1 00:00:01,240 --> 00:00:05,130 Now that we've built this amazing Q and A chatbot 2 00:00:05,139 --> 00:00:09,430 in less than an hour using build chip bubble and OpenAI 3 00:00:09,659 --> 00:00:10,399 API. 4 00:00:11,920 --> 00:00:13,399 There's a problem here. 5 00:00:13,489 --> 00:00:18,729 The reason is we've used the US Constitution as our knowledge based document 6 00:00:19,020 --> 00:00:22,420 when the large language model already knows everything 7 00:00:22,430 --> 00:00:25,409 about the US Constitution because it's so public. 8 00:00:26,500 --> 00:00:29,360 So for example, here I ask what is treason? 9 00:00:29,850 --> 00:00:30,790 But if I just go to Chachi 10 00:00:31,149 --> 00:00:31,700 Bt 11 00:00:31,809 --> 00:00:34,439 and I ask, what is treason according 12 00:00:34,700 --> 00:00:36,509 to the US 13 00:00:36,799 --> 00:00:36,959 on 14 00:00:40,330 --> 00:00:42,669 it will give me the same answer. 15 00:00:42,680 --> 00:00:46,819 And this definitely does not use the US Constitution as a knowledge base. 16 00:00:47,169 --> 00:00:50,069 The reason why it gives me the same answer is because 17 00:00:50,080 --> 00:00:53,970 the large language model has been trained on that specific document. 18 00:00:54,979 --> 00:00:57,349 So let's adjust our assistant 19 00:00:57,540 --> 00:01:01,040 to basically use a document that it's never ever seen before. 20 00:01:01,729 --> 00:01:04,010 And the one I'm going to use here is a 21 00:01:04,339 --> 00:01:08,150 drone manual PDF that I found it's basically a user 22 00:01:08,160 --> 00:01:11,150 manual on how to operate this one drone here. 23 00:01:11,699 --> 00:01:12,430 Um 24 00:01:12,760 --> 00:01:17,110 And it's, you know, very particular to that specific drone. 25 00:01:17,120 --> 00:01:18,669 And this is something that 26 00:01:19,040 --> 00:01:21,029 GP T hasn't been trained on. 27 00:01:21,339 --> 00:01:23,669 Alternatively, you can also use your, 28 00:01:24,089 --> 00:01:26,669 you know, your company's user manual, 29 00:01:26,720 --> 00:01:29,480 any knowledge base that you've created personally 30 00:01:29,589 --> 00:01:32,349 and make a Q and make a Q and A bot off of that. 31 00:01:32,790 --> 00:01:38,089 I've also seen people and this is true use Harry Potter books as a knowledge base. 32 00:01:38,099 --> 00:01:40,069 And then you ask a question and then it gives 33 00:01:40,080 --> 00:01:43,430 you the answers based on knowledge from Harry Potter. 34 00:01:43,709 --> 00:01:46,069 So there's lots of different things you can do. Obviously, 35 00:01:47,489 --> 00:01:51,379 what I'm going to do again is I'm going to use this manual. It's 57 pages. 36 00:01:51,389 --> 00:01:53,449 GP T has not been trained on this. 37 00:01:53,459 --> 00:01:56,389 The large language model itself does not know 38 00:01:56,400 --> 00:01:59,629 any of the information from this PDF document. 39 00:02:00,069 --> 00:02:00,550 OK. 40 00:02:00,970 --> 00:02:03,430 So I'm going to go ahead and download that 41 00:02:04,019 --> 00:02:04,790 right now. 42 00:02:07,160 --> 00:02:08,500 Ok. Perfect. 43 00:02:08,880 --> 00:02:13,820 And then I'm going to go to my playground and create a new assistant, 44 00:02:14,320 --> 00:02:14,740 ok? 45 00:02:15,559 --> 00:02:19,869 So I'm going to go to assistance and I'm going to click here, create new assistant 46 00:02:20,110 --> 00:02:21,059 under the name 47 00:02:21,699 --> 00:02:24,449 I'm going to type in. Really the name doesn't matter 48 00:02:24,589 --> 00:02:24,770 here. 49 00:02:25,190 --> 00:02:28,360 I'm gonna type in Rome manual edf 50 00:02:28,470 --> 00:02:29,919 under the instructions. 51 00:02:30,160 --> 00:02:31,839 I'm going to type in here. 52 00:02:32,949 --> 00:02:35,949 I'm just going to copy this and type in. 53 00:02:36,360 --> 00:02:39,210 You are a helpful assistant that helps answer questions 54 00:02:39,220 --> 00:02:42,289 from drone manuals or from a drone manual. 55 00:02:43,199 --> 00:02:45,740 The model will keep it as G BT four Turbo. 56 00:02:45,949 --> 00:02:47,860 I want to use the retrieval again 57 00:02:48,119 --> 00:02:52,059 and then the file I'm going to add this time is not the US constitution. 58 00:02:52,339 --> 00:02:57,259 Instead, it's the PDF of the drone manual that I just saved from the other website. 59 00:02:58,759 --> 00:02:59,149 Ok, 60 00:03:00,210 --> 00:03:00,949 perfect. 61 00:03:01,330 --> 00:03:03,229 And there we go, it's just saving 62 00:03:05,440 --> 00:03:08,149 will give it a few seconds to save successfully. 63 00:03:16,830 --> 00:03:18,479 Yeah, I'm also gonna get rid of 64 00:03:18,589 --> 00:03:21,600 this thread here. Ok. Perfect. It's been saved 65 00:03:21,850 --> 00:03:24,660 and now note we get a new assistant ID 66 00:03:24,979 --> 00:03:28,800 and here how easy here is how easy it is 67 00:03:29,029 --> 00:03:29,949 to basically 68 00:03:30,139 --> 00:03:32,529 change the assistant in our back end. 69 00:03:32,750 --> 00:03:34,830 You just copy the assistant ID, 70 00:03:35,050 --> 00:03:36,729 you go to buildship 71 00:03:36,899 --> 00:03:39,699 and you change the assistant ID from what it was before 72 00:03:40,770 --> 00:03:44,059 to what it is now. So I just basically copied and pasted. 73 00:03:44,809 --> 00:03:45,240 OK. 74 00:03:46,000 --> 00:03:48,300 Now, let's go ahead and 75 00:03:48,419 --> 00:03:49,580 first shoot. 76 00:03:50,500 --> 00:03:51,759 Now it will ship 77 00:03:52,449 --> 00:03:53,809 our new API 78 00:03:59,919 --> 00:04:00,500 Perfect. 79 00:04:00,699 --> 00:04:04,259 And we should just make sure that our endpoint hasn't changed 80 00:04:04,410 --> 00:04:08,389 and it looks like it hasn't changed because it's still T zero A 81 00:04:08,789 --> 00:04:11,580 KO A if we go to plugins. 82 00:04:12,699 --> 00:04:16,000 Uh Perfect, we can see that this hasn't changed. So that's good. 83 00:04:16,798 --> 00:04:18,660 And there we go. That's all we needed to do 84 00:04:18,850 --> 00:04:23,459 to basically add another PDF to the knowledge base. So we can go to preview now 85 00:04:24,980 --> 00:04:29,519 and I'll ask a question that's related to this document here. 86 00:04:29,779 --> 00:04:32,980 Um I think the one question I was going to use here, 87 00:04:33,149 --> 00:04:34,559 let me see if I can find it 88 00:04:34,859 --> 00:04:38,619 is the um is the maximum eight 89 00:04:40,279 --> 00:04:41,279 I can find it 90 00:04:46,149 --> 00:04:48,630 for increased flight is restricted to 91 00:04:48,790 --> 00:04:50,989 when not a connector logged in the app during flight 92 00:04:52,390 --> 00:04:52,420 in 93 00:04:54,609 --> 00:04:54,739 do 94 00:05:01,309 --> 00:05:04,149 Mac altitude made us restrict at 30 m. 95 00:05:04,160 --> 00:05:06,109 There's lots of different height questions here. 96 00:05:06,609 --> 00:05:09,809 Right. Let's find a question that's related to safety though. 97 00:05:11,929 --> 00:05:13,070 Let me see here. 98 00:05:28,299 --> 00:05:30,720 Right. So this is a specific question we'll ask it. 99 00:05:30,730 --> 00:05:35,209 What's the maximum wind speed that you should fly thisrow in? 100 00:05:35,640 --> 00:05:38,299 So let's go ahead and bubble and go here. 101 00:05:38,489 --> 00:05:40,880 What is the maximum 102 00:05:42,950 --> 00:05:43,510 wind 103 00:05:43,640 --> 00:05:44,369 speed 104 00:05:46,880 --> 00:05:48,130 that you should 105 00:05:49,350 --> 00:05:51,739 ly this drone in 106 00:05:53,269 --> 00:05:54,200 and looks like go 107 00:06:06,910 --> 00:06:12,890 the maximum Winski Splint speed for flying the DJ I error two S is 10.7 m per second, 108 00:06:12,910 --> 00:06:16,760 which corresponds to scale five on the Beaufort scale 109 00:06:17,170 --> 00:06:18,410 if we go over here, 110 00:06:19,299 --> 00:06:23,170 um it says that exactly 10.7 m per second. 111 00:06:23,529 --> 00:06:24,309 Perfect. 112 00:06:25,029 --> 00:06:25,510 OK. 113 00:06:25,920 --> 00:06:29,190 So this is nice because now if you want to, again, if you're, 114 00:06:29,200 --> 00:06:31,880 let's say if you're a company that makes drones 115 00:06:32,209 --> 00:06:36,649 and you want to give the manual to your customers. But in addition to that, 116 00:06:36,829 --> 00:06:38,420 you want to create a Q and A bot, 117 00:06:39,230 --> 00:06:41,130 you don't need to kind of train this 118 00:06:41,799 --> 00:06:45,929 like you would usually train a chatbot which is kind of like a tree diagram, right? 119 00:06:46,170 --> 00:06:48,459 Instead what you would do, which is really nice 120 00:06:48,660 --> 00:06:50,630 is just create this assistant 121 00:06:50,790 --> 00:06:54,239 load the necessary documentation into the assistant 122 00:06:54,440 --> 00:06:56,779 and let the assistant figure out everything. 123 00:06:57,109 --> 00:06:58,959 Let's ask another question here. 124 00:06:59,220 --> 00:06:59,899 Um 125 00:07:00,609 --> 00:07:01,790 let me go over here 126 00:07:03,920 --> 00:07:06,390 and I think I saw one on modes as well. 127 00:07:18,940 --> 00:07:19,899 Let's see two. 128 00:07:30,980 --> 00:07:31,929 This is so cool. 129 00:07:33,140 --> 00:07:34,350 I really want a drone now? 130 00:07:39,980 --> 00:07:42,100 So we can ask what are the different flight modes, 131 00:07:44,070 --> 00:07:47,279 what are the difference 132 00:07:48,720 --> 00:07:49,869 light modes? 133 00:07:51,179 --> 00:07:53,799 OK. And it should give us basically these three modes 134 00:07:54,529 --> 00:07:57,109 and a description of each. So let's see if it does that. 135 00:07:58,410 --> 00:07:59,869 And what's cool about this too is you can 136 00:07:59,880 --> 00:08:02,839 build your application in a way where not only 137 00:08:02,989 --> 00:08:06,429 do you answer the question, but then you can also show the quotes 138 00:08:07,130 --> 00:08:08,190 of where 139 00:08:08,510 --> 00:08:11,230 the large language model found the answer. 140 00:08:11,549 --> 00:08:14,350 So you can give all that requisite information, 141 00:08:14,500 --> 00:08:17,309 which is again, very powerful because you can give 142 00:08:17,579 --> 00:08:19,470 like annotations on the PDF. 143 00:08:19,480 --> 00:08:22,730 You can find the quote, you can do all sorts of other things 144 00:08:22,950 --> 00:08:27,350 because OpenAI gives you all this information when you do that request, 145 00:08:27,359 --> 00:08:28,910 which is again very powerful. 146 00:08:30,559 --> 00:08:31,959 OK. Perfect. Ah 147 00:08:32,260 --> 00:08:36,940 The only bad thing here is that our text box is unfortunately not long enough. 148 00:08:36,950 --> 00:08:38,419 So what we need to do here 149 00:08:38,780 --> 00:08:42,820 is we need to go into bubble and make the text box much longer. 150 00:08:43,299 --> 00:08:47,140 Um or there's a way to make it basically dynamic so that it just kind of 151 00:08:47,659 --> 00:08:50,419 um extends with the actual height itself. 152 00:08:51,049 --> 00:08:52,859 Um But we can just do that for now. 153 00:08:53,690 --> 00:08:54,559 Um 154 00:08:54,739 --> 00:08:56,030 and then click preview 155 00:08:56,580 --> 00:08:57,619 and then type in again. 156 00:08:57,909 --> 00:09:00,390 What are the difference? 157 00:09:02,119 --> 00:09:03,270 Light modes? 158 00:09:04,169 --> 00:09:04,989 Click go 159 00:09:28,299 --> 00:09:29,239 perfect. OK. 160 00:09:29,520 --> 00:09:33,820 So normal mode, smart mode sign mode, there's another mode that I found as well, 161 00:09:33,830 --> 00:09:36,000 probably somewhere else in the PDF document. 162 00:09:37,250 --> 00:09:38,159 And there you go, 163 00:09:38,270 --> 00:09:42,489 you've, we've created a Q and we've created basically a general version of A Q and A 164 00:09:42,789 --> 00:09:42,809 Y 165 00:09:43,429 --> 00:09:46,130 that can be deployed on the web mobile anywhere 166 00:09:46,900 --> 00:09:50,320 that basically leverages a no code back end workflow 167 00:09:50,609 --> 00:09:53,219 and a no code A I assistant 168 00:09:53,479 --> 00:09:57,400 to create any assistant for any knowledge base you want. 169 00:09:57,630 --> 00:09:59,619 Whether that's the US constitution, 170 00:09:59,830 --> 00:10:01,539 whether that's the drone manual. 171 00:10:01,549 --> 00:10:04,530 Again, you could do it on your internal company hr policies, 172 00:10:04,849 --> 00:10:10,119 literally anything. And that's what makes this so powerful because again, we did it 173 00:10:10,739 --> 00:10:14,679 in not that much time that it usually takes to create all this architecture.