Episode 5

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Published on:

1st Mar 2024

AI Workflow Woes: 3 Frustrating Issues I've Encountered

Overcoming AI Challenges in Podcasting

John Barker discusses his challenges in using AI for podcasting, specifically for repetitive tasks and workflows in the 'Titan of Tech' podcast. John mentions the use of Descript for text-based video editing and transcription. However, he conveys his struggle with the time-consuming nature of the editing process and the development of show notes, YouTube descriptions, and chapter timestamps. Despite improving efficiency with AI tools like ChatGPT and Descript, the John warns against wholly trusting AI-generated results due to issues with repeatability, interpretation of commands by the software, and the AI picking up wrong or minor topics as key points from a conversation. John underlines the importance of verifying the results generated by the AI.


00:00 Introduction to AI Challenges in Repeatable Tasks

00:23 The Journey of Podcasting and AI Tools

01:11 The Struggles of Editing and AI Assistance

02:25 The Evolution of AI Tools in Podcasting

03:04 Building a Standard Operating Procedure with AI

03:45 The Unpredictability of AI Results

06:32 Exploring Descript's AI Tools

09:10 The Misinterpretation of AI Summaries

10:03 The Need for Verification in AI Results

11:06 Conclusion: The Importance of Verifying AI Outputs

Transcript
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I got three things I want to go over with you today regarding some

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problems I've run into with AI and doing repeatable tasks or kind of

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repeatable workflows if you're trying to build standard operating procedure.

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And this has to do with me using AI to help with editing the video and audio

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versions of the podcast, Titan of Tech.

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So, uh, brief backstory.

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This is my second go at a podcast.

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I had the Business Samurai about two years ago where I did 45 to 50 episodes.

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And I was using a few of the same tools.

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I've got one new podcast platform, but I was using Descript essentially

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as a text based video editor.

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No interest in becoming a video editing person.

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Descript was super easy to use because it would come back and give you a

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transcription of your entire conversation.

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You just threw the video file into it.

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It would do the transcription automatically.

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It could detect the person that was speaking and you could give it a name.

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So if it, It goes, Hey, who is this voice?

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And I go, Hey, it's John.

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And I put my name in there and it would know it was me the rest of the time.

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That was my voice detected.

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And I could do that for however many people were a part of the conversation.

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Super cool.

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So that was obviously a pretty good time saver.

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But one of the things that was driving me nuts because as much as I

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love prepping for the conversations and having the conversations with

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everyone, I find it to be fun.

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The editing process is very time consuming.

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It's arduous.

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It's draining for me.

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Um, and unless you're somebody that's got a well, well monetized

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podcast where you've got somebody that can help you with the producing

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aspect and the posting aspect.

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Most people that are doing this are doing this themselves.

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And so when it comes to doing things like.

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Hey, I need show notes to upload with the podcast.

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I need a YouTube description, or I would like to build in the chapters.

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You're seeing this a little bit more with, with, um, some YouTube and

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with some podcasts where you've got your timestamps that are in there.

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And to do that is incredibly time consuming.

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I mean, it was great.

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I had the transcript in front of me, so it wasn't like I had to keep

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listening to a podcast because the script helped me with the transcript,

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but it was one of those things of.

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Okay, I've got a few of these to do.

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What was the ones we talked about?

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What were the key highlights?

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You know, I've got my notes from the conversation.

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I was taking notes during the conversation for follow ups, things

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of that nature, but it was still very, very time consuming, boom, jump forward

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now to, you know, 2023 and 2024.

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As I, as I'm going through this process, you've got chat GPT and also with

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the script AI tools baked in to help with this process and while it has

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been an incredible time saver and the problems I'm going to tell you about.

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You still got to be very careful with the results that you get, and

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you still, uh, are going to have to look at it with a critical eye.

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Don't just take it verbatim that it's going to come back the

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way you need it to come back.

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So let's jump into this.

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Over the past week, as I've went through the first couple, uh, and

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starting to build out how I need to go edit these, what is the information

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I need to include for YouTube?

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What's the information that I need to include for Captivate, which is

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the podcast publishing platform?

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I wanted to build a standard operating procedure, no different than I would

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have any other IT department or any other business that I work with.

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Start creating.

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For tasks that are very, very repeatable, you're not necessarily going to do this

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on your first go around or something that you're going to do once every five

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years or something like that, unless it's very involved process, but for

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something that you're going, man, we're going to have to do this, you know,

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once a week, twice a week, whatever, you know, that time is by your third

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time, you're starting to get a pattern.

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You're starting to get a rhythm.

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So one of the things that I did was just launch a word document and said,

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all right, what are the exact steps?

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What is the exact information that I want to generate?

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with the podcast and using ChatGPT and Descript.

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So, uh, the first problem that I ran into were the prompts and the process

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with ChatGPT were not repeatable.

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They were just absolutely not repeatable.

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So what do I mean by that?

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My first step was, give me, export the transcript.

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If you look at Descript, it will either, you can copy and

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paste the entire transcript.

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Uh, after it goes through the process, or you could export it to a text file.

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I have the paid version of chat GPT.

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So I was tell it to here's, uh, I had maybe a plug in for it

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and it was attached the file.

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Now give me some good hooks as a YouTube expert like Mr Beast.

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And what would happen was.

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It would come back and tell me it couldn't read the file, or it couldn't,

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uh, the copy and paste that I did was too long, and I found that to be crazy

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because I had just done it two other times, uh, with two other, uh, different

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videos in a, you know, obviously starting a new, uh, conversation.

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And with zero issues with this, but on my third one, as I'm starting

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to actually build a workflow with this, it doesn't work.

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So that took a little bit of brute force to go through this.

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Maybe by the third time it would work.

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Maybe by the fifth time it'll work.

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I would just have to keep trying over and over and over again or start

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a new conversation to keep trying.

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And eventually it worked, which I found to be crazy that it was

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either coming back and telling me it couldn't read the file or that the.

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Text was too long.

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If I decided just to try to copy and paste, so that was one of the things

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with the prompts not being repeatable.

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Also, the results that you got were not repeatable.

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So I had the first few times I did this, you know, obviously you've got

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your, your conversations are saved on the left hand column and chat

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GPT that you can go back and review.

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So the first, the first couple of times I did this, the results were fantastic.

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Okay.

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The summaries were absolutely on point.

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The time stamps look good.

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Uh, the key, the key highlights from each of the, the, the main sections

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where it was like, Hey man, this was a key, you know, key highlight one, key

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highlight two, key highlight three.

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Um, for those conversations, I knew we're on point.

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Um, and when I would use that exact same prompt, I copy and pasted.

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That same prompt that I used with a new workflow, it would come back with garbage.

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Uh, it, it just wouldn't, it wouldn't work.

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It would come back with different formats for some of the stuff.

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And it was just like, this is, this is kind of crazy, um, that I can't just

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use the same prompt over and over and over again and get repeated results.

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Even though the first two came back.

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And we're pretty similar, similar enough where I didn't

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know too much of the difference.

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Why now is the third one doing something different?

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So I found that to be a little crazy.

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So after I started running into a little bit of those headaches with ChatGPT itself

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on the, uh, I think the third and fourth podcast, uh, and video that I was editing,

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I said, let me try Descript's tools.

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So no surprise now.

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We've got a situation where every software tool under the sun is doing some sort

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of AI into it, whether they're building their own and turn to the platform or

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they're calling back using an API with a chat GPT and kind of baking it in.

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So it looks kind of seamless, you know, they're trying to build their own.

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Chat, quote unquote versions with inside their tools that are very specific

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to the workflow of that software.

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So if you go into the script and they've got an action bar, and it's the 1 of the

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drop downs is actually called ask a I.

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And so under ask a I.

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You can tell it to add chapters, you can say, summarize, suggest

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titles, social posts, blog posts.

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So I went through and I said, Hey, give me social posts.

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Like I want to use this and I have used this already for like LinkedIn or for

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Instagram or something along that line.

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And I'm like, Hey, these are, these are pretty good, you know, summaries.

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Maybe instead of using chat GPT, I'll, I'll start using Descripts.

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So then I went and said, all right, give me a summary.

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It was either give me a summary, give me show notes, doesn't matter, like similar

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in vain instead of actually giving me the results of of the summary of what

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the conversation was about, it would come back and give me a summary of what the A.

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I.

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Is supposed to do on the back end to actually create a summary and it did

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this multiple times in a row and it was just one of those things like it didn't

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know how to interpret its own command.

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And these weren't things that I modified.

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I know you can modify the command.

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You can type your own.

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You don't have to use their pre baked ones, um, that they've built in there.

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But I said, let me use what they've created themselves.

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I know it's in a beta version, but still.

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So I would just click the button.

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Whatever it came back with is their preferred prompt.

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I would use it.

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And even it was doing something that was a little bit different each time.

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And that was from the software makers themselves.

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So, after I get through all this, I start force feeding, uh, force feeding,

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uh, forcing my way through, some of these issues and basically just doing

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it over and over and over again until I got a result that I was looking for.

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Unless it was a situation where it, you know, it was just, uh.

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You know, it's pretty close.

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You can't take the results exactly.

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You've got to go tweak some of the stuff, depending on what

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you're asking for it to get back.

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, and then it became a situation of getting a prompt and getting

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what looked to be good results.

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And this is the third problem with this.

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But it would pick the wrong topic is like the key.

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The primary driver of a conversation I had this happen on two different occasions

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for the same conversation that I had ironically enough about project management

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AI, where we had talked about something that was maybe 30 or 60 seconds toward

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the very, very end of the conversation.

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And when I said, go give me a summary, and this was in a chat, I

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believe it was picking that little 30 or 60 second clip out of an hour

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long conversation and making it.

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The priority it was making it.

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If you looked at the summary, you would have thought that's the whole thing

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that we talked about for an hour versus.

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Quite frankly, something that shouldn't have even made the summary, maybe

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it would have made the chapter as being its own little chapter, but

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nothing that would have made a summary of anything that we talked about.

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So, again, you've got to verify the results of these things again.

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This has been way, way faster, but not as smooth as I hoped it would be, um,

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not as something where I don't know if I need to go take the good results.

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I want it that I have gotten in some of the other ones.

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Instead of just using that same prompt.

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Then start building that prompt out even more detailed and say, I want you

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to give me the, the, the show notes, but I want it in this format with these

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key highlights to make it more match.

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Maybe that will help.

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I have to spend some more time doing that, but it definitely wasn't just because

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I got good results this one time that I'll get a good results the next time.

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So, again, the 3 problems I had where the prompts were not repeatable,

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sometimes the, the built in things within the software themselves

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that were supposed to be specific.

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To video editing were giving me weird like their instructions were

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just being repeated and I have to do that over and over again and

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others were if you had long files.

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Uh, long conversations, it would just pick up a thread of something very minor

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and blow it up into something super big and make the whole summary about that.

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And so the reason I bring this up is I know there are a lot of people that

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are using, , AI, whether it's chat GPT, you're building your own, , language

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models internally to sit there and help with proposal writing, writing grants.

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, maybe building your own workflows that you still have to verify

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the results that you get.

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Um, I do know when it comes to, the prompt writing when it comes to creating

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images such as mid journey or dolly that just because I used a prompt one

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time and got pretty cool results by copying pasted the same one, it's going

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to give me something totally different.

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I think what shocked me or not necessarily shocked me, but I surprised a little bit.

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Was I was feeding chat GPT a lot of the information for it to work itself

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off of that, you know, I'm giving it this gigantic transcript of information

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already to base the results off of, and it would just give me many, many

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different results, um, in different formats or even just the wrong stuff.

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So always verify use this stuff.

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Be cautious to make sure that you're not posting inaccurate information and.

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Okay.

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Enjoy have the have the time savings that are out there with these tools

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that were not there from before, but you may have to do it 456 times.

Show artwork for Titan of. Tech

About the Podcast

Titan of. Tech
Tech Trends, Triumphs, and Trials: The Human Side of Tech
"Titan of Tech" is more than just a podcast; it's a journey through the evolving landscape of technology. Each episode is a window into the future, offering insights and perspectives that you won't find anywhere else. This is the place where curiosity meets innovation, and listeners become well-versed in the language of tomorrow’s technology.

Why Tune Into "Titan of Tech"?

Diverse Perspectives: We bring you voices from all corners of the tech world – from seasoned CEOs of leading tech companies to the unsung heroes and rising stars in the industry. Get a 360-degree view of the technological panorama.

Beyond the Buzzwords: We delve deeper than the trendy tech jargon. Understand what Cybersecurity, Quantum Computing, or Artificial Intelligence really mean for the world and for you.

Global Tech Scene: Technology knows no borders. We explore international tech developments, giving you a global perspective on innovation and its impact.
Accessible Content: Whether you're a tech guru or a novice, our content is tailored to be accessible and engaging. We break down complex concepts into understandable and relatable discussions.

Future Focused: From predictions about the next big tech breakthrough to exploring how technology will shape our society in the future, "Titan of Tech" keeps you ahead of the curve.

In "Titan of Tech," every episode is a blend of passion, knowledge, and a vision for the future. We're not just reporting on technology; we're part of the conversation that shapes it. Our engaging narratives and in-depth analyses make us the perfect companion for your daily commute, workout, or leisure time.

Discover the stories behind the innovations that are transforming our world. Join our community of curious minds and tech enthusiasts. Subscribe to "Titan of Tech" and be a part of the conversation that's shaping our digital destiny. Connect with us online at https://podcast.titanof.tech and follow the future, today!

Follow at:
https://linkedin.com/in/johnbarker78
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https://titanof.tech (Virtual CIO Advisory Services)

About your host

Profile picture for John Barker

John Barker

John Barker, MBA, CISSP, PMP, has worked as a Virtual CIO for the past 7 years. He has supported many executives in a wide range of industries. John's mission is to improve operational technology, identify technology value drivers, and improve cybersecurity defenses. John has led numerous cybersecurity evaluations. Using standard frameworks such as HIPAA and NIST cyber standards. John has been a regular featured columnist in Northern Virginia news outlets. He has over 35 technology columns published in the region.

John started his technology career working on Unisys mainframes in a manufacturing setting. This evolved into the lead network engineer for American Military University. The first online-exclusive accredited university in the United States. He has led a global multi-million-dollar Department of Defense technology program. That supports over 500,000 users. John advises high-net-worth families (300M+) on all technology and cybersecurity matters.

John is active in his community. John served four years in Culpeper County Broadband Planning Commission. The purpose was to expand high-speed internet access in the rural community. He has served on the Board of Directors for chambers of commerce. Served as the chairperson of marketing, and membership committees. John has been a regular at mock interviews and career days for local elementary and high schools. John has led technology entrepreneurial sessions for high school-age students. He instructs them on the steps to create a mock technology product and create a business plan. They "pitch" their ideas to other business leaders in the community.

In 2023, John served on the Technology Advisory Committee for Stafford County Public Schools. He assisted in writing the first A.I. policy voted on and approved by a School Board in the State of Virginia.

John currently works with two different cybersecurity organizations. John is a member of ISC2. He wrote new and reviewed questions for the current version of the Certified Information Systems Security Professional (CISSP) exam. This is the gold-standard information security certification. John is part of the Cyber Security Forum Initiative (CSFI.US) Cyber reporting team. The team aligns national security threat scenarios to common and uncommon cyber frameworks. The team also has access to information that cannot be disclosed.

Press List – Author
Mind-blowing AI Tools are here to stay
Date: March 4, 2023
Link: https://fredericksburg.com/opinion/comment-mind-blowing-ai-tools-are-here-to-stay/article_b603e478-b7c4-11ed-a7b0-838023b605f9.html
Category: artificial intelligence

Artificial Intelligence (AI) has seen an unprecedented leap into the public consciousness, especially with the advent of tools like ChatGPT, showcasing the potential for machines to mimic human conversation with remarkable fluency. AI's history, dating back to 1956, is built on the premise that human intelligence can be emulated by machines, leading to developments in reasoning, learning, and perception.
This technology has quietly underpinned everyday tools, from recommendation algorithms on YouTube to autonomous driving, without widespread public awareness of its mechanisms. The discussion around AI now also encompasses ethical considerations, such as the potential for plagiarism in AI-generated content and the embedding of biases within algorithms. Despite these challenges, the integration of AI into daily life and work is inevitable, urging a collective effort to harness its potential responsibly and ethically. The narrative is clear: AI is no longer a futuristic concept but a present reality, transforming how we interact with technology, understand creativity, and approach the ethical dimensions of digital innovation.

Cybersecurity is a people problem
Date: Oct 15, 2023
Link: https://fredericksburg.com/opinion/column/comment-cybersecurity-is-a-people-problem/article_042531f0-6924-11ee-8b91-fffa2f546f8c.html
Category: Cybersecurity
Cybersecurity incidents often stem from human error rather than technological flaws. For example, a major breach at MGM Resorts was enabled by social engineering, exploiting inadequate employee verification processes. Similarly, the Equifax breach resulted from unpatched servers, highlighting a lack of attention to basic security practices. Other incidents, like a casino hack via an internet-connected thermometer, illustrate the risks of integrating insecure IoT devices into critical networks. These examples underscore the importance of robust security protocols, regular updates, and education to mitigate human-related vulnerabilities. Awareness and proactive measures can significantly reduce the risk of cyber attacks.

Think Twice before using TikTok
Date: May 28, 2023
Link: https://fredericksburg.com/opinion/comment-think-twice-before-using-tiktok/article_55e76904-f3fe-11ed-b8a0-4fc03a885c17.html
Category: Cybersecurity
TikTok faces increasing scrutiny for its data privacy practices, with concerns over potential data sharing with the Chinese government due to its parent company ByteDance's ties. The platform's massive user engagement has drawn legislative attention, resulting in app bans and hearings aimed at mitigating security risks. Users are encouraged to critically evaluate their TikTok usage, considering the privacy and psychological implications of their engagement with the app.

‘Brute Force’ cellphone attack secures conviction
Date: April 22, 2023
Link: https://fredericksburg.com/opinion/columns/comment-brute-force-cellphone-attack-secures-conviction/article_0d2b4d80-ddff-11ed-8cd7-3b730ec21d54.html
Category: cybersecurity, law enforcement
At the heart of Alex Murdaugh's trial for family murder charges was a crucial cell phone video that challenged his innocence. The U.S. Secret Service's expertise in unlocking the phone revealed evidence critical to the case, showcasing the power and potential privacy concerns of digital forensic technology. This situation underscores the importance of robust personal cybersecurity measures, such as multi-factor authentication and secure passwords, to protect against unauthorized access to sensitive information.

Technology education evolving in Fredericksburg Region
Date: July 1, 2023
Link: https://fredericksburg.com/opinion/column/comment-technology-education-evolving-in-fredericksburg-region/article_248daac4-16b0-11ee-b3af-1ffb021e4fb5.html
Category: technology education

The document discusses the evolution of technology education in the region, highlighting the shift from traditional vocational programs to modern Career and Technical Education (CTE) offerings. It showcases local initiatives to engage youth in technology through summer camps and hands-on learning experiences. Programs range from building drones and gaming PCs to video game development and entrepreneurship in technology. These efforts are aimed at equipping students with industry-level certifications, real-world experience, and fostering a passion for technology from a young age, challenging them to think critically and innovatively.

Cybersecurity and the Internet of Things
Date: November 30, 2020
Link: https://www.youtube.com/watch?v=9UgaxG574TI&t=227s
Category: cybersecurity, IoT
John Barker leads a panel through a discussion of the cybersecurity risks in everyday household items that now connect to the internet.
Creating a Culture of Security
Date: Jan 23, 2020
Link: https://www.insidenova.com/culpeper/data-dump-creating-a-culture-of-security/article_6fd2bbb8-3de8-11ea-991b-9f8d164e71d4.html
Category: cybersecurity

Creating a culture of security is essential in combating the increasing threat of cyberattacks, which affect organizations of all sizes. Implementing foundational cybersecurity measures like firewalls, strong passwords, and patch management is crucial. Leadership must prioritize and practice these measures to influence the organization's culture positively. Regular training adapts to evolving cyber threats, emphasizing social engineering awareness. A non-punitive environment encourages reporting mistakes, fostering trust and improvement. External audits validate cybersecurity practices, ensuring adherence to standards. Despite existing regulations in some sectors, many companies lack comprehensive cybersecurity measures. Upcoming regulations, like the Cybersecurity Maturity Model Certification, will enforce stricter compliance and auditing, potentially extending to wider markets influenced by cybersecurity insurance trends.

Ignorance is not an excuse anymore!
Date: November 21, 2019
Link: https://www.insidenova.com/culpeper/data-dump-ignorance-is-not-an-excuse-anymore/article_a5309ae6-0c92-11ea-a3cf-e716081495ce.html
Category: cybersecurity


In recent travels and networking, a concerning trend of improperly secured websites has been observed, highlighting a persistent issue with security certificates. Many businesses, from startups to established companies, neglect basic web security, often resulting in vulnerable websites. The misconception that security breaches are unlikely and the lack of knowledge about the importance of SSL certificates contribute to this problem. It's emphasized that securing a website is a fundamental task that should not be overlooked, as it verifies the site's authenticity and secures data transmission. The article suggests actively ensuring web designers or hosting providers implement SSL certificates and explores options for securing websites, including free services. Ignorance of web security is no longer acceptable, underscoring the necessity for all, including those without technical backgrounds, to prioritize online security.

Is Your Cloud Data Safe from Prying Eyes?
Date: July 5, 2018
Link: https://www.insidenova.com/culpeper/archive/data-dump-is-your-cloud-data-safe-from-prying-eyes/article_c728ffc4-f902-5674-89be-9b178ad12ee1.html
Category: cloudy, security, privacy
The narrative explores the evolution and concerns surrounding cloud data security, focusing on encryption practices and the tension between user privacy and government access requests. It emphasizes the importance of encryption for data in transit and at rest, highlighting user control over encryption keys as critical for privacy. Major tech companies' struggle with government demands for data access is discussed, underscoring the ongoing battle for data privacy. The piece suggests that while cloud storage offers enhanced security and convenience compared to local storage, users should be aware of the potential for their data to be accessed by service providers or under legal compulsion.
Project Management Institute (PMI) Network Without Cringing (Really!) (Featured Guest)
Date: August 7, 2017
Link: https://www.pmi.org/learning/careers/network-without-cringing-really
Category: business, networking