I automated all my social media posts from YouTube (100k convo) | Build in public E93

all right this is my daily update for my all right this is my daily update for my all right this is my daily update for my build and public log it’s April 9th build and public log it’s April 9th build and public log it’s April 9th 2025 all right I have a full demo today 2025 all right I have a full demo today 2025 all right I have a full demo today of the automation I’ve been working on of the automation I’ve been working on of the automation I’ve been working on the last couple days when I say days I the last couple days when I say days I the last couple days when I say days I really mean just a few hours i still really mean just a few hours i still really mean just a few hours i still have the freelance project going on it’s have the freelance project going on it’s have the freelance project going on it’s eating up all my time i can only work a eating up all my time i can only work a eating up all my time i can only work a little bit in the evenings and the little bit in the evenings and the little bit in the evenings and the weekend on the on on the business it’s weekend on the on on the business it’s weekend on the on on the business it’s vital that I automate as much as humanly vital that I automate as much as humanly vital that I automate as much as humanly possible and it’s vital that I keep possible and it’s vital that I keep possible and it’s vital that I keep getting the word out there i keep getting the word out there i keep getting the word out there i keep getting attention keep getting eyes I getting attention keep getting eyes I getting attention keep getting eyes I keep getting um traction so I need to keep getting um traction so I need to keep getting um traction so I need to automate this as much as I possibly can automate this as much as I possibly can automate this as much as I possibly can uh I have my YouTube channel here i have uh I have my YouTube channel here i have uh I have my YouTube channel here i have this website for every single episode i don’t know this is broken i episode i don’t know this is broken i episode i don’t know this is broken i need to fix that i’ve talked a lot about need to fix that i’ve talked a lot about need to fix that i’ve talked a lot about this before this is completely this before this is completely this before this is completely automated automated automated it calls my AI it calls my AI it calls my AI agent it gets a summary of the video it agent it gets a summary of the video it agent it gets a summary of the video it pulls in the description pulls in the description pulls in the description uh builds topics automatically the uh builds topics automatically the uh builds topics automatically the chapter so you could jump to a specific chapter so you could jump to a specific chapter so you could jump to a specific point you could search all of that is point you could search all of that is point you could search all of that is 100% 100% 100% automated awesome but I want to post on automated awesome but I want to post on automated awesome but I want to post on social media I a couple of communities social media I a couple of communities social media I a couple of communities I’m in I’m starting with one community I’m in I’m starting with one community I’m in I’m starting with one community as a test u so I want Twitter x blue sky as a test u so I want Twitter x blue sky as a test u so I want Twitter x blue sky uh community that I’m in I want the same uh community that I’m in I want the same uh community that I’m in I want the same thing that’s happening here to happen thing that’s happening here to happen thing that’s happening here to happen there like hey here’s what I did today there like hey here’s what I did today there like hey here’s what I did today here’s my daily update here is uh you here’s my daily update here is uh you here’s my daily update here is uh you know the link to the video exactly like know the link to the video exactly like know the link to the video exactly like this so here’s the automation I came up this so here’s the automation I came up this so here’s the automation I came up with with with now when this does its thing and it now when this does its thing and it now when this does its thing and it calls the the AI agent and it builds the calls the the AI agent and it builds the calls the the AI agent and it builds the episode that’s done in a GitHub action episode that’s done in a GitHub action episode that’s done in a GitHub action the code’s on Git github actions are the code’s on Git github actions are the code’s on Git github actions are really great they’re free you know it’s really great they’re free you know it’s really great they’re free you know it’s pretty reliable um it works it just it pretty reliable um it works it just it pretty reliable um it works it just it just works so that kicks off it only just works so that kicks off it only just works so that kicks off it only calls this automation when it’s like for calls this automation when it’s like for calls this automation when it’s like for sure like hey I have all the data from sure like hey I have all the data from sure like hey I have all the data from the agent yes this episode does not the agent yes this episode does not the agent yes this episode does not already exist like this is a brand new already exist like this is a brand new already exist like this is a brand new episode hey yeah go go go call this web episode hey yeah go go go call this web episode hey yeah go go go call this web hook it’s very simple there’s a web hook hook it’s very simple there’s a web hook hook it’s very simple there’s a web hook i just get the data from the agent it’s i just get the data from the agent it’s i just get the data from the agent it’s just JSON i pass it to the web hook just JSON i pass it to the web hook just JSON i pass it to the web hook i i i call a little it’s just an LLM call i call a little it’s just an LLM call i call a little it’s just an LLM call i wouldn’t I wouldn’t dare call this an wouldn’t I wouldn’t dare call this an wouldn’t I wouldn’t dare call this an agent um I do a little massaging of the agent um I do a little massaging of the agent um I do a little massaging of the data i mean I’ll show data i mean I’ll show data i mean I’ll show you you are a professional social media you you are a professional social media you you are a professional social media content creator specialized in crafting content creator specialized in crafting content creator specialized in crafting engaging posts for tech audiences write engaging posts for tech audiences write engaging posts for tech audiences write in first person as if you were the in first person as if you were the in first person as if you were the creator of a build and public YouTube creator of a build and public YouTube creator of a build and public YouTube channel make it very dry and simple yes channel make it very dry and simple yes channel make it very dry and simple yes cuz if you don’t tell it that it sounds cuz if you don’t tell it that it sounds cuz if you don’t tell it that it sounds like Chad JP it’s garbage it’s like so like Chad JP it’s garbage it’s like so like Chad JP it’s garbage it’s like so wannabe marketing speech it’s atrocious wannabe marketing speech it’s atrocious wannabe marketing speech it’s atrocious no fluff no marketing no fluff no marketing no fluff no marketing speak speak speak speech ah speech ah speech ah whatever create two versions of the whatever create two versions of the whatever create two versions of the social media content so what I’m doing social media content so what I’m doing social media content so what I’m doing is I’m I’m having it do blue sky and is I’m I’m having it do blue sky and is I’m I’m having it do blue sky and Twitter like just in one go Twitter like just in one go Twitter like just in one go um that seems to be working but I I um that seems to be working but I I um that seems to be working but I I broke out the other one which I’ll get broke out the other one which I’ll get broke out the other one which I’ll get to uh to uh to uh respond as JSON with the keys blue sky respond as JSON with the keys blue sky respond as JSON with the keys blue sky Twitter this should be accepted by JSON Twitter this should be accepted by JSON Twitter this should be accepted by JSON parse uh and then parse uh and then parse uh and then I mash it all together the community I’m I mash it all together the community I’m I mash it all together the community I’m in um I’m in a number of communities and in um I’m in a number of communities and in um I’m in a number of communities and I want to do this for the communities I want to do this for the communities I want to do this for the communities but that’s a little that’s a little iffy but that’s a little that’s a little iffy but that’s a little that’s a little iffy i need I need to shake this thing down i need I need to shake this thing down i need I need to shake this thing down really well before I I I turn this on really well before I I I turn this on really well before I I I turn this on for like other communities uh but I do for like other communities uh but I do for like other communities uh but I do want to get there and that’s hopefully want to get there and that’s hopefully want to get there and that’s hopefully next week uh here’s another one it’s next week uh here’s another one it’s next week uh here’s another one it’s basically the same thing uh it does a basically the same thing uh it does a basically the same thing uh it does a little bit of cleanup and then post just little bit of cleanup and then post just little bit of cleanup and then post just a standard post request okay it’s a standard post request okay it’s a standard post request okay it’s working i just tested this out so I’m working i just tested this out so I’m working i just tested this out so I’m going to show you the actual runs like I going to show you the actual runs like I going to show you the actual runs like I actually just ran this right before the actually just ran this right before the actually just ran this right before the video like I don’t want to keep running video like I don’t want to keep running video like I don’t want to keep running because it’s actually connected and it’s because it’s actually connected and it’s because it’s actually connected and it’s this is the live version here is the this is the live version here is the this is the live version here is the tweet now I tried to get a video of this tweet now I tried to get a video of this tweet now I tried to get a video of this um I tried connecting on my on my Mac to um I tried connecting on my on my Mac to um I tried connecting on my on my Mac to my iPhone to show this and it I couldn’t my iPhone to show this and it I couldn’t my iPhone to show this and it I couldn’t quite capture it uh so I decided not to quite capture it uh so I decided not to quite capture it uh so I decided not to but the way this works is I I use an app but the way this works is I I use an app but the way this works is I I use an app called Push Cut on my iPhone i highly called Push Cut on my iPhone i highly called Push Cut on my iPhone i highly recommend it it’s like an API that your recommend it it’s like an API that your recommend it it’s like an API that your phone you can like your phone has an app phone you can like your phone has an app phone you can like your phone has an app that that has its own like kind of that that has its own like kind of that that has its own like kind of endpoint you can like push endpoint you can like push endpoint you can like push down to your phone via your own like API down to your phone via your own like API down to your phone via your own like API endpoint and trigger workflows and endpoint and trigger workflows and endpoint and trigger workflows and automations and all sorts of shortcuts automations and all sorts of shortcuts automations and all sorts of shortcuts and all sorts of things it’s actually and all sorts of things it’s actually and all sorts of things it’s actually really brilliant it’s actually really really brilliant it’s actually really really brilliant it’s actually really cool i actually pay for it i think I pay cool i actually pay for it i think I pay cool i actually pay for it i think I pay like a dollar something a month you know like a dollar something a month you know like a dollar something a month you know it’s like one of those annual things it’s like one of those annual things it’s like one of those annual things it’s worth it i use it quite a bit i it’s worth it i use it quite a bit i it’s worth it i use it quite a bit i actually really like it okay so the way actually really like it okay so the way actually really like it okay so the way this this this works so I get a notification on my works so I get a notification on my works so I get a notification on my phone it’s like “Hey post to Twitter phone it’s like “Hey post to Twitter phone it’s like “Hey post to Twitter post to X.” I click the button it pops post to X.” I click the button it pops post to X.” I click the button it pops up Twitter and I have to do this stupid up Twitter and I have to do this stupid up Twitter and I have to do this stupid like little swipe gesture to go back and like little swipe gesture to go back and like little swipe gesture to go back and it kicks me back and then I just hit the it kicks me back and then I just hit the it kicks me back and then I just hit the paste button i know it sounds a little paste button i know it sounds a little paste button i know it sounds a little complicated but I swear it takes like 5 complicated but I swear it takes like 5 complicated but I swear it takes like 5 seconds so I just what it does is it seconds so I just what it does is it seconds so I just what it does is it copies the text from the LLM and I just copies the text from the LLM and I just copies the text from the LLM and I just click paste and I hit like tweet the go click paste and I hit like tweet the go click paste and I hit like tweet the go uh seriously takes 5 seconds and I uh seriously takes 5 seconds and I uh seriously takes 5 seconds and I really really like that because I’m able really really like that because I’m able really really like that because I’m able to look at it and go yeah it’s kind of a to look at it and go yeah it’s kind of a to look at it and go yeah it’s kind of a human in that one’s a human in the loop human in that one’s a human in the loop human in that one’s a human in the loop i can go like yeah know and and make a i can go like yeah know and and make a i can go like yeah know and and make a few adjustments and and make sure that few adjustments and and make sure that few adjustments and and make sure that it’s actually right blue sky i’m going it’s actually right blue sky i’m going it’s actually right blue sky i’m going to just let it go so here’s the actual to just let it go so here’s the actual to just let it go so here’s the actual post uh I don’t know too much traction post uh I don’t know too much traction post uh I don’t know too much traction on Blue Sky i need to work on that is on Blue Sky i need to work on that is on Blue Sky i need to work on that is Blue Sky even worth it i don’t know do Blue Sky even worth it i don’t know do Blue Sky even worth it i don’t know do you think Blue Sky is worth worth it you think Blue Sky is worth worth it you think Blue Sky is worth worth it published episode 99 of my build log i published episode 99 of my build log i published episode 99 of my build log i see i don’t like how it says build log see i don’t like how it says build log see i don’t like how it says build log in this update I show how I automated my in this update I show how I automated my in this update I show how I automated my YouTube channel social updates using YouTube channel social updates using YouTube channel social updates using GitHub action and an AI agent API i go GitHub action and an AI agent API i go GitHub action and an AI agent API i go over cost prompt over cost prompt over cost prompt tweaks and even share some old Star Wars tweaks and even share some old Star Wars tweaks and even share some old Star Wars memories that’s not too fluffy and and memories that’s not too fluffy and and memories that’s not too fluffy and and chaty you know what I mean that’s not chaty you know what I mean that’s not chaty you know what I mean that’s not too bad i think that’s like on the cuffs too bad i think that’s like on the cuffs too bad i think that’s like on the cuffs of of being a little too bot sounding of of being a little too bot sounding of of being a little too bot sounding but it’s a start it’s a start but it’s a start it’s a start but it’s a start it’s a start so I just released this and I don’t know so I just released this and I don’t know so I just released this and I don’t know why I’m It’s giving me different details why I’m It’s giving me different details why I’m It’s giving me different details i just released build and public episode i just released build and public episode i just released build and public episode 92 i detail how an GitHub action 92 i detail how an GitHub action 92 i detail how an GitHub action triggers an AI triggers an AI triggers an AI API see that’s a little weird to update API see that’s a little weird to update API see that’s a little weird to update my site and socials automatically also my site and socials automatically also my site and socials automatically also shared a short note on my Star Wars shared a short note on my Star Wars shared a short note on my Star Wars child see that’s I didn’t have a It’s child see that’s I didn’t have a It’s child see that’s I didn’t have a It’s okay it needs some more adjustments but okay it needs some more adjustments but okay it needs some more adjustments but I want to now just let it go and see the I want to now just let it go and see the I want to now just let it go and see the one to the community is like really one to the community is like really one to the community is like really really short like crazy short i automated YouTube updates using short i automated YouTube updates using short i automated YouTube updates using GitHub actions and web hooks to update GitHub actions and web hooks to update GitHub actions and web hooks to update my site again I think it needs a little bit site again I think it needs a little bit site again I think it needs a little bit more work but it’s a start so now I’m more work but it’s a start so now I’m more work but it’s a start so now I’m going to upload this video i don’t know going to upload this video i don’t know going to upload this video i don’t know i think I like it a couple of hours one i think I like it a couple of hours one i think I like it a couple of hours one one to four hours it will go do this one to four hours it will go do this one to four hours it will go do this again so I will go in here and I’ll look again so I will go in here and I’ll look again so I will go in here and I’ll look at the execution i’ll look at the log at the execution i’ll look at the log at the execution i’ll look at the log see what it what it came up with and see what it what it came up with and see what it what it came up with and what it tweeted what it sent to blue sky what it tweeted what it sent to blue sky what it tweeted what it sent to blue sky what it sent to that community so I just what it sent to that community so I just what it sent to that community so I just want to like do a little tweaks until it want to like do a little tweaks until it want to like do a little tweaks until it I get this right and then just set it I get this right and then just set it I get this right and then just set it and forget it i want I need to automate and forget it i want I need to automate and forget it i want I need to automate the marketing as much as possible so the marketing as much as possible so the marketing as much as possible so that’s it that’s the update for today uh that’s it that’s the update for today uh that’s it that’s the update for today uh now let’s jump into questions and now let’s jump into questions and now let’s jump into questions and comments or hate mail still haven’t comments or hate mail still haven’t comments or hate mail still haven’t gotten any hate mail gotten any hate mail gotten any hate mail surprisingly no questions and comments surprisingly no questions and comments surprisingly no questions and comments for for for today on to my random story for today on to my random story for today on to my random story for today okay so for this one I talked today okay so for this one I talked today okay so for this one I talked about this in like a week ago maybe or a about this in like a week ago maybe or a about this in like a week ago maybe or a couple days ago couple days ago couple days ago i have a lot of work to do to get all i have a lot of work to do to get all i have a lot of work to do to get all the immigration documentation done to the immigration documentation done to the immigration documentation done to try to get a visa to go live in the UK try to get a visa to go live in the UK try to get a visa to go live in the UK i’ve mentioned this before my partner i’ve mentioned this before my partner i’ve mentioned this before my partner lives in London has a full-time a good a lives in London has a full-time a good a lives in London has a full-time a good a really good full-time job there really good full-time job there really good full-time job there um I want to go back to London so I’m um I want to go back to London so I’m um I want to go back to London so I’m trying to get the visa and they asked trying to get the visa and they asked trying to get the visa and they asked for an obscene amount of of like for an obscene amount of of like for an obscene amount of of like documentation so I talked about this the documentation so I talked about this the documentation so I talked about this the the other day how I wrote a script that the other day how I wrote a script that the other day how I wrote a script that took all my exported Google Maps took all my exported Google Maps took all my exported Google Maps timeline data and literally found every timeline data and literally found every timeline data and literally found every single GPS coordinate what country I was single GPS coordinate what country I was single GPS coordinate what country I was in what what day and it made me a log in what what day and it made me a log in what what day and it made me a log like a like a a 10-year log of all the like a like a a 10-year log of all the like a like a a 10-year log of all the places I’ve I’ve been it like worked 80% places I’ve I’ve been it like worked 80% places I’ve I’ve been it like worked 80% of the way that that of the way that that of the way that that script I have to go through and I have script I have to go through and I have script I have to go through and I have to like just just because you know this to like just just because you know this to like just just because you know this is very serious and important i’m going is very serious and important i’m going is very serious and important i’m going through every one and checking and a lot through every one and checking and a lot through every one and checking and a lot of it looks about of it looks about of it looks about like 80% of it is is is correct like I like 80% of it is is is correct like I like 80% of it is is is correct like I look at the dates and I but I’m going look at the dates and I but I’m going look at the dates and I but I’m going through like every single like trip to a through like every single like trip to a through like every single like trip to a trip into a country and exit i’m going trip into a country and exit i’m going trip into a country and exit i’m going through every single one of those in the through every single one of those in the through every single one of those in the last 10 years and I’m double checking last 10 years and I’m double checking last 10 years and I’m double checking and checking it off like “Yep that’s and checking it off like “Yep that’s and checking it off like “Yep that’s correct.” So that is looking about 80% correct.” So that is looking about 80% correct.” So that is looking about 80% correct but there’s a little correct but there’s a little correct but there’s a little discrepancies a little things uh but it discrepancies a little things uh but it discrepancies a little things uh but it it worked it actually worked i’m so so it worked it actually worked i’m so so it worked it actually worked i’m so so blown away no AI stuff this was like blown away no AI stuff this was like blown away no AI stuff this was like just regular old code but I used a AI to just regular old code but I used a AI to just regular old code but I used a AI to help me code it because I was too lazy help me code it because I was too lazy help me code it because I was too lazy so the next thing I have to so the next thing I have to so the next thing I have to do the next thing I have to do the next thing I have to do the next thing I have to do we had to export our chat over do we had to export our chat over do we had to export our chat over WhatsApp for the last almost three years WhatsApp for the last almost three years WhatsApp for the last almost three years it’s been almost three years that we it’s been almost three years that we it’s been almost three years that we we’ve we’ve we’ve met and it met and it met and it is one over 100,000 messages have been is one over 100,000 messages have been is one over 100,000 messages have been sent between us yeah we obviously like sent between us yeah we obviously like sent between us yeah we obviously like each other if we we talk that much it each other if we we talk that much it each other if we we talk that much it kind of says a lot 100,000 messages in kind of says a lot 100,000 messages in kind of says a lot 100,000 messages in less than 3 less than 3 less than 3 years that’s our like very intimate years that’s our like very intimate years that’s our like very intimate private conversation private conversation private conversation over like from the from the day I over like from the from the day I over like from the from the day I messaged her like “Hey why don’t we go messaged her like “Hey why don’t we go messaged her like “Hey why don’t we go meet up and have drinks to like you know meet up and have drinks to like you know meet up and have drinks to like you know the day I exported it.” That’s been a the day I exported it.” That’s been a the day I exported it.” That’s been a continual continual continual conversation okay so what do I have to conversation okay so what do I have to conversation okay so what do I have to do i had to write another script because do i had to write another script because do i had to write another script because it’s like so intimate let me let me back it’s like so intimate let me let me back it’s like so intimate let me let me back up because it’s so like there’s a lot of up because it’s so like there’s a lot of up because it’s so like there’s a lot of like very personal information um I like very personal information um I like very personal information um I don’t we don’t want to just send that don’t we don’t want to just send that don’t we don’t want to just send that all like here you go um you know uh all like here you go um you know uh all like here you go um you know uh immigration officer like read it all immigration officer like read it all immigration officer like read it all like no no no no so I’m now writing a like no no no no so I’m now writing a like no no no no so I’m now writing a script that breaks the entire thing into script that breaks the entire thing into script that breaks the entire thing into chunks it’s about a thousand chunks so chunks it’s about a thousand chunks so chunks it’s about a thousand chunks so enough to fit reliably in a context enough to fit reliably in a context enough to fit reliably in a context window to send to an LLM you see where window to send to an LLM you see where window to send to an LLM you see where I’m going so now I have the script that I’m going so now I have the script that I’m going so now I have the script that like takes each chunk sends it to an LLM like takes each chunk sends it to an LLM like takes each chunk sends it to an LLM and it goes is there and it and it has and it goes is there and it and it has and it goes is there and it and it has like a prompt uh like this you’re doing like a prompt uh like this you’re doing like a prompt uh like this you’re doing this just just like I just showed you this just just like I just showed you this just just like I just showed you like you’re you know your job is to uh like you’re you know your job is to uh like you’re you know your job is to uh find things that might look like not find things that might look like not find things that might look like not super great to an immigration officer super great to an immigration officer super great to an immigration officer it’s nothing like it’s not like we’re it’s nothing like it’s not like we’re it’s nothing like it’s not like we’re planning bad things or saying bad things planning bad things or saying bad things planning bad things or saying bad things but it’s like intimate private but it’s like intimate private but it’s like intimate private conversations you know what I mean we’re conversations you know what I mean we’re conversations you know what I mean we’re like in a serious relationship like we like in a serious relationship like we like in a serious relationship like we don’t want to just you know what I mean don’t want to just you know what I mean don’t want to just you know what I mean we don’t want to send everything oh and we don’t want to send everything oh and we don’t want to send everything oh and media is omitted so this is text only it media is omitted so this is text only it media is omitted so this is text only it says like media omitted we actually says like media omitted we actually says like media omitted we actually tried to export it with the media and it tried to export it with the media and it tried to export it with the media and it WhatsApp just kept crashing it literally WhatsApp just kept crashing it literally WhatsApp just kept crashing it literally would it wouldn’t export but both of us would it wouldn’t export but both of us would it wouldn’t export but both of us tried it so we actually couldn’t tried it so we actually couldn’t tried it so we actually couldn’t couldn’t do that even if we wanted to my couldn’t do that even if we wanted to my couldn’t do that even if we wanted to my goal this week is to build a prompt have goal this week is to build a prompt have goal this week is to build a prompt have it go like see the chunk and be like it go like see the chunk and be like it go like see the chunk and be like “Hey is there anything we should omit “Hey is there anything we should omit “Hey is there anything we should omit from this chunk of the conversation?” from this chunk of the conversation?” from this chunk of the conversation?” Yeah don’t say this don’t Don’t Maybe Yeah don’t say this don’t Don’t Maybe Yeah don’t say this don’t Don’t Maybe don’t don’t like you know show them this don’t don’t like you know show them this don’t don’t like you know show them this and have it go omit it in that chunk and and have it go omit it in that chunk and and have it go omit it in that chunk and then once we’re done and and like you then once we’re done and and like you then once we’re done and and like you know we’re gonna have to spot check it know we’re gonna have to spot check it know we’re gonna have to spot check it it’s 100,000 like lines of text it’s a it’s 100,000 like lines of text it’s a it’s 100,000 like lines of text it’s a It’s a literal book it’s like a literal It’s a literal book it’s like a literal It’s a literal book it’s like a literal book i don’t think we’re going to be book i don’t think we’re going to be book i don’t think we’re going to be able to go through it all we don’t have able to go through it all we don’t have able to go through it all we don’t have the time so we’re going to have to like the time so we’re going to have to like the time so we’re going to have to like test it really well and and be like test it really well and and be like test it really well and and be like “Okay this is good enough.” Have it “Okay this is good enough.” Have it “Okay this is good enough.” Have it clean and redact all the stuff it finds clean and redact all the stuff it finds clean and redact all the stuff it finds that we tell like “Hey find this find that we tell like “Hey find this find that we tell like “Hey find this find this.” And then it’s going to have to this.” And then it’s going to have to this.” And then it’s going to have to get all those chunks and merge it back get all those chunks and merge it back get all those chunks and merge it back into one big text file to give to into one big text file to give to into one big text file to give to them i have it them i have it them i have it working i have it kind of working okay working i have it kind of working okay working i have it kind of working okay so I’m gonna run the so I’m gonna run the so I’m gonna run the script but just just a little bit oh bit oh bit oh no ah interesting so okay so this is no ah interesting so okay so this is no ah interesting so okay so this is this is a good example like this is what this is a good example like this is what this is a good example like this is what I’m battling because the cost remember I’m battling because the cost remember I’m battling because the cost remember they charge you per token in and per they charge you per token in and per they charge you per token in and per token out so you don’t want it to you token out so you don’t want it to you token out so you don’t want it to you know spit out a huge thing so you want know spit out a huge thing so you want know spit out a huge thing so you want to like force it to respond very very to like force it to respond very very to like force it to respond very very short like with a short explanation but short like with a short explanation but short like with a short explanation but this is essentially what we’re doing this is essentially what we’re doing this is essentially what we’re doing um like there’s no response because it’s um like there’s no response because it’s um like there’s no response because it’s safe yeah everything looks good no safe yeah everything looks good no safe yeah everything looks good no worries worries worries um but anyway so I’m trying to get it so um but anyway so I’m trying to get it so um but anyway so I’m trying to get it so it it will run it it will run it it will run it see like hey you should reduct these it see like hey you should reduct these it see like hey you should reduct these lines save that to a file like hey for lines save that to a file like hey for lines save that to a file like hey for this chunk I ran um I think you should this chunk I ran um I think you should this chunk I ran um I think you should redact these lines these lines and show redact these lines these lines and show redact these lines these lines and show the explanation so what I want to do is the explanation so what I want to do is the explanation so what I want to do is run this and I look at that result file run this and I look at that result file run this and I look at that result file and look at like what it’s saying we and look at like what it’s saying we and look at like what it’s saying we should redact you know check it against should redact you know check it against should redact you know check it against the chunk the actual chunk of the the chunk the actual chunk of the the chunk the actual chunk of the conversation and then go yeah okay yeah conversation and then go yeah okay yeah conversation and then go yeah okay yeah okay and just fiddle with this thing at okay and just fiddle with this thing at okay and just fiddle with this thing at all i think it’s really solid press go all i think it’s really solid press go all i think it’s really solid press go have it go run look at that results file have it go run look at that results file have it go run look at that results file redact all the lines and then piece it redact all the lines and then piece it redact all the lines and then piece it all back together we’re going to give it all back together we’re going to give it all back together we’re going to give it to them so that’s what I’m working to them so that’s what I’m working to them so that’s what I’m working on on on uh that’s my task wish me uh that’s my task wish me uh that’s my task wish me luck as you can see I’m making progress luck as you can see I’m making progress luck as you can see I’m making progress and this was just a few hours i think if and this was just a few hours i think if and this was just a few hours i think if I think I’ll be able to do this but I I think I’ll be able to do this but I I think I’ll be able to do this but I was thinking maybe this is an agent was thinking maybe this is an agent was thinking maybe this is an agent maybe somebody else would need this maybe somebody else would need this maybe somebody else would need this maybe someone would want this for like a maybe someone would want this for like a maybe someone would want this for like a legal like hey here’s a big document or legal like hey here’s a big document or legal like hey here’s a big document or here’s a here’s a email thread or here’s here’s a here’s a email thread or here’s here’s a here’s a email thread or here’s a chat log redact it based on these a chat log redact it based on these a chat log redact it based on these things and you pass into the the agent things and you pass into the the agent things and you pass into the the agent like the file you pass in like what like the file you pass in like what like the file you pass in like what little bit more special rules what you little bit more special rules what you little bit more special rules what you want redacted and maybe that’s an AI want redacted and maybe that’s an AI want redacted and maybe that’s an AI agent i don’t know seems like I stumbled agent i don’t know seems like I stumbled agent i don’t know seems like I stumbled upon a new agent anyways that’s all I upon a new agent anyways that’s all I upon a new agent anyways that’s all I got for today