with with one of the prior examples, is that we've got a pedantic definition of the arguments. 07:57.910 --> 08:01.590 So this is says that the arguments that come in are called push model args. 08:01.750 --> 08:04.470 And here I've made a pedantic subclass. 08:04.470 --> 08:09.430 And that's given me the opportunity to say that the field is a brief message to push. 08:09.430 --> 08:10.550 And this is a best practice. 08:10.550 --> 08:14.910 That means that we that we clearly explain the purpose of every field. 08:14.950 --> 08:17.950 I didn't do that in the in the prior example. 08:17.950 --> 08:23.030 I just I just left it to the to the docstring, to the description to cover everything that's being 08:23.030 --> 08:23.630 passed in. 08:23.630 --> 08:27.990 And that typically seems to work fine, but this is the very thorough way to do it that you, that you 08:28.070 --> 08:29.730 probably should do in all cases. 08:30.290 --> 08:32.450 So that's another good example for you. 08:32.450 --> 08:34.690 But this is all it is just doing this. 08:34.690 --> 08:36.850 And we've got ourselves another MCP server. 08:36.850 --> 08:44.170 And so if we now go into the traders you'll see that I just added that to the list of MCP servers. 08:45.450 --> 08:48.370 Let's find that where are the MCP servers are right up at the top. 08:48.410 --> 08:49.330 And here it is. 08:49.490 --> 08:51.010 I've given it to the trader. 08:51.010 --> 08:56.650 And you'll see in the instructions that I ask the trader to send a push notification with its trading 08:56.650 --> 08:57.450 decisions. 08:57.810 --> 09:01.490 Uh, as you would expect, the other I made a few other small things. 09:01.490 --> 09:02.370 I've been playing with it. 09:02.370 --> 09:07.410 I stopped the traders from having access to the memory because they didn't seem to be using it, and 09:07.410 --> 09:08.690 it made it too complicated. 09:08.690 --> 09:13.970 And I gave it to the researcher, and I doubled down on telling the researcher in the instructions to 09:14.010 --> 09:20.770 be taking advantage of the, uh, knowledge graph, to store and recall information and to retrieve 09:20.770 --> 09:22.810 information you worked on previously. 09:22.970 --> 09:26.650 And I will see how that how that works and whether that builds up knowledge over time. 09:26.650 --> 09:28.650 And this is something that I might well experiment with. 09:28.650 --> 09:34.090 So when you look at this, the prompts may look different because it's constantly subject to experimentation.