WEBVTT 00:00:00.000 --> 00:00:03.439 Imagine having an entire creative agency and 00:00:03.439 --> 00:00:06.719 a personal assistant, even a full market research 00:00:06.719 --> 00:00:08.880 firm, all working just for you, you know, 24 00:00:08.880 --> 00:00:12.160 -7 and costing less than hiring a single freelancer. 00:00:12.699 --> 00:00:15.019 It really does sound like something from, well, 00:00:15.160 --> 00:00:19.339 the future. But this isn't science fiction anymore. 00:00:19.440 --> 00:00:21.500 It's actually here. Yeah. Welcome, everyone, 00:00:21.519 --> 00:00:23.300 to the Deep Dive. This is where we try to unpack 00:00:23.300 --> 00:00:25.640 some pretty complex ideas and, you know, make 00:00:25.640 --> 00:00:28.210 them accessible for you. Today we're diving into 00:00:28.210 --> 00:00:31.030 something genuinely fascinating, a new guide 00:00:31.030 --> 00:00:34.710 on building a specialized AI agent swarm. Basically, 00:00:34.789 --> 00:00:37.109 a system that can automate your entire media 00:00:37.109 --> 00:00:39.009 production. That's right. We'll explore exactly 00:00:39.009 --> 00:00:42.070 how this AI army, as you could call it, functions. 00:00:42.429 --> 00:00:44.890 Everything from creating really stunning visual 00:00:44.890 --> 00:00:47.049 ads to doing deep market research. We're going 00:00:47.049 --> 00:00:49.130 to look at some real world examples, peek under 00:00:49.130 --> 00:00:51.189 the hood at its architecture, and yeah, even 00:00:51.189 --> 00:00:54.170 break down the costs and the setup. Our goal 00:00:54.170 --> 00:00:56.250 today really is to give you a shortcut, a way 00:00:56.250 --> 00:00:58.210 to understand this powerful kind of game changing 00:00:58.210 --> 00:01:01.229 tech without getting lost in the weeds. So let's 00:01:01.229 --> 00:01:03.789 get into it. Okay, so this core concept we're 00:01:03.789 --> 00:01:06.329 digging into today, it feels genuinely groundbreaking. 00:01:06.989 --> 00:01:10.069 It's all about building this specialized AI agent 00:01:10.069 --> 00:01:14.810 swarm, and it uses a tool called N8N. Now, for 00:01:14.810 --> 00:01:18.329 those maybe not familiar, N8N is this really 00:01:18.329 --> 00:01:21.590 powerful open source platform. Think of it like 00:01:21.590 --> 00:01:24.390 a digital conductor, maybe, connecting different 00:01:24.390 --> 00:01:27.069 services to automate complex stuff, often without 00:01:27.069 --> 00:01:29.329 needing much code. Right. And when we say swarm, 00:01:29.469 --> 00:01:32.849 we mean like a team of AI agents all working 00:01:32.849 --> 00:01:34.689 together, coordinated. And like you said, this 00:01:34.689 --> 00:01:37.140 isn't some five -year plan idea. People are building 00:01:37.140 --> 00:01:38.780 and using this stuff right now. So what makes 00:01:38.780 --> 00:01:41.840 this system so special compared to, say, other 00:01:41.840 --> 00:01:44.040 automation tools people might already be using? 00:01:44.260 --> 00:01:46.099 Well, the big thing I think is how it shatters 00:01:46.099 --> 00:01:48.390 this barrier. You know, the one between the analytical 00:01:48.390 --> 00:01:50.709 business stuff and the creative work. Traditionally, 00:01:50.769 --> 00:01:52.670 automation was kind of stuck in silos. You'd 00:01:52.670 --> 00:01:55.310 have one tool for data, another for design. Well, 00:01:55.390 --> 00:01:57.269 they didn't talk much. The system, though, it 00:01:57.269 --> 00:01:59.329 creates this integrated team. It really is like 00:01:59.329 --> 00:02:02.569 having your own well -oiled creative agency all 00:02:02.569 --> 00:02:04.909 connected. That's a great way to put it. A well 00:02:04.909 --> 00:02:08.050 -oiled creative agency. So can you tell us a 00:02:08.050 --> 00:02:10.830 bit more? What does this AI agency actually do? 00:02:10.930 --> 00:02:13.189 What are the capabilities? Oh, absolutely. It 00:02:13.189 --> 00:02:15.090 wears a lot of hats. First off, it's your personal 00:02:15.090 --> 00:02:16.819 assistant. It can manage email. emails, your 00:02:16.819 --> 00:02:19.259 calendar, even organize files in Google Drive. 00:02:19.800 --> 00:02:22.460 Pretty handy. Then it's this creative powerhouse, 00:02:22.580 --> 00:02:25.259 generating images completely from scratch, doing 00:02:25.259 --> 00:02:27.719 complex edits like you'd see in Photoshop, even 00:02:27.719 --> 00:02:30.719 creating full videos. It can take a boring static 00:02:30.719 --> 00:02:33.560 image and turn it into a dynamic ad. It's also 00:02:33.560 --> 00:02:35.939 a social media manager. It'll schedule and post 00:02:35.939 --> 00:02:38.379 content automatically to X, TikTok, Instagram, 00:02:38.659 --> 00:02:41.319 whatever you need. And beyond just making stuff, 00:02:41.539 --> 00:02:43.960 it's a research analyst. It can scrape platforms 00:02:43.960 --> 00:02:46.560 for trends, pull insights, and compile it all 00:02:46.560 --> 00:02:48.939 into a professional Google Doc report. Wow, that's 00:02:48.939 --> 00:02:53.259 quite... Yeah. And one cool detail. It's also 00:02:53.259 --> 00:02:56.639 a meticulous account. It logs every single action, 00:02:56.699 --> 00:02:59.180 every success, every failure, even the exact 00:02:59.180 --> 00:03:02.020 token usage for each task. All in a detailed 00:03:02.020 --> 00:03:05.240 log. But the real magic isn't just the list. 00:03:05.379 --> 00:03:07.780 It's how seamlessly it all works together. You 00:03:07.780 --> 00:03:10.500 can literally upload one image, say, make me 00:03:10.500 --> 00:03:12.919 a VFX ad. That's visual effects, right? Motion 00:03:12.919 --> 00:03:15.599 graphics. And just watch. It creates, edits, 00:03:15.699 --> 00:03:18.000 and then publishes it across your platforms without 00:03:18.000 --> 00:03:19.800 you needing to jump between five different apps. 00:03:19.979 --> 00:03:21.960 That seamless flow, that sounds like the real 00:03:21.960 --> 00:03:24.219 breakthrough here. What's the biggest sort of 00:03:24.219 --> 00:03:27.699 aha moment people have when they see this working? 00:03:27.800 --> 00:03:29.599 Why does it hit so hard? I think the biggest 00:03:29.599 --> 00:03:33.360 aha. is seeing that integration in action, creative 00:03:33.360 --> 00:03:35.520 and analytical automation finally working together. 00:03:35.599 --> 00:03:37.800 Every campaign instantly becomes data informed. 00:03:38.039 --> 00:03:39.659 Okay, let's walk through an example then. You 00:03:39.659 --> 00:03:41.520 mentioned turning a basic product photo into 00:03:41.520 --> 00:03:44.099 an ad campaign. Exactly. Think of like a creative 00:03:44.099 --> 00:03:47.240 assembly line. So we started by sending a simple 00:03:47.240 --> 00:03:50.000 image, just headphones through Telegram. And 00:03:50.000 --> 00:03:52.360 right away, it wasn't just dumb storage. The 00:03:52.360 --> 00:03:54.300 agent put it in the like Google Drive folder, 00:03:54.439 --> 00:03:56.900 sure. But then it asked, hey, what should I name 00:03:56.900 --> 00:03:59.370 this file? That's intelligent file management 00:03:59.370 --> 00:04:01.830 from the get -go. Okay, so it's organizing intelligently, 00:04:01.830 --> 00:04:03.969 not just storing. What's the next step after 00:04:03.969 --> 00:04:06.389 it's filed? Precisely. From there, the image 00:04:06.389 --> 00:04:08.770 went to the design studio agent. We gave it a 00:04:08.770 --> 00:04:10.370 pretty simple creative brief, something like, 00:04:10.430 --> 00:04:12.689 make this look like a studio shot. Give it energy. 00:04:12.870 --> 00:04:15.050 Make it colorful. Capture the feeling of listening 00:04:15.050 --> 00:04:17.629 to music. So the creative agent takes that and 00:04:17.629 --> 00:04:19.930 figures out which tools to use, generates several 00:04:19.930 --> 00:04:21.949 different stylistic options, and then shows you 00:04:21.949 --> 00:04:24.930 low -res previews. You get to pick. The result 00:04:24.930 --> 00:04:28.819 in our test. Three totally distinct professional 00:04:28.819 --> 00:04:31.060 -looking headphone ads, different lighting, different 00:04:31.060 --> 00:04:34.019 vibes, all delivered in just minutes. Minutes 00:04:34.019 --> 00:04:36.199 for professional quality variations? That's impressive. 00:04:36.420 --> 00:04:39.540 What about adding motion? Video? Right. The final 00:04:39.540 --> 00:04:42.319 stop was the VFX studio. The command was pretty 00:04:42.319 --> 00:04:44.459 straightforward. Take that first preview image 00:04:44.459 --> 00:04:47.339 and make it a video ad. Add music, make light 00:04:47.339 --> 00:04:49.240 sync to the beat, you know, typical ad stuff. 00:04:49.459 --> 00:04:52.199 And the agent did this two ways. First, image 00:04:52.199 --> 00:04:55.160 to video. It took our edited headphone shot and 00:04:55.160 --> 00:04:57.000 brought it to life with dynamic lighting that 00:04:57.000 --> 00:04:59.920 pulsed with the music. Second, text -to -video. 00:05:00.319 --> 00:05:02.899 It generated completely new B -roll footage from 00:05:02.899 --> 00:05:05.620 scratch, just based on the prompt. Both versions 00:05:05.620 --> 00:05:08.279 had professional -grade VFX, lights perfectly 00:05:08.279 --> 00:05:11.519 synced. Whoa! I mean, just imagine the possibilities 00:05:11.519 --> 00:05:14.000 there. Creating ads with synchronized effects 00:05:14.000 --> 00:05:16.480 in minutes, not days or weeks. It's like having 00:05:16.480 --> 00:05:18.240 a Hollywood effects team in your browser. Thinking 00:05:18.240 --> 00:05:19.899 back to when I first started creating content, 00:05:19.939 --> 00:05:22.199 this would have been, well, pure science fiction. 00:05:22.620 --> 00:05:25.040 Hours, maybe days of work, just gone. Automated. 00:05:25.120 --> 00:05:27.600 That is genuinely astonishing. So with all this 00:05:27.600 --> 00:05:29.339 production automated, how does this free up a 00:05:29.339 --> 00:05:31.120 creator? What does it allow them to focus on 00:05:31.120 --> 00:05:33.899 instead? The bigger picture. By automating all 00:05:33.899 --> 00:05:36.079 that production work, creators are basically 00:05:36.079 --> 00:05:38.399 freed up. They can focus on the high -level strategy, 00:05:38.600 --> 00:05:41.540 the vision, not just the execution grind. They 00:05:41.540 --> 00:05:44.019 become architects, not just builders. Makes sense. 00:05:44.540 --> 00:05:46.319 We've talked a lot about the creation side, but 00:05:46.319 --> 00:05:49.339 you mentioned it's also a research tool. Transforming 00:05:49.339 --> 00:05:52.120 a creator into more of a data -driven strategist 00:05:52.120 --> 00:05:54.379 with this market intelligence function. How does 00:05:54.379 --> 00:05:56.920 that part work? Exactly. So we give the system 00:05:56.920 --> 00:05:59.839 a mission. Pretty simple one. Find me two high 00:05:59.839 --> 00:06:02.720 -performing videos about NAN on TikTok, Instagram, 00:06:02.879 --> 00:06:05.920 and YouTube. And what happened next was pretty 00:06:05.920 --> 00:06:08.850 cool. Parallel processing. The social media agent 00:06:08.850 --> 00:06:10.850 didn't just check TikTok, then Instagram, then 00:06:10.850 --> 00:06:14.250 YouTube. No, it deployed Epify scrapers, which 00:06:14.250 --> 00:06:16.990 are like automated browsers that grab data to 00:06:16.990 --> 00:06:19.329 all three platforms at the same time. It pulled 00:06:19.329 --> 00:06:21.490 view counts, likes, comments, info about the 00:06:21.490 --> 00:06:23.870 creators and key insights. You know, what formats 00:06:23.870 --> 00:06:26.990 work, what hooks grab attention. OK, so it gathers 00:06:26.990 --> 00:06:29.569 all this intel simultaneously. What happens with 00:06:29.569 --> 00:06:31.550 that raw data then? How does it become useful? 00:06:32.060 --> 00:06:33.800 Right, so once the scraping was done, the AI 00:06:33.800 --> 00:06:36.519 agent compiled everything, all the findings from 00:06:36.519 --> 00:06:39.839 the different platforms into one single professional 00:06:39.839 --> 00:06:42.600 -looking report in a Google Doc, like an intelligence 00:06:42.600 --> 00:06:45.079 briefing. And this report had really actionable 00:06:45.079 --> 00:06:48.019 stuff. Like on TikTok, it found short, punchy 00:06:48.019 --> 00:06:50.420 tutorials were killing it. On YouTube, it broke 00:06:50.420 --> 00:06:53.379 down why a specific, longer tutorial was so successful. 00:06:53.579 --> 00:06:56.560 For Instagram, it analyzed visual styles and 00:06:56.560 --> 00:06:59.199 caption strategies that got engagement. The most 00:06:59.199 --> 00:07:01.930 impressive part, this whole... Multi -platform 00:07:01.930 --> 00:07:05.410 research task done in minutes. Not the hours 00:07:05.410 --> 00:07:07.350 and hours of manual scrolling and note -taking 00:07:07.350 --> 00:07:09.009 it would normally take. You'd usually need a 00:07:09.009 --> 00:07:11.470 team or at least a dedicated afternoon. That 00:07:11.470 --> 00:07:14.430 speed and depth is a huge advantage. Now, you 00:07:14.430 --> 00:07:16.509 mentioned earlier this isn't just one big AI 00:07:16.509 --> 00:07:19.430 brain. Can you unpack that agent swarm idea a 00:07:19.430 --> 00:07:21.110 bit more? How is this whole thing structured? 00:07:21.290 --> 00:07:23.639 What's the architecture? Yeah, absolutely. It's 00:07:23.639 --> 00:07:26.000 key to understanding why it works so well. It's 00:07:26.000 --> 00:07:29.019 not monolithic. It's structured more like a military 00:07:29.019 --> 00:07:31.319 unit or maybe a well -run company. There's a 00:07:31.319 --> 00:07:33.399 clear hierarchy. At the top, you've got the main 00:07:33.399 --> 00:07:35.819 agent. Think of it as the general or the CEO. 00:07:36.300 --> 00:07:38.620 It's usually powered by something cost -effective 00:07:38.620 --> 00:07:41.879 like GPT -40 mini, maybe through a service like 00:07:41.879 --> 00:07:44.699 OpenRouter to optimize costs and performance. 00:07:44.939 --> 00:07:47.839 And its main job, delegate. It doesn't do the 00:07:47.839 --> 00:07:49.899 work itself. It assigns tasks to the specialists. 00:07:50.120 --> 00:07:52.079 It also keeps track of the conversation, the 00:07:52.079 --> 00:07:54.459 short -term memory, so it understands multi -step 00:07:54.459 --> 00:07:57.180 requests. Okay, so the general delegates. Who 00:07:57.180 --> 00:08:00.060 are the troops? The specialists. Exactly. Below 00:08:00.060 --> 00:08:02.399 the general are the special forces units. These 00:08:02.399 --> 00:08:04.620 are specialized AI agents, each an expert in 00:08:04.620 --> 00:08:07.560 one area. You've got the creative division. That 00:08:07.560 --> 00:08:09.639 includes the creative agent, the artist doing 00:08:09.639 --> 00:08:13.420 image creation, editing, VFX, video. And the 00:08:13.420 --> 00:08:15.519 posting agent, the publisher, getting content 00:08:15.519 --> 00:08:17.750 out. Then there's the intelligence and operations 00:08:17.750 --> 00:08:20.389 division, the social media agent, your spy scraping 00:08:20.389 --> 00:08:23.230 platforms, and the web agent, a general scout 00:08:23.230 --> 00:08:26.170 for web searches. And finally, an administrative 00:08:26.170 --> 00:08:29.050 division, the Google Drive agent, sort of the 00:08:29.050 --> 00:08:31.990 digital quartermaster managing files, and a comms 00:08:31.990 --> 00:08:34.370 team handling email, calendar, contacts, that 00:08:34.370 --> 00:08:37.259 sort of thing. That hierarchy sounds, well, complex, 00:08:37.460 --> 00:08:40.039 like building a real org chart. But does that 00:08:40.039 --> 00:08:42.539 specialization actually make the system more 00:08:42.539 --> 00:08:45.019 robust, more reliable? Yes, absolutely. That 00:08:45.019 --> 00:08:46.820 specialization is what makes it robust, reliable, 00:08:47.080 --> 00:08:49.799 and actually easier to expand later. Each agent 00:08:49.799 --> 00:08:51.980 just focuses on what it does best. Okay, let's 00:08:51.980 --> 00:08:53.720 dive deeper into that creative agent then, the 00:08:53.720 --> 00:08:55.879 secret sauce, you called it. It's workshop. How 00:08:55.879 --> 00:08:58.440 exactly does it menu image and video stuff? Right, 00:08:58.480 --> 00:09:00.700 the digital easel handles the static images. 00:09:01.179 --> 00:09:03.419 For creating a new image, you give it a detailed 00:09:03.419 --> 00:09:06.860 prompt, a name, it uses an API like OpenAI's, 00:09:06.940 --> 00:09:10.360 and bam, delivers a preview to Telegram and saves 00:09:10.360 --> 00:09:13.440 the high -res version to Google Drive. The editing 00:09:13.440 --> 00:09:15.299 workflow is even smarter, I think. You give an 00:09:15.299 --> 00:09:17.840 existing image and instructions. Instead of just 00:09:17.840 --> 00:09:20.100 making one final version, it generates multiple 00:09:20.100 --> 00:09:22.799 low -res previews first. You look at them, pick 00:09:22.799 --> 00:09:25.139 the one you like, then it renders the final high 00:09:25.139 --> 00:09:27.659 -res image. Ah, that makes sense. Saves time 00:09:27.659 --> 00:09:29.559 and compute costs if the first try isn't quite 00:09:29.559 --> 00:09:32.419 right. What about video? Yeah, exactly. Then 00:09:32.419 --> 00:09:35.019 there's the editing bay. For video. For text 00:09:35.019 --> 00:09:37.200 -to -video, you give it a text prompt. It uses 00:09:37.200 --> 00:09:39.139 a model, maybe something fast and efficient, 00:09:39.259 --> 00:09:42.259 like Google's VO3 Fast, and generates original 00:09:42.259 --> 00:09:45.360 B -roll footage. It uses this smart polling thing 00:09:45.360 --> 00:09:47.279 to know when the video's ready. And for image 00:09:47.279 --> 00:09:49.059 -to -video, like in the demo we talked about, 00:09:49.240 --> 00:09:51.440 it takes your image and adds those cool VFX, 00:09:51.679 --> 00:09:53.639 like the lights pulsing in time with the music, 00:09:53.740 --> 00:09:56.559 adds the audio track too. So it's not just executing 00:09:56.559 --> 00:09:58.620 commands, it's actively trying to improve the 00:09:58.620 --> 00:10:01.450 output. Precisely. The creative agent also has 00:10:01.450 --> 00:10:04.090 this built -in artistic philosophy. Its core 00:10:04.090 --> 00:10:06.909 instructions, its system prompt tells it to be 00:10:06.909 --> 00:10:09.970 an optimizer, not just a blind follower. So when 00:10:09.970 --> 00:10:12.110 you give it a simple idea, its first move is 00:10:12.110 --> 00:10:14.350 often to rewrite that idea into a more detailed, 00:10:14.549 --> 00:10:17.250 more stylized prompt internally. It's trying 00:10:17.250 --> 00:10:19.629 to engineer a better prompt before it even calls 00:10:19.629 --> 00:10:22.389 the image or video model. It acts like a creative 00:10:22.389 --> 00:10:23.990 director. You know, I still wrestle with prompt 00:10:23.990 --> 00:10:26.980 just... myself sometimes that's when the ai kind 00:10:26.980 --> 00:10:30.299 of wanders from your original intent over iterations 00:10:30.299 --> 00:10:32.740 so having an ai agent basically refining the 00:10:32.740 --> 00:10:34.419 prompt for you that's pretty awesome that is 00:10:34.419 --> 00:10:36.259 a huge help yeah boosting quality automatically 00:10:36.259 --> 00:10:40.639 okay so you've created this amazing content but 00:10:40.639 --> 00:10:42.879 it's not much use sitting on a hard drive how 00:10:42.879 --> 00:10:44.759 does the system handle publishing Getting it 00:10:44.759 --> 00:10:46.179 out there. All right, this is where the posting 00:10:46.179 --> 00:10:48.100 agent comes in. And the whole posting system 00:10:48.100 --> 00:10:51.559 is built on this really elegant four -step modular 00:10:51.559 --> 00:10:53.960 process. Think of it like a standard shipping 00:10:53.960 --> 00:10:56.519 container for your content. Makes things predictable. 00:10:57.100 --> 00:11:00.299 First step, file prep. Making sure the final 00:11:00.299 --> 00:11:02.639 image or video in Google Drive has the right 00:11:02.639 --> 00:11:04.919 public sharing permissions so the posting tool 00:11:04.919 --> 00:11:08.899 can grab it. Second, platform optimization. The 00:11:08.899 --> 00:11:10.879 system automatically tweets things like caption 00:11:10.879 --> 00:11:12.799 length, hashtags for whatever platform you're 00:11:12.799 --> 00:11:15.080 targeting. X needs different stuff than TikTok, 00:11:15.240 --> 00:11:18.980 right? Third, the delivery. It uses a reliable 00:11:18.980 --> 00:11:21.080 third -party tool, something like Blotato or 00:11:21.080 --> 00:11:23.940 Buffers API, to actually do the posting. These 00:11:23.940 --> 00:11:26.340 tools are built for robust delivery. And finally, 00:11:27.059 --> 00:11:28.820 Confirmation. It gives you back a submission 00:11:28.820 --> 00:11:30.659 ID so you can track that the post went through 00:11:30.659 --> 00:11:33.519 successfully. That modular approach sounds incredibly 00:11:33.519 --> 00:11:35.500 efficient. Does that really make it easier to 00:11:35.500 --> 00:11:37.980 add new platforms later on, say, if a new social 00:11:37.980 --> 00:11:40.259 network pops up? Absolutely. That's the beauty 00:11:40.259 --> 00:11:43.000 of it. The actual N8N workflows for posting to 00:11:43.000 --> 00:11:45.720 X, TikTok, and Instagram, they're almost identical. 00:11:46.019 --> 00:11:48.000 The only thing that really changes is the final 00:11:48.000 --> 00:11:50.450 destination setting. This makes the whole posting 00:11:50.450 --> 00:11:53.409 system super easy to maintain and expand. Adding 00:11:53.409 --> 00:11:55.730 support for, I don't know, LinkedIn or threads, 00:11:55.929 --> 00:11:58.370 it's basically duplicating an existing workflow 00:11:58.370 --> 00:12:00.970 and changing one or two nodes. Really straightforward. 00:12:01.269 --> 00:12:04.370 Mid -roll sponsor read. Welcome back to the Deep 00:12:04.370 --> 00:12:07.269 Dive. We've just gone through the amazing capabilities 00:12:07.269 --> 00:12:11.370 of this AI media agent swarm. Now, the crucial 00:12:11.370 --> 00:12:14.399 question, how do you tailor it? How do you make 00:12:14.399 --> 00:12:16.460 it work for your specific brand, your workflow? 00:12:16.620 --> 00:12:18.980 Where does customization begin? Yeah, this is 00:12:18.980 --> 00:12:21.120 the calibration bay, essentially. And it's designed 00:12:21.120 --> 00:12:23.559 to be flexible. You can really define your brand's 00:12:23.559 --> 00:12:25.779 unique style by tweaking the system prompts within 00:12:25.779 --> 00:12:28.000 those creative sub -workflows. That means you 00:12:28.000 --> 00:12:30.279 can adjust the default image and video prompts 00:12:30.279 --> 00:12:32.799 to match your visual aesthetic. You want minimalist 00:12:32.799 --> 00:12:35.279 and clean. Tell it that. Bold and vibrant. Tell 00:12:35.279 --> 00:12:37.700 it that. You can also tune quality settings to 00:12:37.700 --> 00:12:40.679 balance how it looks versus the cost. Okay, so 00:12:40.679 --> 00:12:42.559 you can tune the creative output. What about 00:12:42.559 --> 00:12:44.860 the research side or the social media activity? 00:12:45.259 --> 00:12:47.360 Same idea. For the social media agent, you're 00:12:47.360 --> 00:12:49.320 basically giving your spy its mission parameters. 00:12:49.659 --> 00:12:52.039 You can figure the scraping settings, focus on 00:12:52.039 --> 00:12:54.179 a specific niche, track certain competitors. 00:12:54.440 --> 00:12:56.960 You can also customize posting schedules. Maybe 00:12:56.960 --> 00:12:59.580 your audience is active at specific times. And 00:12:59.580 --> 00:13:01.580 fine -tune the default captions and hashtags 00:13:01.580 --> 00:13:04.309 to always match your brand voice. and for the 00:13:04.309 --> 00:13:07.529 research agent you refine its focus adjust the 00:13:07.529 --> 00:13:09.830 search terms limit the number of results it pulls 00:13:09.830 --> 00:13:12.149 so you don't get overwhelmed customize the Google 00:13:12.149 --> 00:13:14.429 Doc templates so reports look exactly how you 00:13:14.429 --> 00:13:17.090 want them it's all about tuning its brain right 00:13:17.090 --> 00:13:19.990 now let's talk about the operators manual specifically 00:13:19.990 --> 00:13:23.330 costs and transparency what are the real numbers 00:13:23.330 --> 00:13:26.009 involved in running something like this what 00:13:26.009 --> 00:13:28.559 should someone expect Good question. There are 00:13:28.559 --> 00:13:30.759 basically three main cost areas to think about. 00:13:30.840 --> 00:13:33.440 First is token usage. That's your primary variable 00:13:33.440 --> 00:13:35.919 cost, kind of like the fuel for the AI models. 00:13:36.120 --> 00:13:38.360 The system smartly uses cost -effective models 00:13:38.360 --> 00:13:41.220 like GPT -40 mini for most things. But sometimes, 00:13:41.440 --> 00:13:43.960 for trickier tasks, specialized agents might 00:13:43.960 --> 00:13:46.620 strategically use a more powerful, slightly pricier 00:13:46.620 --> 00:13:49.980 model like Claude or maybe GPT -4 when deep reasoning 00:13:49.980 --> 00:13:52.419 is really needed. Second is media generation, 00:13:52.679 --> 00:13:54.980 the actual cost of creating the images and videos. 00:13:55.179 --> 00:13:56.970 Using OpenAI for images, you're looking at at 00:13:56.970 --> 00:14:00.169 maybe $0 .04 per medium -quality image. For video, 00:14:00.470 --> 00:14:03.070 using something like Fel .ai with VO3, it might 00:14:03.070 --> 00:14:06.190 be around $3 .75 for a high -quality 8 -second 00:14:06.190 --> 00:14:08.789 clip with synced audio. Those costs per asset 00:14:08.789 --> 00:14:10.809 seem surprisingly low, actually, for that kind 00:14:10.809 --> 00:14:12.950 of output. What about fixed costs? Subscriptions? 00:14:13.190 --> 00:14:15.350 Yeah, the per -asset cost is pretty manageable. 00:14:15.490 --> 00:14:18.049 Then you have the monthly subscriptions, your 00:14:18.049 --> 00:14:20.769 overhead, a solid social media posting tool like 00:14:20.769 --> 00:14:23.450 Blowdado. Maybe around $29 a month to start. 00:14:23.789 --> 00:14:26.929 apify for the web scraping has flexible pricing 00:14:26.929 --> 00:14:29.509 and honestly their free tier is pretty generous 00:14:29.509 --> 00:14:31.750 for getting started or for moderate use at a 00:14:31.750 --> 00:14:34.190 pro tip here always hunt around for special deals 00:14:34.190 --> 00:14:36.549 or extended trials lots of these sauce tools 00:14:36.549 --> 00:14:39.629 offer them for new users okay and you mentioned 00:14:39.629 --> 00:14:41.970 a crucial piece earlier the black box recorder 00:14:41.970 --> 00:14:44.549 how does that fit into understanding costs and 00:14:44.549 --> 00:14:47.230 performance ah yes the black box recorder This 00:14:47.230 --> 00:14:49.490 is absolutely critical, in my opinion. It gives 00:14:49.490 --> 00:14:52.210 you a complete, unchangeable audit trail. Proof 00:14:52.210 --> 00:14:54.909 of everything your AI army does. How it works 00:14:54.909 --> 00:14:57.909 is, it logs all the execution details, timestamp, 00:14:57.970 --> 00:15:00.190 which workflow ran, the inputs, the outputs, 00:15:00.389 --> 00:15:03.070 the token usage breakdown, success or failure 00:15:03.070 --> 00:15:06.549 status, any errors, all in real time to a dedicated 00:15:06.549 --> 00:15:09.110 Google Sheet. Why is this so critical? Well, 00:15:09.129 --> 00:15:10.809 for rapid debugging, if something goes wrong. 00:15:11.289 --> 00:15:13.470 For a smart cost optimization, you can see exactly 00:15:13.470 --> 00:15:15.370 where your tokens are going. For full accountability, 00:15:15.590 --> 00:15:17.450 and ultimately for a data -driven improvement, 00:15:17.710 --> 00:15:20.230 you can actually see what's working and optimize, 00:15:20.509 --> 00:15:23.250 just like managing a human team, but with perfect 00:15:23.250 --> 00:15:25.809 data. That level of logging sounds invaluable. 00:15:26.210 --> 00:15:27.889 Okay, so for someone listening who's thinking, 00:15:27.929 --> 00:15:29.769 right, I'm ready to build my own media empire. 00:15:30.399 --> 00:15:32.299 What's the assembly manual? What are the practical 00:15:32.299 --> 00:15:34.360 first steps? All right. Step one is acquiring 00:15:34.360 --> 00:15:37.139 the schematics. You need the NAN workflow files. 00:15:37.480 --> 00:15:40.080 You can usually find these shared in online automation 00:15:40.080 --> 00:15:43.159 communities, often bundled as a ZIP file. These 00:15:43.159 --> 00:15:44.779 files are the blueprints. There are about nine 00:15:44.779 --> 00:15:47.940 essential ones. The main agent, edit image, create 00:15:47.940 --> 00:15:50.899 image, image to video, create video, the posting 00:15:50.899 --> 00:15:53.299 workflows for X, TikTok, Instagram, and the Google 00:15:53.299 --> 00:15:56.620 Doc creation workflow. Got it. Download the blueprints, 00:15:56.740 --> 00:15:58.740 then comes the assembly part. Then comes the 00:15:58.740 --> 00:16:01.639 assembly. This needs some careful, focused work. 00:16:02.179 --> 00:16:05.259 First, you import all those workflow files into 00:16:05.259 --> 00:16:08.139 your NEN setup. The absolutely critical part 00:16:08.139 --> 00:16:10.500 here is linking the tool nodes in the main agent 00:16:10.500 --> 00:16:13.279 to the correct sub -workflows. The names must 00:16:13.279 --> 00:16:16.110 match exactly for the delegation to work. Second, 00:16:16.269 --> 00:16:18.370 set up your Google environment. Create the specific 00:16:18.370 --> 00:16:20.429 folders in Google Drive like media and media 00:16:20.429 --> 00:16:22.549 analysis where it will store assets and reports. 00:16:22.830 --> 00:16:25.070 Set up the Google Sheet using the provided logging 00:16:25.070 --> 00:16:27.570 template. Third, API integration. You've got 00:16:27.570 --> 00:16:29.909 to gather all your API keys, OpenAI, Google, 00:16:30.129 --> 00:16:33.029 Telegram, Apify, your social posting tool, and 00:16:33.029 --> 00:16:35.049 add them securely into the NAN credentials section. 00:16:35.269 --> 00:16:38.549 Okay, that sounds methodical. What would you 00:16:38.549 --> 00:16:42.090 say is the biggest potential snag or hurdle someone 00:16:42.090 --> 00:16:44.529 might hit during that initial setup? The place 00:16:44.529 --> 00:16:48.320 to be extra careful. Honestly. linking all those 00:16:48.320 --> 00:16:50.480 workflows correctly in the main agent, making 00:16:50.480 --> 00:16:52.740 sure every connection is right, every name matches. 00:16:52.919 --> 00:16:55.279 It really requires attention to detail. It's 00:16:55.279 --> 00:16:57.700 like Lego blocks one piece in the wrong spot 00:16:57.700 --> 00:16:59.580 and the whole thing might not work as expected. 00:16:59.799 --> 00:17:02.179 Right. Attention to detail is key there. So let's 00:17:02.179 --> 00:17:04.480 try and bring this all together. This system, 00:17:04.500 --> 00:17:06.420 it feels like more than just automation, doesn't 00:17:06.420 --> 00:17:08.279 it? It seems like a complete paradigm shift. 00:17:08.599 --> 00:17:10.759 You're moving from being just the artist, the 00:17:10.759 --> 00:17:14.400 creator, to being the director of an entire automated 00:17:14.400 --> 00:17:17.640 creative studio. Not just saving time, you're 00:17:17.640 --> 00:17:20.599 genuinely multiplying your creative output. Totally. 00:17:20.740 --> 00:17:22.759 And look, let's be real. This isn't a five minute 00:17:22.759 --> 00:17:25.380 setup. You definitely need to plan for, you know, 00:17:25.380 --> 00:17:27.859 maybe a few hours of careful, focused configuration 00:17:27.859 --> 00:17:30.440 initially to get everything wired up right. But 00:17:30.440 --> 00:17:34.000 once it is running, you have this absolute creative 00:17:34.000 --> 00:17:37.220 powerhouse working for you. Something that if 00:17:37.220 --> 00:17:38.819 you try to replicate it with traditional tools 00:17:38.819 --> 00:17:41.299 and freelancers would easily cost thousands of 00:17:41.299 --> 00:17:43.579 dollars every single month. It's a massive competitive 00:17:43.579 --> 00:17:46.440 advantage. It really feels like the AI revolution 00:17:46.440 --> 00:17:49.680 in creative work isn't some future event. It's 00:17:49.680 --> 00:17:52.119 actually here now. And it's surprisingly accessible 00:17:52.119 --> 00:17:54.099 if you're willing to put in that initial effort 00:17:54.099 --> 00:17:56.960 to build the system. This media agent army concept 00:17:56.960 --> 00:17:59.380 gives individuals and small teams the power to 00:17:59.380 --> 00:18:01.859 compete with much larger agencies, potentially 00:18:01.859 --> 00:18:04.660 even working solo. So the final thought perhaps 00:18:04.660 --> 00:18:07.180 is stop just dreaming about automating your creativity. 00:18:07.440 --> 00:18:09.559 The tools and the blueprints are out there. It's 00:18:09.559 --> 00:18:11.559 time to start building it. Yeah, and remember, 00:18:11.660 --> 00:18:13.900 there are dedicated online communities, even 00:18:13.900 --> 00:18:16.079 advanced courses, if you really want to dive 00:18:16.079 --> 00:18:19.359 deep and achieve true mastery. Think about how 00:18:19.359 --> 00:18:22.380 these ideas, this capability, could fundamentally 00:18:22.380 --> 00:18:24.759 change how you approach content creation and 00:18:24.759 --> 00:18:27.299 marketing. It really opens up a whole new world. 00:18:27.480 --> 00:18:29.259 Well, thank you for joining us on this deep dive 00:18:29.259 --> 00:18:31.539 today. It's been fascinating. We'll be back soon 00:18:31.539 --> 00:18:33.779 with more insights to unpack. Out to your own 00:18:33.779 --> 00:18:34.000 music.