In short
Nick Baumann (OpenAI) demonstrates advanced ChatGPT Codex/ChatGPT Work workflows: voice “hotkey” delegation that can see the screen, create/fork threads, run multiple background tasks via plugins, use the browser, and manage context; plus ChatGPT Sites for publishing shareable, access-controlled websites; and Codex for UGC/video editing (transcribe clips, pick best takes, assemble formats, and blur/redact sensitive info).
Guest background
Nick Baumann is at OpenAI and presents as a heavy Codex user (“daily driver”). He builds workflows for work and content creation; he also references OpenAI community usage.
Key claims
Voice enables higher-bandwidth “assistant-like” delegation vs typing; Codex can manage 5–6 parallel threads; Sites can deploy with SQL/S3/env vars and private/public sharing; Codex video editing reduces tedious clipping and can handle redaction/blur.
Notable examples
Booking flights/hotel for a Paris offsite using Navon + Slack/calendar context; expensing an Amazon mic receipt by staging an expense report; building a “How I AI” YouTube tips filter site (chatgpt.site) with email-based sharing; creating UGC apartment-hunting videos from many clips with automatic blur/redaction and format steering (9:16, 4:5).
Written by AI. May contain mistakes. Listen to the episode to check what was said.
Chapters
Tap a time to open that second in VOIntroduction to ChatGPT's Evolution
0:00 to 1:26
Learn about the evolution of AI chatbots and their increasing capabilities.
“If we go back to 2022, 2023, around the release of ChatGPT, I think a lot of people felt the AI then.”
Exploring ChatGPT Codex and Voice
1:26 to 1:58
Discover advanced use cases of ChatGPT Codex and voice capabilities.
“I'm Claire Vo, product leader and AI obsessive here on a mission to help you build better with these new tools.”
Exploring ChatGPT Codex and Voice
2:04 to 2:57
Discover advanced use cases of ChatGPT Codex and voice capabilities.
“Most AI tools spit out code that looks great in a demo and falls apart the second you try to do anything real with it, or they lock you into their own platform with no real way out.”
Nick Baumann Joins the Conversation
2:57 to 3:31
Get introduced to Nick Baumann and his passion for Codex.
“I am going to make you laugh because I might be the number one Codex fan, fanboy, tech bro, fanboy in the world.”
New Features of Codex and Voice
3:31 to 4:32
Uncover the new features of Codex and how they change AI interactions.
“And so I'm really psyched that you're here to just show us some of the new stuff and maybe how you use Codex both for work and life.”
Meta Capabilities of Codex
4:32 to 5:14
Understand the underutilized meta capabilities of Codex and ChatGPT.
ChatGPT Work Experience
5:14 to 6:39
Explore the capabilities of ChatGPT work, especially on mobile.
“And so I've been doing that a lot, but I actually had to discover that capability sort of organically when one day I was sitting there and it was probably five, six was like, I'm going to kick off a new thread.”
Practical Applications of ChatGPT Voice
6:39 to 10:35
See practical uses of ChatGPT Voice for handling tasks and logistics.
“And that's, that's really magical experience.”
Voice Interaction and Delegation
10:35 to 14:01
Delve into the benefits of voice interaction for task management with AI.
“I've started that expense task and it'll use your existing Chrome session.”
Enhancing AI Workflows with Real-Time Interaction
14:01 to 16:27
Learn how reducing latency can improve AI workflows and user experiences.
“is like how real time can these experiences really be.”
Show all 21 chapters
Managing Websites with ChatGPT on Mobile
16:28 to 17:36
Explore how to use ChatGPT to manage a website directly from your mobile.
“And I think what people are not seeing here, which again, so many new features coming out that I think people aren't taking advantage of is the domain here is chatGPT.site.”
Collaborative Site Building Using ChatGPT
17:37 to 20:02
Discover the process of building a site live with ChatGPT while collaborating.
“And we're hoping that we can build a site that takes all the best tips from the videos on her YouTube channel and makes it so you can easily filter through them and have quick links to different timestamps on our videos.”
Sponsor: HyperAgent
20:03 to 21:24
Learn about HyperAgent, a platform for deploying autonomous agents.
“I mean, it's more like give me information that unstructured, however it is that my agent can decipher.”
Using Codex for Video Editing
21:25 to 22:10
Understand the benefits of using Codex for video editing tasks and prompting.
“We're going to let it kind of like whirl a little bit.”
Creating Engaging Videos with AI Assistance
22:11 to 23:44
Learn how to create engaging videos by leveraging AI tools for editing and assembly.
“And I think explaining, you know, how you can use these tools in really relatable ways where you're explaining to a camera in like 45 seconds is great.”
Optimizing Video Editing Processes with AI
23:45 to 28:00
Explore how to streamline video editing workflows using AI for efficiency.
“I show myself actually apartment hunting and I show how Codex can do it for me.”
Navigating AI-Powered Workflows
28:00 to 29:30
Learn how AI tools streamline tasks like apartment searching and content creation.
“So yeah, I started with a pretty similar prompt that I just kicked off with a little bit before.”
Overcoming Editing Challenges
29:30 to 31:04
Discover the benefits of AI in editing and content critique for creators.
“coded a redact-o-matic for the How AI podcast because I had so many people being like, whoops, I left like my API key open in that like one piece of code that we were talking about.”
Utilizing Soul Ultra for Efficiency
31:04 to 34:14
Understand how using Soul Ultra enhances productivity in AI tasks.
“And I dictated like what the different narratives of those three videos were.”
The Future of AI Interaction
34:14 to 39:35
Explore the evolving role of voice and AI in human environments and workflows.
“And I'm very happy personally to have seen this, this workflow and get it solved.”
Prompting Strategies with AI
39:35 to 40:43
Learn effective prompting strategies to enhance interaction with AI.
“Well, it depends if I'm sitting at my desk or if I'm in my living room.”
Transcript
Automatic transcript. May contain errors.0:00Nick Baumann:If we go back to 2022, 2023, around the release of ChatGPT, I think a lot of people felt the AI then. A chatbot that I say things to and intelligently says things back to me. I think with the advent of Kodi Agents and the Kodi Agent Harness in particular, now this AI is going out and reading files and creating files and running commands. This is crazy. I sell one thing and then it figures out all the other things on its own. I haven't gone deep with voice. I want to see it from the pro. How should we be using it? What's cool about it? So I'm just going to trigger voice. I've got a hotkey for it.
0:30I'm listening. Go ahead.
0:32Nick Baumann:There should be some Amazon receipt for a mic I just bought recently. It's for DX uses. I'm hoping you can help me expense it. Could you spend another thread to handle taking care of that expense report for me? The expense task is running. It will find the Amazon receipt and stage the Navon report, but not submitted until you confirm. I'll let you know when it's ready to review. If anybody has been lucky enough to have an assistant, this is how it gets done. And it is just like such a nice delegation experience to be like, hey, can you take care of this? Hey, can you fix this? Tell me what's going on.
1:02Nick Baumann:Typically voice is great. You can like talk back and forth, but it's usually with a less strong model that is less capable. Whereas this, it's fully able to delegate and manage these fully, you know, five, six sole threads on its own, which is great. Because then you can have it do things on your behalf. Hot take question. What do you think matters more on voice experience, latency or intelligence?
1:25Welcome back to How I AI. I'm Claire Vo, product leader and AI obsessive here on a mission to help you build better with these new tools. Today, we have Nick Bauman at OpenAI, and he's going to show us some of the advanced use cases of ChatGPT codecs and ChatGPT work, including how you can talk to your computer to book your flights, use ChatGPT sites to build websites you can share with anybody or nobody and use my favorite workflow, which is editing creator content in codex. Let's get to it. This episode is brought to you by Bolt.new, the AI app builder for people who have ideas and want to ship them.
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2:44Anyone can build, engineering can ship, everyone wins. You just need an idea and a weekend. Check it out at bolt.new slash howiai. Nick, welcome to How I AI. Hello, Claire.
2:59Nick Baumann:Thanks for having me. I am going to make you laugh because I might be the number one Codex fan, fanboy, tech bro, fanboy in the world. I am like constantly telling people, Wait, but have you tried Codex yet? It is just my daily driver. So I'm so excited to have you on because even though I use it all the time and for some things that you and I think both think are valuable, I have not touched most of the new features that have come out in the last week. It's really hard to keep up. And so I'm really psyched that you're here to just show us some of the new stuff and maybe how you use Codex both for work and life.
3:38So tell us, what are the things in Codex you feel like people don't really know about or are brand new that you think are completely going to change how we all work?
3:47Nick Baumann:Yeah, I feel like, you know, with yesterday's release of Voice, the ChatGPT Codex app, it's kind of like the amalgamation of all these primitives we've been, like, putting together kind of quietly. And now we're super useful. So a lot of people don't know that the ChatGPT app, you can ask it to create threads. You could ask it to message your existing threads. and these threads actually talk to each other too. And it's like not super kind of forward in the app, but these are all capabilities. And now we've added this voice orchestration layer really where now you can, you know, with the hotkey, you can trigger this orb that like pops in your screen and no matter where you are on your computer, you can talk to it, it'll talk back to you and it can see your screen, it can see what you're working on.
4:30Nick Baumann:And because we have those primitives of see your existing threads, create new ones, talk to them, it can like basically manage your entire chat gpt app for you yeah one of the things that i i don't want people to miss before we even get into like the fancy voice stuff is i really do feel like most people do not know the meta capabilities of codex and even like we won't say but like the the other one in that like its ability to not only spin off sub agents but actually start completely new threads fork threads look through old data look through its own memory um it's it's a really good mechanism to let the AI manage context and decide when forking off different tasks makes a lot of sense.
5:14And so I've been doing that a lot, but I actually had to discover that capability sort of organically when one day I was sitting there and it was probably five, six was like, I'm going to kick off a new thread. And I was like, you're going to do what? Like what now? And so I do feel one of the challenges with these core kind of platforms like Codex's in ChatGPT is people just don't know how to discover the features and they're so rich. And so do you have any, you know, like we'll talk about voice, but are there any other like sort of edge features of Codex or ChatGPT that you feel like people underuse, not just this thread one?
5:51Nick Baumann:The ChatGPT work experience, you know, people are talking about, you know, should we use ChatGPT work or Codex? I think ChatGPT work on the web, specifically mobile, and that's where I use it mostly, is so insanely powerful. it's one it's it's essentially like the codex harness which has this incredible compaction you have all your plugins so if you've like already connected gmail and gcal like whatever you use it's already there and then you have it all accessible on your phone so you can like create these automations um also it's heartbeats um and it's already there it's like i mean a few times a day i'll just get like a notification saying hey like i got this email about this thing you bought are you sure you bought that or like hey this package is arriving make make sure you grab that.
6:33Nick Baumann:And I'm not watching my email or my finances, but that's just kind of being monitored for me. And that's, that's really magical experience. Okay. I love it. All right. So let's get into chat, GPT voice and what you, what you use it for. Cause I, it came out yesterday. I've been super busy and around humans. We're going to talk about that a little bit later. So I haven't gone deep with voice. I want to see it from the pro. How should we be using it? What's cool about it. Yeah, I think it's really magical. So I'm just going to trigger voice. I've got a hotkey for it. I'm listening. Go ahead. I'm hoping you can help me handle a few logistical things right now.
7:12Nick Baumann:Can you see the offsite? I've got pull up in Slack. I'll take a look. Let me check that Slack view. Yep, it's the DX team offsite in Paris, August 26th through 28th. You're due in Tuesday with the program starting Wednesday morning and wrapping Friday afternoon. Flights and hotel are supposed to be booked in Navon this week. All right, so I muted myself so that Codex doesn't hear me right now. But what happened there is it can already see my screen. You can see that I've got Slack opened up. And what it did is it took an app shot. And so an app shot is something that you can do or whatever window you have open, you just hit command, command.
7:53Nick Baumann:and it essentially takes like a smart screenshot loaded with context. I can use computer use or browse use on it instantly. But, you know, kind of a meta feature, Codex Voice already has that built in. So I'm hoping you can help me book my flights and hotel for the Paris offsite. I'm also thinking about sticking around for the weekend and maybe a couple days after. Could you maybe like check my calendar, see what my availability is like, and see if it's feasible for me to stick around? I'll check your calendar against the off-site dates and then look at travel options. Is this using the connectors?
8:27Nick Baumann:Good question. Yeah, so this is using the plugins underneath the hood right now. So it's not having to actually go to... You're clear after the off-site through Monday, August 31st. A Tuesday, September 1st return would conflict with a late afternoon meeting. The simplest plan is returning Monday, August 31st. Do you want me to plan around that? You know what? I'm thinking I might just take PTO on that Monday and Tuesday. I'm flying out of SFO, so why don't you just go ahead and use Nivan, spin up another task to figure out the travel, pick a hotel that's reasonable and within our company policy, and then when it's ready let me know and I'll click book now.
9:06Sure, I'll sort that out. I'll find options for flying out of SFO, arriving Tuesday before the Wednesday start, and returning after Tuesday, September 1st. Then bring you choices that fit policy for you to book. So is this chat going to be in? Oh, sorry. I'm talking to his codex. Invite Claire to the Paris offsite. Put her up in the Ritz. Get her in business class.
9:34Nick Baumann:And honestly, we don't really have a Paris offsite scheduled yet, but so much of our DX team is French that I'm hoping that I can start seeding the ideas here. That task is running now. Comparing flights from SFO in a practical hotel for August 25th through September 2nd. I'll share the suggested itinerary when it's ready. Cool, so we've got this task already running. And make sure it uses my existing Chrome browser for this one. I'll check that. I've updated the travel task to use your existing Chrome session and keep it to preparing options, not booking. Awesome, so right know it just it just sets a message back to that task it's already running but I think while we've got that going I'm going to ask it to do another thing for me.
10:19While I've got you I've got an email
10:22Nick Baumann:I think there should be some Amazon receipt for a mic I just bought recently. It's for DX uses. I'm hoping you can help me expense it. Could you spin up another thread to handle taking care of that expense report for me? Sure I'll take a look. I've started that expense task and it'll use your existing Chrome session. The expense task is running. It will find the Amazon receipt and stage the Navon report, but not submitted until you confirm. I'll let you know when it's ready to review. Awesome. So those are both running in the background. I've muted our voice so we can talk without being interrupted.
10:59Nick Baumann:But we can already see that in Chrome, this task is using the browser. It's figuring out our flight options. It'll figure out the hotel. Frankly, this is something I just enjoy not having to do. It's nice to just have this handle in the background for me. What I like about voice is I do think sometimes people with AI really struggle still with like blank chat window syndrome, which is like they look at and they're like, what am I going to ask? What am I going to ask this brilliant AI to do? And so what I love about first, just like voice transcript to text, which a lot of people have been using is it is what our beloved multi-time guest, Hillary calls the yappers API, which is like the best highest bandwidth way to communicate with an LLM is just to yap out loud and just context them.
11:47But what I love about this like voice to voice interaction is if anybody has been lucky enough to have an assistant, like this is how it gets, it gets done. And it is just like such a nice delegation experience to be like, hey, can you take care of this? Hey, can you fix this? Tell me what's going on, blah, blah, blah, blah, blah, blah. And so I'm, I'm guessing the hypothesis here with this voice kind of experience is there's going to be like better discovery of use cases and sort of like more sprawling use cases because people can kind of delegate in a more natural way, as opposed to having to like sit there and think through how to instruct kind of in text the models.
12:27Have you found that there are specific things that you reach for voice with that you don't, that you don't like type with your human, human fingers? Are you a full voice pill? Like, where are we?
12:36Nick Baumann:Yeah, a few thoughts there. One, I think it's like this iteration itself is like kind of a new primitive in that typically voice is great. You can like talk back and forth, but it's usually with a less strong model that is less capable. Whereas this, it's fully able to delegate and manage these, you know, fully, you know, five, six sole threads on its own, which is great. Because then you can have it do things on your behalf. Other thoughts there? I find the thinking process in voice just a lot better. When it comes to, I could dictate for two minutes, send off a long paragraph, get back a couple long paragraphs and read those.
13:20Nick Baumann:And it's really hard for me to get in flow. I think of planning in voice to be really, really effective. Hot take question. What do you think matters more on voice experience, latency, or intelligence? If you could only pick one, I'm going to make you pick one. I would say when I use ChatGPT, I put it on high intelligence for voice. I think there's like a middle ground. I think if there are good tools you can delegate to, then I care more about latency.
13:50Nick Baumann:So I guess I'll say latency. Yeah, I think it's what we're going to be talking. And this is the Clairvaux prediction. I think we're going to talk more and more about latency in the second half of the year. because I just think it's like almost the thing to differentiate on right now is like how real time can these experiences really be. I see a lot of people abandon great AI workflows because of a spinner or because of a delay. And so like the more you can close that gap, the more I think people can discover cool things and actually pull through and get some stuff done. Yeah, I feel like so many product assumptions in design and AI tooling is like built around this like there's going to be latency.
14:29Nick Baumann:There's going to be delay. Yep. And the more we shrink that, we can kind of drop those assumptions and new products will, you know, will emerge. amazing okay so so what we've seen here just to reiterate for people who are maybe not watching or listening is you can hotkey spin up voice it can manage these like very intelligent five six threads you can delegate tasks it can be hooked up to plugins it can use your browser it can use app shots it can use all these things and it's just like a very high bandwidth low friction way to talk to superintelligence that can get nice stuff done. You mentioned that a little bit earlier that you're also loving mobile and this combination of dictation and managing through mobile.
15:16Can you tell me how being able to do some of this on your phone has changed your workflow? Maybe give me an example of that.
15:22Nick Baumann:So I put together this site, and so this is just an aggregation of all these really cool tweets that both people in the Codex and ChatGPT community and also people who work at OpenAI have shared with how they're using Codex and ChatGPT. This was done just with ChatGPT, like the ChatGPT app where I had it use its own in-app browser, go through Twitter for a couple hours, and then embed these links and kind of add a little bit of description to them. And now what I do is I've got a thread on my work phone that is essentially managing this site. And when I see something I like, I just drop in that link.
16:02Nick Baumann:I say add it. And it does. We also have this prompts tab. And I do the same thing there. If I have an idea for how somebody could be, maybe he's newer to ChatGPT work, I'll just dictate my phone, explain like, hey, there's this prompt for having to manage your inbox and your finances. Can you add this to the site as well? And in terms of actually editing the site, deploying it, that can all happen. from ChatGPT work on mobile. And I think what people are not seeing here, which again, so many new features coming out that I think people aren't taking advantage of is the domain here is chatGPT.site.
16:42So you can now deploy these like artifacts, these sites live. So you just walk us through a little bit how that works or maybe we can do one just so people can understand the power of these sites and how you might use them or what their limitations are even.
16:58Nick Baumann:Yeah, I think for a 10-second description for the technical audience, it supports a SQL database. It has S3 storage or files. And it even has environmental variables you can put there. For the non-technical audience, it's essentially a website that you can store things on, which is great. And you can also control who sees it. You can filter by email. So it can be private. It can be fully public. That's up to you. But what we could do, if you're interested, is we could try building a site live. Let's do it. And see how that goes. Love to build live. Yeah. All right. So let's jump into it. So I've got an idea for a site.
17:36Nick Baumann:I'm here right now with Clara Vo. She hosts the How I AI podcast. And we're hoping that we can build a site that takes all the best tips from the videos on her YouTube channel and makes it so you can easily filter through them and have quick links to different timestamps on our videos. Make it match the How I AA branding. We use good old AI blurple, purple, and black, and white. And let's have it, if possible, categorized by tool. So like what AI tool is being used in the workflow and also function. So if it's for designers, if it's for engineers, it's for personal productivity, any of those things.
18:23Otherwise, I'm excited to see what you come up with.
18:26Nick Baumann:Awesome. That sounds great. And go ahead and deploy it privately, and then we'll take a look at it when it's ready, and then you can deploy it publicly from there if it looks good. While this is running, let me make you laugh, because this two-human chat-to-chat GPT, I did recently with my mother and she was like stuck on an administrative task and she was like getting all frazzled about she's like oh I'm gonna have to look up all this stuff and blah blah blah blah blah blah blah and I was on the phone with her and I was like mom just hold on one second and I opened up chat GPT on my desktop and I turned on voice and then I was like can you just please tell me what you need to do and I turned the speakerphone off and I put it up to the computer and had her like babble kind of like we did.
19:12And I asked her a couple of questions and then I was like, thanks, pressed enter. And I was like, I did it for you. I did it for you. So I really do feel like people are underusing like two person voice chat. You can do it on your phone. You can use speakerphone. Like it is this really nice, again, like high bandwidth way to get requirements into the system. And it doesn't just have to be you alone.
19:35Nick Baumann:Yeah, I've had times where, you know, I need contacts like somebody I work with. And I'm like, please just like ramble, dictate into Slack and send me like garbage. I don't care. And they're like, no, let's just like set up a meeting. And I'm like, no, don't, don't do that. I don't need that. I don't need this to be like pretty or anything. Just, just tell me that's fine. So are we at this meeting could have been a voice note like level? Yeah, I think so. I mean, it's more like give me information that unstructured, however it is that my agent can decipher. And that's that's good enough for me.
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20:51One user built four agents to run an outbound sales pipeline, prospecting, outreach, follow-ups, CRM updates, all in a single afternoon. No local setup, no VPS bills, no fragile permissions on your laptop, just powerful agents with full control over skills, tools and guardrails. HyperAgent was built by the team behind Airtable and How IAI listeners get$1 ,000 in free inference to start building. Claim yours at hyperagent.com slash How IAI. Okay, so this is going to go spin up. We're going to let it kind of like whirl a little bit. maybe we'll come back to what what we see but there's one other use case that both you and I really like in codex um that I thought you could show in particularly how how you prompt it which is codex for video editing and for those that don't know it I do a lot of this for um for the podcast I also do a lot of this just for like general work stuff I'm cutting a lot of videos So tell me like how you came to this use case, why you feel it's so useful, and then how easy is it to prompt kind of like video editing?
Read the full transcript
22:03Nick Baumann:You know, I do a little bit of content as part of the DX team. And, you know, we're trying to reach people that might not be inside like the Twitterverse, which, you know, there's a lot of us there, but there's more of us not there. And I think explaining, you know, how you can use these tools in really relatable ways where you're explaining to a camera in like 45 seconds is great. And so I started just kind of like going to a park filming myself, filming my camera, getting a smattering of little clips. And so this is from yesterday. I went to the park. These are like most of these are takes that we're not going to use.
22:47Nick Baumann:But what I'll do is I'm literally just going to drag these into ChatTipT work. And then, so what I've done, and I'm going to share this, but I've created a plugin called UGC Video. Actually, let me get the one that I use for, I made a version that has like opening eye branding, but you can actually see it here. And so this basically, after having gone through like a few runs of this, what I've noticed is that just having like some guidance around like, hey, make sure that we're not entering like the safety zone with Instagram ads, or let's do these formats. We want 9 by 16, also 4 by 5. That's great.
23:25Nick Baumann:But what I'll generally do, and I'll stick tape this. So we've got a bunch of clips here. I recorded a video for the record and replay feature. It starts with me just explaining that I'm apartment hunting and that it's kind of a pain. And then I walk through and show the feature in real life. I show myself actually apartment hunting and I show how Codex can do it for me. And then I have a closer about how this skills that's been made for me can be put on a heartbeat and I can have Codex just search for apartments in the background. Can you go through these clips, first like pull the transcripts, find the best takes and then kind of piece this together into a UGC style video.
24:15Nick Baumann:So that's running. A few things that to kind of explain how this works. So I've only submitted like 20 some odd like video clips. And so what Codex is going to do is going to start by processing those clips to get just the transcripts. This will help it understand like the story, what we're talking about and even like my light description will help understand that and then we'll do then actually it's gonna ask you the questions sure we'll do organic vertical let's do complete and clean sure so first get the transcript and that's going to go through the takes and actually like process images from them to understand what i'm showing and then it'll choose like the best takes and when i'm recording i'll say things like cut or that's a bad take or that's a good take and it's able to like use that as guidance you know like you know what's actually useful from these ah you're gonna give me so many ideas because i have like deeply abandoned my once great tick tock because i guess like ugc is hard like short short form is hard um and i just have such a high bar that i'm constantly like recording these clips and being like that was garbage and then I get frustrated and I walk away.
25:30But you've given me this idea, which is I could just like keep recording until like there's one that feels good and then just dump it all. I don't even have to remember which one is good. Dump it all, give some voice notes about how to edit and then kind of assemble it. And then I love this process of just having the model transcribe, look at the video, come up with like good cuts and put it together. I use it a lot for our trailers so anytime I do a very long talk like a 30 to 60 minute talk or I do a podcast that's like 60 minutes I dump it in and I'm like give me a 60 second hype video with the funniest parts of the talk and like give me a little bit of buffer for for clipping and then it clips that really well it actually is like pretty good funny taste um which is nice and so I do that and then I also do like I teach like a three hour long workshop um every quarter on how to like transform your engineering organization to be kind of like AI engineers.
26:30It's very, very long. It's like three hours zoom clip. And I also do that to like clip chapters, clip shorts, do all that. It's just like all this tedium of video editing. It's quite, quite good at. And then just tell us like, what does, what does this plugin actually do? Yeah.
26:46Nick Baumann:So the plugin is really just based on like all the steering I've done really this week of like making these videos, whether it's, you know, describing the kind of formats I need or you know that you don't want to have text in certain areas to be cut off or natural kind of breakpoints or how to do captions. It's you know literally I just I had this massive thread where I did a few of these videos and there was so much essentially like bespoke knowledge in this process built up that I was like hey can you make a plug-in out of this and there's actually a plug-in creator skill in the chat GPC apps is pretty easy.
27:25Nick Baumann:And then I did a few tweaks and now I just more reliably get, I guess, the happy path that I want. And can you show us an app? I know you did one of these for yesterday. Can you show us like what the kind of output is that you can get? Yeah. So here was my starting prompt. Again, I just dumped in a bunch of clips. And one thing I want to know, you talked about the tedious stuff. Yeah. Even like little things like going through and deleting bad takes or finding like the right segments. I feel like I'm so willing just to hand that over and just get that off my plate. I don't want to think about it.
28:03Nick Baumann:So yeah, I started with a pretty similar prompt that I just kicked off with a little bit before. At one point, and actually I was in an Uber, I said this on my phone. I remembered I was like, oh yeah, I need a 4x5 also. So I sent that in as like a steer. and it was like, all right, got it. Updating the delivery matrix. And then this is actually where, you know, I was like, why aren't you asking me questions? So I had to update the plugin at the same time. And this is what the output looks like. So this is actually a few different, like, you know, back and forth steers. Here, we'll actually have, like, watch this full one, but we'll see how it looks.
28:44It's insane trying to find an apartment in SF or New York City right now. And it's impossible to get to all the listings before they're going.
28:50Nick Baumann:So what's funny, I like to see that, it even added blurs to these addresses here. Real smart. No, I can see it. Yeah. Actually, I did a couple of these that were released on Instagram next week. And there's sensitive release material information on my Slack that it doubled up in my chat to PT work. And it did this insanely granular work of blurring out literally lines and then following it while I'm scrolling. And it does all this like verification where it has these blurs, it checks its own work. And then it like does that over and over again until it's good. And then it gives you like, you know, a good result.
29:29I probably six months ago coded a redact-o-matic for the How AI podcast because I had so many people being like, whoops, I left like my API key open in that like one piece of code that we were talking about. And so we actually like built one. I need to try it again with Codex because it's probably, the one challenge we have is the blurs following kind of like screen shares. Yeah. And actually that gets back to the, like, I don't even want to deal with the tedious work.
30:00Nick Baumann:Like not only, actually it's a non-starter that I'm going to make blurs automatically do that manually. That's just, that's not going to happen. What's even more knowing though is having to think about, all right, Well, how do I generate outputs that don't have confidential information and how do I still make it seem genuine? That's also a pain that I just, I don't think about. I just, I leave it to, leave it to the chat to be TIA. I'm going to give one other benefit for the content creators out there for this like AI editing of content, which is, it's real embarrassing to edit your own content.
30:31It's like really embarrassing to look at yourself and watch all these videos of yourself and be like, oh, yeah, I was like real cute and funny in that one. And that one, I am not like I make no sense as a human. So I like to offload like the critique of myself and the critique of my performance off to another model. So I don't have to look at my face so much as well, especially as like a solo creator, solo founder, somebody who's like working on their own work. so I do like having a third you know like a neutral third party do these cuts so I don't have to sit there and like listen to my own videos all day yeah I know it's it's it's great um back
31:10Nick Baumann:to like the it like it definitely lowers like the bar like the barrier to entry for stuff like this if I just need to like go to a park you know I recorded like three videos I started recording three videos over the course of like an hour and a half a couple days ago and then I uploaded like 50 or 60 clips. Yep. And I dictated like what the different narratives of those three videos were. And because I have a plugin and a task that already understands what I want. Yep. You know, it took a while. I went to bed and I came back to it, but I had what I needed and actually shipped one to our Instagram a couple days ago.
31:45Okay. I have one more question on this and then maybe we'll see if the website is up. Do you need Soul Ultra for this? Because that's what I see below. Yeah, I would.
31:58Nick Baumann:In my experience, there's just so many, as much as anything just for speed, there's so many little, like, micro tasks involved in checking all these frames and checking these transcripts. And there's a lot of parallel processing that can happen. And a lot of, like, parallel judgment, if you will. And what Soul Ultra is, is it's basically this framework for multi-agent for 5-6-Soul. And so I find that it's just more efficient and I get better outputs when I use Soul Ultra. Love it. Okay, cool. Let's see if the How I AI website is up and running. Look at that. Black and purple and white, just like I said.
32:45We also have AI identify which thumbnails are going to do the best. By the way, this episode, just so you know, it's all look-em-all, no hands. We had some problems. Oh, I see what it is. It's the use cases. So each episode is showing up multiple times. That was a very good episode about Codex browser use where I let it shop for me for my Hawaiian vacation. And it did quite a lovely, lovely job.
33:09Nick Baumann:If we want to get really fancy, we could probably have it, have different thumbnails for each clip. We could even use ImageGen to make a singular thumbnail. Love it. Amazing. Okay, there's good old Alex over and over and over again, and then we're in it three of me. It just built it. Awesome. And then this can be published. Just remind me how it gets published, who I can share it with, how that all works. Yeah. So let's say I wanted to share this with you. I can say, share this. and so now you can put in whoever you really want to. It could be totally publicly available. You could add individual email addresses and it'll share with those folks.
33:52Amazing. And then how do you log in?
33:55Nick Baumann:It's logging with ChatGPT. Great. Easy peasy. I do have a ChatGPT account underneath that email address. We are good to go. Just to recap, we did a couple of use cases. We talked a little bit about voice, high bandwidth yappers api um just basically like talking to a computer empowered assistant that can just go do a bunch of your work for you um with access to browser and other things including just being able to screenshot whatever's on the screen and have context we did a um and a chadjubi site which i did not know it has its own computer and memory and browser and all that stuff so that's fun fact for Claire, where you can have it actually go off and make a website, which you can share publicly or share with specific email addresses, which you just showed.
34:44And then again, my favorite use case, which is take a bunch of clips for UGC, dump them in, make it the model's problem, including doing redaction and blurring, which is for any of my fellow YouTubers out there, a huge and very annoying issue. And I'm very happy personally to have seen this, this workflow and get it solved. Nick, a couple of questions, lightning round questions for you. We will get you back to all your voice chatting. Question number one is on that topic. In this world where we're all loving our chat GPT voice experience, is everybody in the OpenAI office just mumbling to themselves and to their computer?
35:23How are we going to intersect all this voice capability with the realities of like existing around humans that find all this chitter chatter annoying like how does it actually work i think it's like a like an almost genuinely uncomfortable
35:39Nick Baumann:question because when i'm at home i exclusively dictate and when i'm at my desk around other people i will sometimes whisper but i'm more likely to like use my keyboard and you know we have all these meeting rooms and these like little pods people hop into and i see people like hopping in there for not calls or often these days because they're clearly going in there to like use dictation or to use voice and codex and clearly people are adapting to this as like a better experience but frankly we you know i don't know if the answer is we all walk around like with those masks around us that like shield our voice to anybody but the agent but it's it's not ideal right now but you can maybe you can tell that there's a there's a better there's a good version and that's using voice but it's not ideal for our current you know office makeup infrastructure yeah i i imagine we like press a button and like a tube comes down that would be ideal yeah that's that's what i'm talking about our button in the tube the tube goes up okay we're gonna we're gonna figure this out um until we get the direct codex to mind connection which i'm sure will be a 2027 release okay um second question if if people really wanted to like feel the agi what are what are the things that you really think are just huge step changes in the last three months maybe like voice aside what is like the one thing that you would tell people to try or that you're really thinking is the new interface?
37:14Because there's so many things that you've shown here. In terms of feeling the AGI, I think a lot of people like you and me have already felt the AGI.
37:22Nick Baumann:I think if we go back to 2022, 2023, the release of ChatGPT, I think a lot of people felt the AI then. What AI can be became understandable. You understand this conception of a chatbot that I say things to and intelligently says things back to me. That's pretty cool. And then I think with the advent of coding agents and like the coding agent harness in particular, I think people in the developer community and like AI tinkerers, they felt this AGI moment where, wow, now this AI is going out and like reading files and trading files and like running commands. And this is crazy. I tell it to do, I sell it one thing and then it figures out all these other things on its own.
38:04Nick Baumann:and that was a huge AGI moment for people. But I do think there was a certain barrier to entry with that where if you're not an engineer or you're not a tinkerer, this is limited to a small-ish group of people. But now, with something like ChatGPT work in the web, I think we're taking a lot of the primitives, like the coding engine harness, like having an always-on agent, and we're making them not only accessible on the web, but they're accessible to your phone. And so for people that are already using the ChatGPT app, which is a lot, they can just switch over to the work tab. They can ask a question like, hey, can you check my Gmail and also my finances, which I know are two plugins that you can install really quickly.
38:52Nick Baumann:And just monitor those and let me know if anything stands out or anything has gone awry. And now they suddenly have this agent that's maybe twice a day, checking their email, checking their finances. And I think that like small thing, you know, when they first get a notification, you know, letting them know maybe the package has arrived or there's some weird charge. I think those are like the small moments that people might kind of like, it might be like a foot in the door for a lot of people. Okay, amazing. And then I have one last question I ask every guest. And because you speak to AI, I'm really curious here what you say.
39:27When, I saw a little bit of your prompting strategy. It's a little bit of what I do. But when AI is not responding, when it is not doing what you want, when it is not using that plugin, what is your prompting strategy? Do you yell? Do you all caps?
39:42Nick Baumann:Well, it depends if I'm sitting at my desk or if I'm in my living room. I guess my treatment of AI is different. It might be all caps in the office as I bang on my keyboard. at home, alter on dictation maybe share a few expletives try to redirect things I'm just like constantly constantly being like, this is trash why? why are you this way? I used to be so polite and now my bar is so high, I'm like, you can do better I believe in you lately I feel like I have been less upset things are just working better you know I've been more upset people are people are you getting more upset yeah because my bar is higher i'm like i know you can do this you're not a dumb dumb come on that's interesting yeah all right yeah treat it treat as an equal or superior you're surprised when it doesn't come through okay well nick this has been super fun where can we find you how how can we be helpful yeah find me on twitter x my name nick bauman underscore um if you have any questions about codex chat bt work anything we're releasing at OpenAI, feel free to reach out to me.
41:00Nick Baumann:DMs are open. Great to be out with you, Claire. Yeah, thanks for being here. Thanks so much for watching. If you enjoyed this show, please like and subscribe here on YouTube, or even better, leave us a comment with your thoughts. You can also find this podcast on Apple Podcasts, Spotify, or your favorite podcast app. Please consider leaving us a rating and review, which will help others find the show. You can see all our episodes and learn more about the show at howiaipod.com. See you next time.
From the publisher
Nick Baumann is on the Developer Experience team at OpenAI, where he spends his days building with, testing, and communicating the capabilities of ChatGPT Codex and ChatGPT Work. In this episode, Nick walks me through several features that have launched or evolved recently: the new voice interface with its screen-reading orb, the Heartbeats automation system in ChatGPT Work on mobile, the live ChatGPT Sites deployment feature, and his personal use case for AI-assisted UGC video editing.
What you’ll learn:
- How two-person voice chat works
- How Heartbeats work
- How to build and deploy a live website with ChatGPT Sites
- How to delegate a flight search, hotel booking, and expense report to Codex in a single voice conversation without opening a single app manually
- Why ChatGPT Work on mobile is the most underutilized AI workflow for people already using the ChatGPT app
- How to use a custom UGC Video plugin to feed 50 raw clips into ChatGPT, let it pull transcripts, pick the best takes, and assemble a finished vertical video overnight
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Brought to you by:
Bolt.new—Turn your idea into a real product
Hyperagent—Deploy fleets of agents that handle real work
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In this episode, we cover:
(00:00) Introduction to Nick Baumann
(02:56) What’s new in Codex
(05:40) ChatGPT Work and Heartbeats
(06:40) Live Codex voice demo
(13:25) Latency vs. intelligence
(14:36) Quick recap
(15:04) Voice on mobile and the ChatGPT Sites workflow
(21:24) Live UGC video demo
(32:30) How I AI website results
(34:04) Lightning round and final thoughts
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Tools referenced:
• ChatGPT Codex: https://chatgpt.com/codex
• ChatGPT Sites: https://chatgpt.site
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Where to find Nick Baumann:
LinkedIn: linkedin.com/in/nick--baumann
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Where to find Claire Vo:
ChatPRD: https://www.chatprd.ai/
Website: https://clairevo.com/
LinkedIn: https://www.linkedin.com/in/clairevo/
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Production and marketing by https://penname.co/. For inquiries about sponsoring the podcast, email jordan@penname.co.




