Getting the transcript
Reading the captions from YouTube. A video nobody has opened here before takes 10 to 30 seconds; this page fills in on its own.
Getting the transcript
Reading the captions from YouTube. A video nobody has opened here before takes 10 to 30 seconds; this page fills in on its own.

AI Engineer · @aiDotEngineer
This video has no Most replayed graph yet: YouTube shows one only once a video has enough views. These are the moments viewers replayed most in AI Engineer's most watched videos.
Most replayed moment at 18:45
4.8x that video's typical replay level
that they're they're changing they're changing things in the database not yet. You want to run them through the ontology first and make sure that works. Okay. I only got an I've got I've got another I've just a short time. I'm going to try to show you some of the things that um that you can
Said at 18:37
Most replayed moment at 16:13
3.6x that video's typical replay level
method signatures, the program layout and the call stacks. So here's some examples. I don't think you'll be able to read this one, but this is like the level of abstraction we're at. It's how we're actually going to lay this stuff out and how these systems are going to interact. Dylan Mulroy from Cloudflare talks a
Said at 16:06
Most replayed moment at 6:57
5.9x that video's typical replay level
do light mode. It's I It's not my nature, but sometimes. That's better, yeah? Okay. So we have we have a model and we're trying an old LG Sorry. We We shouldn't have seen that. No, we'll
Said at 6:50
The graph counts replays. It does not show where viewers stopped watching.
Words
4,818
Runtime
20:18
Speaking pace
237wpm
Reading time
20min
237 words per minute, above the 201 75th percentile of 349 measured videos. That distribution comes from the 349-video hook study.
Opening (first 30 seconds)
Wow, backroom. Those are not my slides. There you go. Hi, I'm Kitze. We probably argued on X and the Kitze on X and I turned 34 years old today. Decided to do a talk on my birthday because it. Thank you. I like to torture myself by asking, do we have anyone from Tinker Club here? Please. Just a person sleeping in the back is like, oh, what did he ask? All right. I formed this recently. It's an awesome community where every person inside is copy and paste of everyone inside is hilarious to see. If you want, you can join us. So, I'm going to talk today about the past, present, and future of productivity and
119 words, the words spoken in the first 30 seconds at 237 words per minute.
Free, no signup. See how the first 30 seconds hold attention, with rewrites.
Sentence shape
| Measure | This transcript |
|---|---|
| Sentences | 344 |
| Average words per sentence | 14.0 |
| Longest sentence | 81 words |
| Questions asked | 32 |
| Sentences containing a number | 24 |
Most used terms
Filler phrases
226 in total: like 179 · actually 8 · kind of 8 · uh 8 · you know 8 · basically 6 · um 4 · sort of 2 · I mean 1 · literally 1 · right? 1.
A literal whole-word count of the same phrase list the Prepublish browser extension uses, so a phrase inside another word is not counted and a phrase used in its ordinary sense still is. It is a count and not a judgement.
What this transcript is
Every word below is the caption track YouTube publishes for this video, pulled from the video itself and reproduced unchanged. It is not Prepublish's writing, not a summary, and not a re-transcription: it is the video's own published captions. English captions, generated automatically by YouTube, in the video’s original language. Source: the video on YouTube. A channel that would rather this page did not exist can ask for its removal through the contact page, and it is removed.
Wow, backroom. Those are not my slides. There you go. Hi, I'm Kitze. We probably argued on X and the Kitze on X and I turned 34 years old today. Decided to do a talk on my birthday because it. Thank you. I like to torture myself by asking, do we have anyone from Tinker Club here? Please. Just a person sleeping in the back is like, oh, what did he ask? All right. I formed this recently. It's an awesome community where every person inside is copy and paste of everyone inside is hilarious to see.
If you want, you can join us. So, I'm going to talk today about the past, present, and future of productivity and personal agents. Starting with my first to-do app was when I was 10 years old, which is crazy. I found an old note in a notebook and some scribbles that were like barely legible like, I need to eat my string cheese today. I don't know what a 10-year-old does for a to-do list, but it clearly had check boxes and I've been trying and wrestling to solve productivity since then.
I was Anyone else forever unhappy with to-do apps? Please. Like there's no perfect Thank you. Thank you. It's not only me. So, I tried like this was probably 15 years ago. I got so fed up with like the to-do lists and the other ones that I started using text files way before all these local markdown blah blah blah and I used an Android app called Tasker to basically manage all of these text files. So, I got contextual reminders like whenever I connect to Wi-Fi, remind me about something or when I arrive at a destination or when I bike or blah blah blah.
So, I was always trying to figure out a productivity system. I had like a Google Home which supported back in the day IFTTT supported to basically cut the command in half. So, when you say tell my assistant to, you can take the second half and send it to any of the IFTTT services, which was pretty cool. And anytime I would have a to-do around the house, I would just tell my Google Assistant and it would just store it.
It wasn't smart. It wasn't AI, but I was building towards something where I can offload my thoughts and process them in a way. I realized that I never wanted a to-do app, I wanted like sort of like a life OS, so slowly I've been going to that direction. In 2016, I I'm bad at naming, so just ignore the names of everything I've ever built. So, I made something called to do do it which wasn't like a to-do app, but all the to-dos like shoot up to the top based on like a priority system.
So, if you tag them with something called health or crisis or whatever it is, they would just accumulate all of those points and shoot higher to the top. So, it was kind of helping me to prioritize things. ADHD hit, of course, and I forgot about that one and I started something called Better. This one was kind of hard to SEO because good luck figuring out SEO for Better app, so eventually I had to rebrand it. But I expanded here by adding to-do habits, planner events, and a bunch of other things because I realized if these three are not together, I can never make like a mini OS.
Then, of course, ADHD hit and I switched to a bunch of other apps, and in 2022 I started making Benji. It's named after my dog, my dog is the mascot. That's not the logo, but the point is I wanted an app to rule them all. I might have went a little bit overboard, so the next slide you're going to see you're like, "Oh, probably he added routines and calendar events and like what else?" No. This is how much I hate marketing.
If you're like, "Wait, I've never heard of Benji, how come?" Because every time I had the urge to do marketing and to actually promote this to people, I was like, "Maybe one more feature. Maybe one more feature." It's like almost like 3-4 years later and I still haven't properly wrapped this up, it's still not properly finished. But I was frustrated with using a web app for one thing and iOS app for another thing. It supports this, it supports Android, it doesn't support this.
Some of them are subscriptions, some of them are freemiums, so I just wanted all of these features like mangled into one tool that can sort of fix my life. Has it? Absolutely not, but we're going towards that. My vision is to one day have like a Benji phone and a Benji OS. And the funny thing is I said this in a podcast and the guy was like, "Very ambitious for someone who doesn't have a landing page for Benji." So, I didn't have a landing page, but one day I'm going to make like a Benji phone.
So, the friction with having like making this life OS, whether it's in Notion or in something else like Benji, the annoying thing is you have to use forms to input data. So, I oscillate between two states. I'm either for a month like locked into Benji and logging everything and doing all the things, or I completely ignore it. I don't care about what things are there to do nutrition, whatever. I'm like, "No, no, no, I don't want to look at it." And then in a few months, I'll go back into that cycle because there's a lot of friction in in using all these tools.
We had the ChatGPT moment. It was awesome. But when ChatGPT plugins came out, I don't know if you remember that ancient relic that they now it's transforming into MCPs and whatever. Um I called my wife and I was like, "Honey, it's over. It's over for all the apps, for all SaaS. Like GPT is going to eat the world. It's all going to be ChatGPT. It's all going to be within the thing. Benji's pointless. I wasted years on blah, blah, blah." 3 years later, she received so many of these calls, she just ignores me at this point.
I'm like, "Oh my god, they dropped a new opus." She's like, "Uh-huh. Cool. Cool." Nothing ever happens. But we're going towards this. Like 2023 before the models could return JSON, you had to bully the models to return JSON. I don't know who remembers this. Like you have to be like, "Please don't write any markdown." It's like, "Sure, here's some JSON." You're like, "No." So, you had to parse it, to cut it, to to like shape it into form to make some JSON.
And I added a feature in Benji where you can like press a press a key on your keyboard. It would record with the microphone. And as I was speaking, it would like periodically cut some of what I was speaking and basically call It wasn't an MCP, it wasn't anything. It would call APIs in Benji. And you can see your calendar moving live and your to-dos and everything. And to people on Twitter, this was mind-blowing. They're just like, "Holy you you should pursue it.
You should make something out of this." But ADHD was like, "No, no, no, no." People like it. It went viral, which means we never have to talk about this again. So, the Benji AI assistant still hasn't shipped. And I did nothing about it. Meanwhile, people took one feature of Benji, which is like, I don't know, food tracking. They take a picture with your phone and it analyzes calories. And they made multi-millions. But I have 60 features.
There's There's a lesson in there. So, last October, I I I realized that, "Wait, I'm using cloud code. I can use it for more stuff. Like it has tool calls, functions, and a bunch of other stuff. Maybe I can tell it to do my taxes and end up in jail. Hopefully not. Maybe I can tell it to organize my email and my to-do list and a bunch of other things. So, when skills came out, I started like loading my Claude code with personal skills.
But I'm like, wait, now I have coding skills, I have personal skills. It gets confused. Like I started asking people, how do I go and make this into like a proper assistant that's like lives on top of Claude code, but it has tools for other stuff other than than coding. But ADHD was the What did he forget about this? Let Let's Pete Let Pete come up with the Claude bot and everything else. Like you don't need to worry about this.
So, Claude code had like the wrong shell for me because it was like terminal based and I craved for something else. So, when Peter made Claude bot back then, when I saw the tweet, I'm like, oh my god, you can talk to it through WhatsApp or Telegram or whatever. For me, it was like that's the moment. That's what I needed for my Claude setup to actually, you know, evolve into the next thing. My brain caught on fire. I think we got like mass psychosis.
It turned into a cult. Everyone wearing like lobster suits. It It It's been crazy for a while. And I joined the Discord and it was like less than 100 people who had their Claude bot setup. Even Pete was like, how did you do this? There's no like onboarding. There's no like how did you do it? And I told him what I'm telling people now. I don't know how the internals of my setup work. I just ask either Codex or Claude code to fix it, to change it, to improve the memory, to do this, to do that, but I have no freaking idea.
People are like, what do you have in your JSON file? I'm like, I haven't seen a JSON file since 4 years ago. Like I don't know. Just ask my bots and it just fixes the things. So, for a while, I went like full lobster mode. This is me at the first meet up in Vienna in a lobster suit. I made that logo actually made the open claw logo at 2:00 a.m. at night. I like started wearing all of these lobster merch, doing tutorials, podcasts, guests, talking about all the use cases and blah blah blah.
And finally, what I liked for someone who's been obsessed with to-dos and productivity since like 10 years old, I'm like, the future is finally reachable. Like all my files from Google Drive and iCloud and presentations I have and photos from high school and like all the things that I have like piled up and unfinished business ideas, I could see how open clock can just magically, you know, wave the lobster hands and just fix everything in my life.
So, I was immediately done with all the cloud models. I went full hipster mode. Like, no more Gemini, no more ChatGPT, no more cloud. I wanted to fully I I got the power of finally owning the assistant, owning the files, owning the memory, deleting the sessions if you wanted to. So, it's like it felt fully local. So, naturally, I started preparing all my data for agents. I went from the guy who was like always using cloud and stuff to annoyingly self-hosting everything.
Like, everything has to come off the cloud. It has to be local on my NAS, on my machine, just so my agents can actually work on it. So, these are still work in progress, the classic work in progress that I'm going to finish one day. But, I started moving to local hosted like Nextcloud image, local markdown for everything that requires a lot of API calls or MCPN, whatever. I would rather just have it local to work on all of this locally.
I went that far that I went back to Android. Like, I feel like this thing, you know, like you know, like enchanted me. I'm like, "Who am I? I don't recognize myself anymore." cuz I wanted my agent to be able to read my notifications, clear my notifications, install apps, uninstall apps. It can do anything on an Android phone. And on iOS, it can maybe send you a push notification and if Tim Cook allows. I was planning to do like 10, 15 more slides.
Sorry for the flashback there. Uh of use cases, but then they told me the presentation is exactly 18 minutes. So, I did that one. It's on YouTube. It's on a bunch of podcasts. I don't want to talk about Probably all of you have maybe even more use cases than me. But, when we do like we do weekly meetups in the Tinkerer Club, and we talk mostly about Open Claw. And I love to ask this question. When I ask them about which use cases do you have, then I ask them, "But, which ones of them you cannot do with Cloud Code and Codex?" And immediately, it just reduces by 90% because it's like, "Uh yeah, I can kind of do that with Cloud Code." So, I've been also asking myself like, "What is the value of like having like a package agent like like Open Claw?" I think that one-on-one chat with one agent sucks because if you think about delegating in your life, if you have like business and personal and family and blah blah blah, you don't want to have like one employee loaded with all the information about your life talking in like Telegram in a one-on-one chat about everything.
So, more people started using Telegram topics, they started using Discord, Slack, and other stuff just to get organized. I like the idea of specialized agents uh which open class reports, but not a lot of people use them because basically they have like provider model level of thinking, a system prompt or soul, a list of tools and MCPs and a list of permissions. I like that this is like package and we're going to talk with this agent about fitness.
Now, people talk about LLM psychosis. I'm out here like going crazy. Like these are all of the bots that I created and I tried to like contain every bot to have a purpose in my life. Like some of them are for work, some of Don't take photos of my chats. Uh so, now I ended up with I have five Discord The funny thing is like as I keep talking, keep in mind that my life is far from solved. It's never been more chaotic. I've never been late on on rent, on mortgage, on like customer emails.
It's a mess. But, it's a performative mess, right? So, I ended up with five Discords and each Discord has many channels and threads and forum posts and nested thingies and blah blah blah. And then inevitably, I mean, you can sense this across the community. I sensed them across Tinker Club because in the beginning, it was an explosion of sign-ups of people joining the meetup. They're like, "Oh my god, weekly calls. We're going to crush the world." And now, if you enter a meetup now, it's like five people and it's slowly turning into like um open claw anonymous and everyone's like, "Yeah, mine didn't do it like the cron job just managed to drive me So, it went a a bit depressing, but I think we'll bounce back.
We'll figure out like, you know, we'll figure it out. Why is this happening? Because it was and kind of is for me unreliable where it matters most, which is like cron jobs, multi-agents, the agents talking to each other, the agents forgetting like literally in the next message you're like, "Huh? What What are you saying?" And I'm like, "The message is above you. Just go one message above you." This is getting fixed and it's getting updates every day, but I I've yet to see that it's actually, you know, working.
Discord This is not the open claw or any other agent's fault, but Discord and Telegram were not meant for Life OS. We're just molding them into something, but they'll never be the right UI for you to manage your life fully. It's like coping away until we get to something else. We're going to use Discord or Telegram. And finally, as I would like to call them, Anthropic, they ruin the charm of it. Like as soon as you pull the model, talking to GPT-5 talks to this feels like talking to a box box of oats.
Seriously, it has the personality of this. Try this. It's like, "Okay, did you do that?" No. "But I told you to do that." Okay, I'll do it. "Did you do it?" No. Every conversation with open claw looks like that in the last and then it drives me nuts. So, what now? Where do we go from here? I don't know how much time I have left. It says It says 6 minutes. Where do we go from here? I see like two futures like fighting for each other and I don't think that either of them is going to win in the long run.
So, we have these custom agents like open claw, Hermes, or whatever else is possible. Uh and we have cloud agents because everyone is trying to grab a slice of the pie. Now, we have Cohere and Open AI is going to have a thing here and Perplexity is trying to make a thing and everyone is trying to make their claw thing and those are the cloud ones. So, the custom ones are never going to work because they're for tinkerers and I'm telling you like in tinker club, the people we have people who are building their own pinball machines.
Talking about tinkerers, like they tinker with everything and everyone is freaking tired of like phoenix like trying to make this thing work. Let alone people who have lives, let alone people who have like busy lives and jobs and whatever else. No one will have time to tweak this. They would just like a served solution for them so everything works out of the box. Not me. I'm not I'm not going to be happy until I, you know.
And then cloud agents, I tried cloud Cohere for like 5 minutes and I'm like this is too nerfed. This is not an open claw alternative. It It cannot do like even like 5% of the things that open claw can do. So, this is will be for the masses and but it won't satisfy the tinkerers, the people who want to self-host, own the models, and blah blah blah. So, two directions here. What am I going to do like personally for myself and what I think it's going to happen next in the actual like industry.
I'm juggling currently between Open Claw, Hermes, Paperclip. Is anyone using Paperclip? It's like kind of this like cool like Kanban linear like thingy for agents wasting a lot of credits. I'm trying Plenty Marks with Codex a lot of time. When you reach the peak frustration with the first three, you're like, "Fuck it." When you open the terminal, you're like, "Ah, maybe the agents are not that smart." So, I'm juggling between all of this and I'm using all of them daily, but it's like the hesitation that I have like I wanted to see where the location for the venue is and I had two options, open the website or go to Discord and I'm like, "I don't want to talk to that box of oatmeal, you know?" It's going to be like, "Yeah, I'll find the location in your email." Did you?
No. Are you ready for it? It keeps asking you, "Are you ready for the thing you told me to do?" It's crazy. So, I started making my own thing naturally. You can see the progression. It's never going to see the light of day. It's not for people. It's just an experiment to do it for me. I call it Wolfer. And I'm not making it for mass appeal. I'm not making it for everyone to use it. I'm trying to like how can I make a tiny abstraction on top of like Codex or Cloud Code rest in peace.
I I'm afraid to use Cloud Code cuz I might get arrested. So, it's only on Codex for now. And it's not extensible and it doesn't support a billion providers. So, I'll start with the cons. What sucks? You're forced to use the UI chat of the actual app and you cannot use Telegram or iMessage or whatever. There's no support for any of this. It's absolutely the opposite of Open Claw and Hermes. It's not built with plugins in mind.
It's the idea is to have everything in it. There's no memory system. I'm not really selling the thing. But none of these things are out of the box. It's not very modular. It's made by an ADHD squirrel brain that will forget about it by the end of the month and it doesn't have OpenAI funding and it doesn't have a cool lobster logo. These are the cons. What are the pros and why I would suggest all of you to maybe dabble with this and try to make your own um or maybe eventually try mine if I ever release it for people.
It has predictable conversations and the UI that I made, you go to the Wolfer app like wolfer.whatever the URL is and it has like predictable UI just like made for multi-agent orchestration into like multiple topics, multiple conversations. Like everything was made for this purpose. It's not like you're taking Discord and you're trying to mold it to be for a certain purpose. And my favorite feature is because I don't believe in memory of agents.
Like people are like, "Oh, we finally saw Mila Yov which solved memory." I'm like, "No, absolutely she didn't solve memory." What I believe in here, I have nested topics. So, I have like work, projects, Benji, Benji customer support. Let's say that's the nested tree. And when I'm talking to Benji customer support in the first prompt, it injects the description of all the parent prompts. So, when I'm talking to Benji customer support, it doesn't need to pull from memory or some magical place.
It just looks at the topic, the parent topic, the parent topic, the parent topic. It takes all the descriptions together and it immediately knows what is my work, what is Benji, what are my projects, and how do I do customer support. And I can get more out of that than hoping for some memory system that's going to pull the right context out of the the right place. It kind of works for me. It supports workspaces. I can switch between workspaces.
I hated that it couldn't see tool calls. I would like to see tool calls to collapse them, to uncollapse them, to see loading spinners. There's buttons for stopping the thing that I don't need to use slash commands. Uh the cron jobs are predictable and when you get a cron message, it actually reads from the entire conversation and it labels it as cron. So, it's not like, "Where did this come from and why is the agent kind of lost?" There's UI for managing agents which is like for my brain, I really need it.
When I chat in a topic on the right side, I see that the agent is like Chandler and he has this model and this capabilities. So, it really helps me to know who am I talking to and just tweak and be like, "No, no, no, you don't need that capability." Boom, it disappears. Um I would have included screenshots, but the app didn't work cuz it's on my Mac Studio at home. It's a long story, but imagine the screenshots. It's kind of cool.
And I like that you can like there's like a knowledge base and documents that you can write markdown documents in the thing and you can add them because in Discord you can only add other members. There's no dynamic add to mention something else. And here, I can mention for example, "Hey, let's fix the landing page of Benji just like and then I would add the landing page of Tinker Club for example or I can add a knowledge base or a password or a skill.
So, I can combine multiple ads. So, I I give it the right exact context that it needs for the actual thing. What I think is going to happen next cuz this is definitely not going to be a mainstream thing. What's going to happen next in the entire agents and industry and what are people going to do? This my prediction. I think the way we use computers right now is absolutely insane. Does anyone agree with me and have you finally got this?
Like when you open your computer like computer shouldn't be this way. One person. Two. Okay, we have a lot of people. Like I open my computer after a few hours it greets me with 17 updates for apps I haven't used in a while and it greets me with like tabs that I had open since yesterday. Like how I imagine in the future, it would need to ingest all the information about my life like notifications and emails and everything and to-dos and everything that's happening in my life and depending on how far away I've been for from the computer, it should greet me with the next task to work on and then the next one and the next one and it should maybe give me a break and be like, "Hey, enough.
Let's do this. Let's do that." So, in a way, I think the role of AI is going to inverse. So, the way we prompt AI right now, I think it's going to inverse and the fully productive people will be the one who delegate 99% of the stuff for to the AI and then the AI prompts you. It's like, "Hey, you didn't send me a picture of your passport." or "Hey, what do you want to do?" You basically do decisions and you basically click like forms or you answer questionnaires or whatever it is, but in the background there's something constantly working for you instead of you prompting it all of the time.
I agree with this sentiment. People are like, "But my grandma will never vibe code." That's 100% true because I think where we're going, we're actually not going to need most consumer apps. No, your grandma, your mom or your friends are not going to vibe code, but they'll be able to sit in this new futuristic OS and they'll be able to do any task that they want to do. Like either they the UI is going to pop on the fly or whatever it needs, but they'll be doing task and they'll forget about I need an app to do a task.
They'll just do it. A small set of apps will survive, but it will be software for like specialists and people I don't know who are doing like color grading or some movie making or music making where they actually need a software, but normies will just chat to their computer and their computer will do things and the UI will generate on the fly. Uh I also think it would be the funniest thing if Apple wins all of this because local models are getting insane lead good and they're going to get even better this year and next year and I think for most normies and most people, they'll be completely fine with a local agent like Siri getting tool capabilities from all of their local installed apps, not wasting any credits, their data doesn't go anywhere, and their phone magically is doing things.
The latest Google Pixel can already launch your apps in the background and order coffee and do a bunch of things for you. So, I think that's where everything is going. So, I'm over time. Thank you for listening to my rant. Hopefully, we can discuss afterwards and thank you very much. Thank you.
The words are the caption track's own and nothing is reworded or re-transcribed. Paragraph breaks are placed between sentences so the text reads as prose.
Free tools for your own script. No signup, no login.
Paste your draft and see where viewers are likely to drop off, with a rewrite for each weak line.
Paste the first 30 seconds of your own draft for a hook score and rewrites.
Check your draft against YouTube's advertiser-friendly guidelines before you record it.
Read this channel's public videos and transcripts, and download a writing brief for it.