How I'm building my AI Agents (Warm Winter)

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 January build and public log it’s January build and public log it’s January 24th 24th 24th 2025 I’m excited to share my update with 2025 I’m excited to share my update with 2025 I’m excited to share my update with you all today because I think this is you all today because I think this is you all today because I think this is going to illustrate and bring home what going to illustrate and bring home what going to illustrate and bring home what it takes to build uh an actually it takes to build uh an actually it takes to build uh an actually effective non hype bullshitty agent uh effective non hype bullshitty agent uh effective non hype bullshitty agent uh or at least my take on it so hopefully or at least my take on it so hopefully or at least my take on it so hopefully this is valuable so I have a diagram this is valuable so I have a diagram this is valuable so I have a diagram here that illustrates here that illustrates here that illustrates uh what I’m trying to do and kind of why uh what I’m trying to do and kind of why uh what I’m trying to do and kind of why it’s hard I think you’ll you’ll see it’s hard I think you’ll you’ll see it’s hard I think you’ll you’ll see pretty pretty pretty soon uh so I’ve been working on soon uh so I’ve been working on soon uh so I’ve been working on the event the event the event scheduling AI scheduling AI scheduling AI agent and agent and agent and essentially what is the output the essentially what is the output the essentially what is the output the output is uh many things because I want output is uh many things because I want output is uh many things because I want this to be like plug andplay into any this to be like plug andplay into any this to be like plug andplay into any any project but essentially you’re any project but essentially you’re any project but essentially you’re creating a meeting invite that could go creating a meeting invite that could go creating a meeting invite that could go in a calendar that’s essentially what it in a calendar that’s essentially what it in a calendar that’s essentially what it is the goal is for it to do is the goal is for it to do is the goal is for it to do so a a new request comes in so a request so a a new request comes in so a request so a a new request comes in so a request meaning you call the thing and you say meaning you call the thing and you say meaning you call the thing and you say run here’s here’s some data here’s some run here’s here’s some data here’s some run here’s here’s some data here’s some text like a prompt like for example uh text like a prompt like for example uh text like a prompt like for example uh schedule a schedule a schedule a meeting tomorrow at 2 meeting tomorrow at 2 meeting tomorrow at 2 p.m uh to this p.m uh to this p.m uh to this discuss next discuss next discuss next steps and by the way add this steps and by the way add this steps and by the way add this person you know person you know person you know Steve example.com so that’s all you Steve example.com so that’s all you Steve example.com so that’s all you could just send it could just send it could just send it that now it gets that request and of that now it gets that request and of that now it gets that request and of course it gets sent and routed to an course it gets sent and routed to an course it gets sent and routed to an llm that is configurable of course you llm that is configurable of course you llm that is configurable of course you can you can specify exactly which one can you can specify exactly which one can you can specify exactly which one but there’s a a sensible default that but there’s a a sensible default that but there’s a a sensible default that tries to balance tries to balance tries to balance quality and quality and quality and cost there is you got to validate it you cost there is you got to validate it you cost there is you got to validate it you you I mean ideally you should validate you I mean ideally you should validate you I mean ideally you should validate some people might not do that but some people might not do that but some people might not do that but ideally you validate it I’m I’m working ideally you validate it I’m I’m working ideally you validate it I’m I’m working on that I’m trying to get that on that I’m trying to get that on that I’m trying to get that validation right that’s what I’m working validation right that’s what I’m working validation right that’s what I’m working on right now which I’ll get to you in a on right now which I’ll get to you in a on right now which I’ll get to you in a minute but you validate it and go okay minute but you validate it and go okay minute but you validate it and go okay hey is this like a real event is it hey is this like a real event is it hey is this like a real event is it valid is there like you know any is valid is there like you know any is valid is there like you know any is there any errors or exceptions um there any errors or exceptions um there any errors or exceptions um if it’s not if it’s not if it’s not right go ahead and give it a give it a right go ahead and give it a give it a right go ahead and give it a give it a retry now one important thing that retry now one important thing that retry now one important thing that people do a mistake really that people people do a mistake really that people people do a mistake really that people do with uh some agents that people are do with uh some agents that people are do with uh some agents that people are building they don’t factor in they they building they don’t factor in they they building they don’t factor in they they just want to get it right like we have just want to get it right like we have just want to get it right like we have to get the quality right uh retry to get the quality right uh retry to get the quality right uh retry retry but what if it’s just too goddamn retry but what if it’s just too goddamn retry but what if it’s just too goddamn expensive what if it was a like expensive what if it was a like expensive what if it was a like are you controlling like how many tokens are you controlling like how many tokens are you controlling like how many tokens it’s going to be are you controlling how it’s going to be are you controlling how it’s going to be are you controlling how many tokens it’s going to Output you got many tokens it’s going to Output you got many tokens it’s going to Output you got to be mindful of the cost so what what to be mindful of the cost so what what to be mindful of the cost so what what I’m working on I’m working on I’m working on is okay retry as long as it’s not too is okay retry as long as it’s not too is okay retry as long as it’s not too expensive which for this use case no I expensive which for this use case no I expensive which for this use case no I doubt it will but you should probably doubt it will but you should probably doubt it will but you should probably have a a c there have a a c there have a a c there set so okay try but like how many times set so okay try but like how many times set so okay try but like how many times do it R do it R do it R try so you want to think about those try so you want to think about those try so you want to think about those things how many times do you want to things how many times do you want to things how many times do you want to retry but not just that but with cost so retry but not just that but with cost so retry but not just that but with cost so you should probably have a in my opinion you should probably have a in my opinion you should probably have a in my opinion a fixed number of retries three is a fixed number of retries three is a fixed number of retries three is probably common a Max of three and as probably common a Max of three and as probably common a Max of three and as long as the cost isn’t past a certain long as the cost isn’t past a certain long as the cost isn’t past a certain point and of course this varies with point and of course this varies with point and of course this varies with which model you’re using and you know which model you’re using and you know which model you’re using and you know how you’re doing how you’re doing how you’re doing that that that so have it retry so have it retry so have it retry if it doesn’t pass your test in in the if it doesn’t pass your test in in the if it doesn’t pass your test in in the format that you format that you format that you want then just go ahead and fall back want then just go ahead and fall back want then just go ahead and fall back you’re you’re going to have to try to you’re you’re going to have to try to you’re you’re going to have to try to fall back so in I in my opinion the very fall back so in I in my opinion the very fall back so in I in my opinion the very best agents the secret sauce is not just best agents the secret sauce is not just best agents the secret sauce is not just using AI it’s that like hybrid approach using AI it’s that like hybrid approach using AI it’s that like hybrid approach of you have a lot of to be blunt like of you have a lot of to be blunt like of you have a lot of to be blunt like good code like good good code that will good code like good good code that will good code like good good code that will massage that massage that massage that data on the input and the output so in data on the input and the output so in data on the input and the output so in my opinion the best agent is one that my opinion the best agent is one that my opinion the best agent is one that tries to lean on the llm as least as tries to lean on the llm as least as tries to lean on the llm as least as possible why to it’s expensive okay possible why to it’s expensive okay possible why to it’s expensive okay prices have fallen competition stiff prices have fallen competition stiff prices have fallen competition stiff yeah yeah yeah yada yada yada it’s yeah yeah yeah yada yada yada it’s yeah yeah yeah yada yada yada it’s getting better it’s getting cheaper it’s getting better it’s getting cheaper it’s getting better it’s getting cheaper it’s still for an API endpoint goddamn still for an API endpoint goddamn still for an API endpoint goddamn expensive like brutally expensive so the expensive like brutally expensive so the expensive like brutally expensive so the the the more you could do to minimize the the more you could do to minimize the the more you could do to minimize the inputs and especially the outputs the inputs and especially the outputs the inputs and especially the outputs people just are fixated on the those people just are fixated on the those people just are fixated on the those tokens going in but if you look at the tokens going in but if you look at the tokens going in but if you look at the pricing uh a lot of these models it you pricing uh a lot of these models it you pricing uh a lot of these models it you get murdered on the output not the input get murdered on the output not the input get murdered on the output not the input the input is a lot cheaper so the best the input is a lot cheaper so the best the input is a lot cheaper so the best agents in my opinion do all they can agents in my opinion do all they can agents in my opinion do all they can with real code as much as possible in with real code as much as possible in with real code as much as possible in have that have this layer be as little have that have this layer be as little have that have this layer be as little and thin as possible but this is also and thin as possible but this is also and thin as possible but this is also the Secret Sauce that makes the thing the Secret Sauce that makes the thing the Secret Sauce that makes the thing really work but do your best use as much really work but do your best use as much really work but do your best use as much real code as you can I’m not saying real code as you can I’m not saying real code as you can I’m not saying don’t avoid it then it’s not really an don’t avoid it then it’s not really an don’t avoid it then it’s not really an eii agent but try to try to minimize it eii agent but try to try to minimize it eii agent but try to try to minimize it as much as you can so if it retries or as much as you can so if it retries or as much as you can so if it retries or the costs get too high and it’s just not the costs get too high and it’s just not the costs get too high and it’s just not figuring it out you want a fall back so figuring it out you want a fall back so figuring it out you want a fall back so I’m working on the fallback that’s what I’m working on the fallback that’s what I’m working on the fallback that’s what I’m that’s what I’m working on right I’m that’s what I’m working on right I’m that’s what I’m working on right now having a solid fallback so no you now having a solid fallback so no you now having a solid fallback so no you know what this goddamn thing and just know what this goddamn thing and just know what this goddamn thing and just like couldn’t figure it like couldn’t figure it like couldn’t figure it out go have a sense of have real C well out go have a sense of have real C well out go have a sense of have real C well by fallback I mean real code not not by fallback I mean real code not not by fallback I mean real code not not using the llm like take take what it using the llm like take take what it using the llm like take take what it gave you and and you’re gonna have to gave you and and you’re gonna have to gave you and and you’re gonna have to brute force and run code and and figure brute force and run code and and figure brute force and run code and and figure out uh with like red Jes or whatever the out uh with like red Jes or whatever the out uh with like red Jes or whatever the hell like in in this example you’re GNA hell like in in this example you’re GNA hell like in in this example you’re GNA be using red Jes and whatnot but use be using red Jes and whatnot but use be using red Jes and whatnot but use real code uh try to try to salvage what real code uh try to try to salvage what real code uh try to try to salvage what you can from what the llm gave you and you can from what the llm gave you and you can from what the llm gave you and fall back um and do your best and here fall back um and do your best and here fall back um and do your best and here is here’s where I want to get to so why is here’s where I want to get to so why is here’s where I want to get to so why does it take me it’s taking me a long does it take me it’s taking me a long does it take me it’s taking me a long time to build this agent why because I’m time to build this agent why because I’m time to build this agent why because I’m I’m trying to work through the best way I’m trying to work through the best way I’m trying to work through the best way the best pattern and best way to do all the best pattern and best way to do all the best pattern and best way to do all this because this is like my my big this because this is like my my big this because this is like my my big starting point because I’m going to have starting point because I’m going to have starting point because I’m going to have a list of agents that I’m building and I a list of agents that I’m building and I a list of agents that I’m building and I want to basically come up with the want to basically come up with the want to basically come up with the pattern the template so I can use that pattern the template so I can use that pattern the template so I can use that and just build other agents on top of and just build other agents on top of and just build other agents on top of that pattern and best practice so that’s that pattern and best practice so that’s that pattern and best practice so that’s what’s taking me so long there’s a lot what’s taking me so long there’s a lot what’s taking me so long there’s a lot of R&D work it’s just not just hammering of R&D work it’s just not just hammering of R&D work it’s just not just hammering up if if it wasn’t any of this R&D work up if if it wasn’t any of this R&D work up if if it wasn’t any of this R&D work and it was just get something done that and it was just get something done that and it was just get something done that works I’d be done already but trying to works I’d be done already but trying to works I’d be done already but trying to get this piece that I’m going to go over get this piece that I’m going to go over get this piece that I’m going to go over right now figured out and right now figured out and right now figured out and implemented so here’s where I want to go implemented so here’s where I want to go implemented so here’s where I want to go and I love this um if I can pull it off and I love this um if I can pull it off and I love this um if I can pull it off it’s going to be magical and I think it’s going to be magical and I think it’s going to be magical and I think I’ll be really on the bleeding edge of I’ll be really on the bleeding edge of I’ll be really on the bleeding edge of what what what is what people are doing what what what is what people are doing what what what is what people are doing with ag of which I’m not here to to just with ag of which I’m not here to to just with ag of which I’m not here to to just do what everybody else is doing I I’m do what everybody else is doing I I’m do what everybody else is doing I I’m here to try to push the envelope and and here to try to push the envelope and and here to try to push the envelope and and be in the blading Edge because that’s so be in the blading Edge because that’s so be in the blading Edge because that’s so boring to to not do that in my opinion boring to to not do that in my opinion boring to to not do that in my opinion so if it’s not so if it’s not so if it’s not valid it goes and it valid it goes and it valid it goes and it logs the the errors so if there’s errors logs the the errors so if there’s errors logs the the errors so if there’s errors like if there’s you know because think like if there’s you know because think like if there’s you know because think about it twice it didn’t pass the about it twice it didn’t pass the about it twice it didn’t pass the validation so number one log those validation so number one log those validation so number one log those errors um and ideally there is some kind and ideally there is some kind and ideally there is some kind of database or uh you know some of database or uh you know some of database or uh you know some somewhere where you’re storing the error somewhere where you’re storing the error somewhere where you’re storing the error so you have like a so you have like a so you have like a big hell maybe it’s just a log like big hell maybe it’s just a log like big hell maybe it’s just a log like somewhere like maybe it’s a server log somewhere like maybe it’s a server log somewhere like maybe it’s a server log wherever there needs to be somewhere wherever there needs to be somewhere wherever there needs to be somewhere that you’re updating this this um cat that you’re updating this this um cat that you’re updating this this um cat catalog or database of Errors so what catalog or database of Errors so what catalog or database of Errors so what are the you’re saying log them and and are the you’re saying log them and and are the you’re saying log them and and be able to keep track like for example be able to keep track like for example be able to keep track like for example cry I talked about in another video cry cry I talked about in another video cry cry I talked about in another video cry whatever anywhere figure figure this whatever anywhere figure figure this whatever anywhere figure figure this piece out I’m I’m actually trying to piece out I’m I’m actually trying to piece out I’m I’m actually trying to figure this piece out because again I figure this piece out because again I figure this piece out because again I want this to be droppable into a pro a want this to be droppable into a pro a want this to be droppable into a pro a project and you need to make it flexible project and you need to make it flexible project and you need to make it flexible and give sensible options so people can and give sensible options so people can and give sensible options so people can uh record the errors and see and then uh record the errors and see and then uh record the errors and see and then what my my dream is uh to what my my dream is uh to what my my dream is uh to have an have an have an agent that’s a mini agent that’s in here agent that’s a mini agent that’s in here agent that’s a mini agent that’s in here in all my agents that does a weekly in all my agents that does a weekly in all my agents that does a weekly analysis so it sees all the errors ah analysis so it sees all the errors ah analysis so it sees all the errors ah okay like 30% failed and it and it okay like 30% failed and it and it okay like 30% failed and it and it actually looks it over using an llm and actually looks it over using an llm and actually looks it over using an llm and and figures out okay why what’s the and figures out okay why what’s the and figures out okay why what’s the problem here’s the code um here here’s problem here’s the code um here here’s problem here’s the code um here here’s the catalog of the the errors from the the catalog of the the errors from the the catalog of the the errors from the last week why why is it failing and of last week why why is it failing and of last week why why is it failing and of course use like the very best model for course use like the very best model for course use like the very best model for that you know like 01 or 03 or whatever that you know like 01 or 03 or whatever that you know like 01 or 03 or whatever the you know a deep seek R1 whatever the the you know a deep seek R1 whatever the the you know a deep seek R1 whatever the the best way to analyze because you know the best way to analyze because you know the best way to analyze because you know it’s something that’s going to run once it’s something that’s going to run once it’s something that’s going to run once kind of thing not run over and over kind of thing not run over and over kind of thing not run over and over again do this weekly record all week do again do this weekly record all week do again do this weekly record all week do this weekly and then whoop I I’ll get to this weekly and then whoop I I’ll get to this weekly and then whoop I I’ll get to this this this so what if it does succeed let’s let’s so what if it does succeed let’s let’s so what if it does succeed let’s let’s get to that really quick obviously get to that really quick obviously get to that really quick obviously create the calendar calendar event but create the calendar calendar event but create the calendar calendar event but also the S the the the metrics the also the S the the the metrics the also the S the the the metrics the success how much did it cost how many re success how much did it cost how many re success how much did it cost how many re CES what is the percentage you you want CES what is the percentage you you want CES what is the percentage you you want to try to unbiasedly capture the as many to try to unbiasedly capture the as many to try to unbiasedly capture the as many metrics as you can what failed how how metrics as you can what failed how how metrics as you can what failed how how much did it fail you really want to nail much did it fail you really want to nail much did it fail you really want to nail down that what is success and what is down that what is success and what is down that what is success and what is failure part like what what what is a failure part like what what what is a failure part like what what what is a success what is a failure if it just success what is a failure if it just success what is a failure if it just like doesn’t get one thing right how like doesn’t get one thing right how like doesn’t get one thing right how half the time is it still a success I half the time is it still a success I half the time is it still a success I don’t know you need to figure that out don’t know you need to figure that out don’t know you need to figure that out so you you must log this and again store so you you must log this and again store so you you must log this and again store this with the updates you don’t want to this with the updates you don’t want to this with the updates you don’t want to just focus on oh yeah it passed it’s just focus on oh yeah it passed it’s just focus on oh yeah it passed it’s successful you want to focus on both so successful you want to focus on both so successful you want to focus on both so my dream for this my dream for this my dream for this part I don’t think I’m going to get part I don’t think I’m going to get part I don’t think I’m going to get there this week put it that way but my there this week put it that way but my there this week put it that way but my dream is this for all my agents that I dream is this for all my agents that I dream is this for all my agents that I built okay it runs daily maybe or built okay it runs daily maybe or built okay it runs daily maybe or whatever you know maybe it’s like hourly whatever you know maybe it’s like hourly whatever you know maybe it’s like hourly maybe it’s like it only runs a couple maybe it’s like it only runs a couple maybe it’s like it only runs a couple times a week or maybe once a week every times a week or maybe once a week every times a week or maybe once a week every time you collect all these you collect time you collect all these you collect time you collect all these you collect successes and errors you you collect successes and errors you you collect successes and errors you you collect cost all the things um in timing too cost all the things um in timing too cost all the things um in timing too sometimes you just need like how long is sometimes you just need like how long is sometimes you just need like how long is that how long is that llm taking maybe that how long is that llm taking maybe that how long is that llm taking maybe it’s maybe that one’s just too damn slow it’s maybe that one’s just too damn slow it’s maybe that one’s just too damn slow um maybe you need to switch to a mini um maybe you need to switch to a mini um maybe you need to switch to a mini just something faster maybe you’re using just something faster maybe you’re using just something faster maybe you’re using open router and that sucks you need to open router and that sucks you need to open router and that sucks you need to just use open AI you need to col just use open AI you need to col just use open AI you need to col those on every run so you can obviously those on every run so you can obviously those on every run so you can obviously look and and figure these things out so look and and figure these things out so look and and figure these things out so there’s this weekly analysis that there’s this weekly analysis that there’s this weekly analysis that happens where and maybe maybe at first happens where and maybe maybe at first happens where and maybe maybe at first that analysis is just you looking at that analysis is just you looking at that analysis is just you looking at logs or a dashboard I don’t know I’m logs or a dashboard I don’t know I’m logs or a dashboard I don’t know I’m trying again I’m trying this is these trying again I’m trying this is these trying again I’m trying this is these are the things I’m trying to work are the things I’m trying to work are the things I’m trying to work through but there needs to be a weekly through but there needs to be a weekly through but there needs to be a weekly analysis and let me tell you I am God analysis and let me tell you I am God analysis and let me tell you I am God damn lazy you’re already building agents damn lazy you’re already building agents damn lazy you’re already building agents why would you do it yourself just how why would you do it yourself just how why would you do it yourself just how the llm do it obviously so how the LM do the llm do it obviously so how the LM do the llm do it obviously so how the LM do it and diagnose the problem hey here’s it and diagnose the problem hey here’s it and diagnose the problem hey here’s the code here are the errors what’s the code here are the errors what’s the code here are the errors what’s going on and my dream which I’m aiming going on and my dream which I’m aiming going on and my dream which I’m aiming to get to with my website agents code my to get to with my website agents code my to get to with my website agents code my dream here which ignore this landing dream here which ignore this landing dream here which ignore this landing page it’s a work in progress my dream page it’s a work in progress my dream page it’s a work in progress my dream here with this website is to offer here with this website is to offer here with this website is to offer this this is my dream this is my Nora this this is my dream this is my Nora this this is my dream this is my Nora this is where I’m headed towards so you this is where I’m headed towards so you this is where I’m headed towards so you got the weekly analysis from the from got the weekly analysis from the from got the weekly analysis from the from the AI like it really crunches it and the AI like it really crunches it and the AI like it really crunches it and thinks it through ah okay I see you’re thinks it through ah okay I see you’re thinks it through ah okay I see you’re getting that error because of maybe getting that error because of maybe getting that error because of maybe maybe you need to focus on the the maybe you need to focus on the the maybe you need to focus on the the fallback maybe there’s a problem with fallback maybe there’s a problem with fallback maybe there’s a problem with your validation maybe it’s your prompt I your validation maybe it’s your prompt I your validation maybe it’s your prompt I don’t know but have it tell you and then don’t know but have it tell you and then don’t know but have it tell you and then my dream is for it to build the changes my dream is for it to build the changes my dream is for it to build the changes in the code like it opens a in the code like it opens a in the code like it opens a PR and it’s like hey let’s I think I PR and it’s like hey let’s I think I PR and it’s like hey let’s I think I think here are the changes let’s try it think here are the changes let’s try it think here are the changes let’s try it out and then roll it out to like half out and then roll it out to like half out and then roll it out to like half the people do ab test it is it better the people do ab test it is it better the people do ab test it is it better oops no it’s not better go back okay oops no it’s not better go back okay oops no it’s not better go back okay roll it back is it better oh yeah way roll it back is it better oh yeah way roll it back is it better oh yeah way better then roll it up to everybody better then roll it up to everybody better then roll it up to everybody who’s using this agent this is my dream who’s using this agent this is my dream who’s using this agent this is my dream yeah obviously you’re going to need to yeah obviously you’re going to need to yeah obviously you’re going to need to notify everybody of the change um or notify everybody of the change um or notify everybody of the change um or maybe you just do behind the scenes I maybe you just do behind the scenes I maybe you just do behind the scenes I don’t know I’m trying to figure that don’t know I’m trying to figure that don’t know I’m trying to figure that out uh for me out uh for me out uh for me no we’re not going to do no we’re not going to do no we’re not going to do this we’re not going to have it just this we’re not going to have it just this we’re not going to have it just automatically do it it needs to be a automatically do it it needs to be a automatically do it it needs to be a pull wck I I want to be the human and pull wck I I want to be the human and pull wck I I want to be the human and the mix but my dream is to get to the the mix but my dream is to get to the the mix but my dream is to get to the point where I just point where I just point where I just look at a pull request maybe pull down look at a pull request maybe pull down look at a pull request maybe pull down the code and and run it myself see the the code and and run it myself see the the code and and run it myself see the unit test see all the tests give it a unit test see all the tests give it a unit test see all the tests give it a good give it a good look over maybe good give it a good look over maybe good give it a good look over maybe Hammer Hammer away and maybe update some Hammer Hammer away and maybe update some Hammer Hammer away and maybe update some tests but at least at the very least I tests but at least at the very least I tests but at least at the very least I want to look at it and go yes no want to look at it and go yes no want to look at it and go yes no give it some give it some give it some feedback opens opens new PR or updates. feedback opens opens new PR or updates. feedback opens opens new PR or updates. PR and then I get and then I push the PR and then I get and then I push the PR and then I get and then I push the like go yes button okay done so this is like go yes button okay done so this is like go yes button okay done so this is what I’m trying to get to what I’m trying to get to what I’m trying to get to I I know it’s very ambitious and there’s I I know it’s very ambitious and there’s I I know it’s very ambitious and there’s entire startups and companies who that entire startups and companies who that entire startups and companies who that they’re trying to build this this this they’re trying to build this this this they’re trying to build this this this is what they’re they’re building a whole is what they’re they’re building a whole is what they’re they’re building a whole framework for this so my goal is framework for this so my goal is framework for this so my goal is to this week by this weekend see here’s to this week by this weekend see here’s to this week by this weekend see here’s the thing with the with I’m gonna the thing with the with I’m gonna the thing with the with I’m gonna be I’m gonna give I’m gonna be real with be I’m gonna give I’m gonna be real with be I’m gonna give I’m gonna be real with you you could work on this for like a you you could work on this for like a you you could work on this for like a year you can just build build build year you can just build build build year you can just build build build iterate iterate test test test build iterate iterate test test test build iterate iterate test test test build build build and not ship uh and just be build build and not ship uh and just be build build and not ship uh and just be one of those people who doesn’t actually one of those people who doesn’t actually one of those people who doesn’t actually ship and just endlessly Tinkers I don’t ship and just endlessly Tinkers I don’t ship and just endlessly Tinkers I don’t want to be a tinker tinker be that that want to be a tinker tinker be that that want to be a tinker tinker be that that person I want to be the guy that ships person I want to be the guy that ships person I want to be the guy that ships and makes money and actually adds value and makes money and actually adds value and makes money and actually adds value so what I’m going to do is is I’m going so what I’m going to do is is I’m going so what I’m going to do is is I’m going to to to work until all this weekend for the rest work until all this weekend for the rest work until all this weekend for the rest of the week on getting this part of the week on getting this part of the week on getting this part done get this done get this done get this done uh I’m not going this part done uh I’m not going this part done uh I’m not going this part obviously works I’ll I’ll do some basic obviously works I’ll I’ll do some basic obviously works I’ll I’ll do some basic stuff here but this this part I’m gonna stuff here but this this part I’m gonna stuff here but this this part I’m gonna I’m G to hold off on this is not this I’m G to hold off on this is not this I’m G to hold off on this is not this week I need to get this thing week I need to get this thing week I need to get this thing shipped I need to get this good enough I shipped I need to get this good enough I shipped I need to get this good enough I need to get is added to AI chat need to get is added to AI chat need to get is added to AI chat email and then I’ll come back and figure email and then I’ll come back and figure email and then I’ll come back and figure this piece out and maybe maybe this piece out and maybe maybe this piece out and maybe maybe especially this bottom part maybe this especially this bottom part maybe this especially this bottom part maybe this is just like that’s my goal I’m G to is just like that’s my goal I’m G to is just like that’s my goal I’m G to slowly slowly work towards that in the slowly slowly work towards that in the slowly slowly work towards that in the next three next three next three months uh we’ll see because I really months uh we’ll see because I really months uh we’ll see because I really want to get that right and I don’t think want to get that right and I don’t think want to get that right and I don’t think it’s not as easy as it sounds like I it’s not as easy as it sounds like I it’s not as easy as it sounds like I don’t care what anyone says getting this don’t care what anyone says getting this don’t care what anyone says getting this right it’s going to take a little bit of right it’s going to take a little bit of right it’s going to take a little bit of work so and I want to get it right not work so and I want to get it right not work so and I want to get it right not just for me for anybody who is one of just for me for anybody who is one of just for me for anybody who is one of these agents so uh I’m going to get this these agents so uh I’m going to get this these agents so uh I’m going to get this thing shipped this thing shipped this thing shipped this weekend and we’ll get those other pieces weekend and we’ll get those other pieces weekend and we’ll get those other pieces as we go along so it’s crazy crazy nice as we go along so it’s crazy crazy nice as we go along so it’s crazy crazy nice here uh right now and for winter it’s here uh right now and for winter it’s here uh right now and for winter it’s sunny I just went out for a a nice walk sunny I just went out for a a nice walk sunny I just went out for a a nice walk it’s above average but I I remember when it’s above average but I I remember when it’s above average but I I remember when I went to the Canary I went to the Canary I went to the Canary Islands uh the Canary Islands are are Islands uh the Canary Islands are are Islands uh the Canary Islands are are famous because it has the best weather famous because it has the best weather famous because it has the best weather of any like location on the globe like of any like location on the globe like of any like location on the globe like all year round like 20 3 three 65 days all year round like 20 3 three 65 days all year round like 20 3 three 65 days out of the year the weather is like out of the year the weather is like out of the year the weather is like ridiculously nice like uh 72 degrees in ridiculously nice like uh 72 degrees in ridiculously nice like uh 72 degrees in Sunny 23 to 25 degrees Celsius Sunny Sunny 23 to 25 degrees Celsius Sunny Sunny 23 to 25 degrees Celsius Sunny like year round doesn’t get cold at like year round doesn’t get cold at like year round doesn’t get cold at night not as cold as it does here night not as cold as it does here night not as cold as it does here doesn’t get that cold I remember I went doesn’t get that cold I remember I went doesn’t get that cold I remember I went there in the winter and I was like this there in the winter and I was like this there in the winter and I was like this is scary nice like there must be is scary nice like there must be is scary nice like there must be something wrong here why is it so so something wrong here why is it so so something wrong here why is it so so nice uh you go to the beach and you know nice uh you go to the beach and you know nice uh you go to the beach and you know millions of people just everyone sitting millions of people just everyone sitting millions of people just everyone sitting outside eating drinking outside hanging outside eating drinking outside hanging outside eating drinking outside hanging out at the beach I was like this is this out at the beach I was like this is this out at the beach I was like this is this is heaven like this is so nice such is heaven like this is so nice such is heaven like this is so nice such crazy crazy nice weather um I was blown crazy crazy nice weather um I was blown crazy crazy nice weather um I was blown away by by the crazy nice weather and away by by the crazy nice weather and away by by the crazy nice weather and they are like it’s like this every day they are like it’s like this every day they are like it’s like this every day summer winter fall there’s no season summer winter fall there’s no season summer winter fall there’s no season there’s no season there’s like uh it there’s no season there’s like uh it there’s no season there’s like uh it kind of rains and it’s a little slightly kind of rains and it’s a little slightly kind of rains and it’s a little slightly warmer and then this like that’s wild warmer and then this like that’s wild warmer and then this like that’s wild can you imagine not having a season like can you imagine not having a season like can you imagine not having a season like it’s just the it’s just the it’s just the same weather like you have a narrow band same weather like you have a narrow band same weather like you have a narrow band of weather like all year around that I of weather like all year around that I of weather like all year around that I mean I I I kind of think I’d get sick of mean I I I kind of think I’d get sick of mean I I I kind of think I’d get sick of it I know that sounds weird but I don’t it I know that sounds weird but I don’t it I know that sounds weird but I don’t know I kind of need a little bit of know I kind of need a little bit of know I kind of need a little bit of variety I kind of like it when it feels variety I kind of like it when it feels variety I kind of like it when it feels like it’s fall or winter I don’t like like it’s fall or winter I don’t like like it’s fall or winter I don’t like too cold I don’t like too hot but that’s too cold I don’t like too hot but that’s too cold I don’t like too hot but that’s just that freak me out I don’t know why just that freak me out I don’t know why just that freak me out I don’t know why that just just perfect weather all year that just just perfect weather all year that just just perfect weather all year around I don’t know if I could live around I don’t know if I could live around I don’t know if I could live there all year maybe like a second house there all year maybe like a second house there all year maybe like a second house or something which a lot of people do or something which a lot of people do or something which a lot of people do but it’s cool really cool crazy Islands but it’s cool really cool crazy Islands but it’s cool really cool crazy Islands uh check it out if you ever get the uh check it out if you ever get the uh check it out if you ever get the chance to go there is really interesting chance to go there is really interesting chance to go there is really interesting to go there uh there’s a lot of volcanic to go there uh there’s a lot of volcanic to go there uh there’s a lot of volcanic activity in the past so one island is activity in the past so one island is activity in the past so one island is just like covered in lava rock and just like covered in lava rock and just like covered in lava rock and pretty pretty interesting place and it’s pretty pretty interesting place and it’s pretty pretty interesting place and it’s weird that it’s like you’re almost like weird that it’s like you’re almost like weird that it’s like you’re almost like in Africa but Spain and in Africa but Spain and in Africa but Spain and anyways all right I hope this was anyways all right I hope this was anyways all right I hope this was helpful and if you like this kind of helpful and if you like this kind of helpful and if you like this kind of content content content please please do me a favor and please please do me a favor and please please do me a favor and comment AI agents in the comments it comment AI agents in the comments it comment AI agents in the comments it helps algorithm a lot uh and let me know helps algorithm a lot uh and let me know helps algorithm a lot uh and let me know is this useful do you want more of this is this useful do you want more of this is this useful do you want more of this kind of thing uh let me know in the kind of thing uh let me know in the kind of thing uh let me know in the comments thank you see you tomorrow