More progress on the Event Scheduling AI Agent (Pomodoro technique)

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 17th 17th 17th 20125 all right I have another good 20125 all right I have another good 20125 all right I have another good update for today I will be demoing a bit update for today I will be demoing a bit update for today I will be demoing a bit more the event scheduling AI agent that more the event scheduling AI agent that more the event scheduling AI agent that I’ve been working on I’ve been working on I’ve been working on um but first my random story for today um but first my random story for today um but first my random story for today uh fast forward if you don’t want to uh fast forward if you don’t want to uh fast forward if you don’t want to hear it hear it hear it um yeah I wear this hat that I got this um yeah I wear this hat that I got this um yeah I wear this hat that I got this last year or a few months ago um I’m in last year or a few months ago um I’m in last year or a few months ago um I’m in a community called starter story uh you a community called starter story uh you a community called starter story uh you can go Google that it’s a can go Google that it’s a can go Google that it’s a community for entrepreneurs or aspiring community for entrepreneurs or aspiring community for entrepreneurs or aspiring entrepreneurs uh and there’s a bunch of entrepreneurs uh and there’s a bunch of entrepreneurs uh and there’s a bunch of case studies in there case studies in there case studies in there for um how successful companies became for um how successful companies became for um how successful companies became successful you know what did the successful you know what did the successful you know what did the founders do um it’s more geared towards founders do um it’s more geared towards founders do um it’s more geared towards um solo entrepreneurs or very very small um solo entrepreneurs or very very small um solo entrepreneurs or very very small teams like two PE two or three people teams like two PE two or three people teams like two PE two or three people not kind of bigger companies although not kind of bigger companies although not kind of bigger companies although some of some of some of them do become big companies obviously them do become big companies obviously them do become big companies obviously if if you’re successful enough so if if you’re successful enough so if if you’re successful enough so anyways part of the philosophy is you do anyways part of the philosophy is you do anyways part of the philosophy is you do deep work every day deep work every day deep work every day um and there’s like courses to help you um and there’s like courses to help you um and there’s like courses to help you get figure out how to actually build a get figure out how to actually build a get figure out how to actually build a successful um internet company so the successful um internet company so the successful um internet company so the philosophy of deep philosophy of deep philosophy of deep work uh has resonated with me for for work uh has resonated with me for for work uh has resonated with me for for many years now so I have worked remotely many years now so I have worked remotely many years now so I have worked remotely since 2015 so long before Co happened since 2015 so long before Co happened since 2015 so long before Co happened and it was it was an adjustment I I and it was it was an adjustment I I and it was it was an adjustment I I think a lot of people during Co got that think a lot of people during Co got that think a lot of people during Co got that rude awakening and had to figure out how rude awakening and had to figure out how rude awakening and had to figure out how to effectively work remotely uh very to effectively work remotely uh very to effectively work remotely uh very quickly it’s kind of a learning curve quickly it’s kind of a learning curve quickly it’s kind of a learning curve for me to learn how to like actually get for me to learn how to like actually get for me to learn how to like actually get done while working remote it done while working remote it done while working remote it actually not for everyone I think some actually not for everyone I think some actually not for everyone I think some people are better suited not doing Remo people are better suited not doing Remo people are better suited not doing Remo work but uh for me I loved it um and work but uh for me I loved it um and work but uh for me I loved it um and couple years into that journey I couple years into that journey I couple years into that journey I discovered pomodoros so it’s originally discovered pomodoros so it’s originally discovered pomodoros so it’s originally called pal Maduro because uh the guy who called pal Maduro because uh the guy who called pal Maduro because uh the guy who invented it used a little invented it used a little invented it used a little Italian uh kitchen timer that looks like Italian uh kitchen timer that looks like Italian uh kitchen timer that looks like a a a tomato and so he would set it for 25 tomato and so he would set it for 25 tomato and so he would set it for 25 minutes um so the idea is you you you minutes um so the idea is you you you minutes um so the idea is you you you have a task in mind and you focus on One have a task in mind and you focus on One have a task in mind and you focus on One Singular task like flat out only that Singular task like flat out only that Singular task like flat out only that one thing for that whole entire session one thing for that whole entire session one thing for that whole entire session of 25 minutes of 25 minutes of 25 minutes so uh no checking slack messages or your so uh no checking slack messages or your so uh no checking slack messages or your phone or Instagram or email like you phone or Instagram or email like you phone or Instagram or email like you have a specific test like for me okay have a specific test like for me okay have a specific test like for me okay I’m going to write unit tests for my AI I’m going to write unit tests for my AI I’m going to write unit tests for my AI agent um I set my timer and I only do agent um I set my timer and I only do agent um I set my timer and I only do that for that entire session of deep that for that entire session of deep that for that entire session of deep work you don’t do anything else um and work you don’t do anything else um and work you don’t do anything else um and then after that session you you take a then after that session you you take a then after that session you you take a break usually it’s five minutes but uh break usually it’s five minutes but uh break usually it’s five minutes but uh after a couple sessions it it goes up after a couple sessions it it goes up after a couple sessions it it goes up and you get like a long break 20 minutes and you get like a long break 20 minutes and you get like a long break 20 minutes you know there’s a kind of a simple you know there’s a kind of a simple you know there’s a kind of a simple algorithm there uh for algorithm there uh for algorithm there uh for me I for me I I 25 minutes is is just me I for me I I 25 minutes is is just me I for me I I 25 minutes is is just like way too short so over time I built like way too short so over time I built like way too short so over time I built up to 55 minutes to me this is The Sweet up to 55 minutes to me this is The Sweet up to 55 minutes to me this is The Sweet Spot because after 55 minutes my brain Spot because after 55 minutes my brain Spot because after 55 minutes my brain starts to wander and I’m like okay I I starts to wander and I’m like okay I I starts to wander and I’m like okay I I need just a little break here um so for need just a little break here um so for need just a little break here um so for me 55 minutes and then a fem minute me 55 minutes and then a fem minute me 55 minutes and then a fem minute break and then after two sessions uh a break and then after two sessions uh a break and then after two sessions uh a 25 minute break is is ideal that that 25 minute break is is ideal that that 25 minute break is is ideal that that works best for me so what this means is works best for me so what this means is works best for me so what this means is I have a goal okay for the day and I have a goal okay for the day and I have a goal okay for the day and and I go okay I want to get four and I go okay I want to get four and I go okay I want to get four Pomodoro sessions you know working on Pomodoro sessions you know working on Pomodoro sessions you know working on XYZ for the day so years ago uh when I XYZ for the day so years ago uh when I XYZ for the day so years ago uh when I was like a couple years into working was like a couple years into working was like a couple years into working remotely I discovered this okay and I remotely I discovered this okay and I remotely I discovered this okay and I was like my mind was blown by this and I was like my mind was blown by this and I was like my mind was blown by this and I was like I’m G to do uh eight hours of was like I’m G to do uh eight hours of was like I’m G to do uh eight hours of pomodora sessions you know 16 sessions pomodora sessions you know 16 sessions pomodora sessions you know 16 sessions on my Daye job on my Daye job on my Daye job uh I’m going to I’m going to kill it and uh I’m going to I’m going to kill it and uh I’m going to I’m going to kill it and I jumped right into it and I tried to do I jumped right into it and I tried to do I jumped right into it and I tried to do that because I’m like well you’re that because I’m like well you’re that because I’m like well you’re supposed to work eight hours a day so supposed to work eight hours a day so supposed to work eight hours a day so I’m going to do eight hours worth of I’m going to do eight hours worth of I’m going to do eight hours worth of pados that’s 16 pados that’s 16 pados that’s 16 uh Let Me Tell You Folks it does not uh Let Me Tell You Folks it does not uh Let Me Tell You Folks it does not work that way I mean I think I think work that way I mean I think I think work that way I mean I think I think that’s pretty obvious to anyone watching that’s pretty obvious to anyone watching that’s pretty obvious to anyone watching this this this um yes you’re supposed to work um yes you’re supposed to work um yes you’re supposed to work traditionally eight hours a day but traditionally eight hours a day but traditionally eight hours a day but nobody you’re not a computer you’re not nobody you’re not a computer you’re not nobody you’re not a computer you’re not you’re not an AI agent or whatever you you’re not an AI agent or whatever you you’re not an AI agent or whatever you cannot just sit there and focus do Focus cannot just sit there and focus do Focus cannot just sit there and focus do Focus work and like flat out for eight hours work and like flat out for eight hours work and like flat out for eight hours straight or you know I mean sure you get straight or you know I mean sure you get straight or you know I mean sure you get like a break for lunch or whatever I I like a break for lunch or whatever I I like a break for lunch or whatever I I discovered uh you could discovered uh you could discovered uh you could work you could you could work your full work you could you could work your full work you could you could work your full day very compressed into a small chunk day very compressed into a small chunk day very compressed into a small chunk of time and get just as much work done of time and get just as much work done of time and get just as much work done as everybody else so that’s what I did I as everybody else so that’s what I did I as everybody else so that’s what I did I started you know was working remote no started you know was working remote no started you know was working remote no one knows really how long I’m sitting one knows really how long I’m sitting one knows really how long I’m sitting there front the computer so I said I there front the computer so I said I there front the computer so I said I won’t say exactly I’m not going to say won’t say exactly I’m not going to say won’t say exactly I’m not going to say publicly not yet one day when I have publicly not yet one day when I have publicly not yet one day when I have like you money from my business like you money from my business like you money from my business then then I’ll say whatever I want but then then I’ll say whatever I want but then then I’ll say whatever I want but for now I’m gonna I’m not going to say for now I’m gonna I’m not going to say for now I’m gonna I’m not going to say exactly how many sessions or how many exactly how many sessions or how many exactly how many sessions or how many hours but uh let’s just say I was hours but uh let’s just say I was hours but uh let’s just say I was getting all my work done a little getting all my work done a little getting all my work done a little earlier than eight hours but but hear me earlier than eight hours but but hear me earlier than eight hours but but hear me up I up I up I I it’s not easy to work a concentrated I it’s not easy to work a concentrated I it’s not easy to work a concentrated like like let’s say like five hours like like like let’s say like five hours like like like let’s say like five hours like I got my goal is five hours five hours I got my goal is five hours five hours I got my goal is five hours five hours of deep concentrated work is a lot of deep concentrated work is a lot of deep concentrated work is a lot that’s more than most people actually that’s more than most people actually that’s more than most people actually get done in the day most people it’s get done in the day most people it’s get done in the day most people it’s like one or two Believe It or Not uh like one or two Believe It or Not uh like one or two Believe It or Not uh most like good knowledge workers most like good knowledge workers most like good knowledge workers software Engineers people who work you software Engineers people who work you software Engineers people who work you know doing stuff on the computer know doing stuff on the computer know doing stuff on the computer probably do about four um so I set probably do about four um so I set probably do about four um so I set myself a goal myself a goal myself a goal and every single day I showed up and got and every single day I showed up and got and every single day I showed up and got that got that number of pomodora that got that number of pomodora that got that number of pomodora sessions done and guess what the sessions done and guess what the sessions done and guess what the feedback always was every place I were feedback always was every place I were feedback always was every place I were oh you’re one of the most like um oh you’re one of the most like um oh you’re one of the most like um productive people at the company or on productive people at the company or on productive people at the company or on the team I always would hear stuff like the team I always would hear stuff like the team I always would hear stuff like that I’ve flat out been told to my that I’ve flat out been told to my that I’ve flat out been told to my face you you would just get more done face you you would just get more done face you you would just get more done than than most people here uh I’ve than than most people here uh I’ve than than most people here uh I’ve survived multiple layoff rounds and I survived multiple layoff rounds and I survived multiple layoff rounds and I would hear that like you they just don’t would hear that like you they just don’t would hear that like you they just don’t get as much done as you I live and die get as much done as you I live and die get as much done as you I live and die by Pomodoro it works for me it may not by Pomodoro it works for me it may not by Pomodoro it works for me it may not work for you but um give it a try if it work for you but um give it a try if it work for you but um give it a try if it sounds interesting I um I love it sounds interesting I um I love it sounds interesting I um I love it because it will because it will because it will remove guilt so hear me out if you are remove guilt so hear me out if you are remove guilt so hear me out if you are um an entrepreneur for example or you um an entrepreneur for example or you um an entrepreneur for example or you you have a day job and it’s remote and you have a day job and it’s remote and you have a day job and it’s remote and you know you’re at home and there’s not you know you’re at home and there’s not you know you’re at home and there’s not a clear division of like going to the a clear division of like going to the a clear division of like going to the office working go home and done if you office working go home and done if you office working go home and done if you don’t have that don’t have that don’t have that separation sometimes you can feel guilty separation sometimes you can feel guilty separation sometimes you can feel guilty you’re not working hard enough so the you’re not working hard enough so the you’re not working hard enough so the beautiful thing about it for me is you beautiful thing about it for me is you beautiful thing about it for me is you set that damn Pomodoro Timer and you set that damn Pomodoro Timer and you set that damn Pomodoro Timer and you have a very clear like oh I’m going to have a very clear like oh I’m going to have a very clear like oh I’m going to do like four sessions do like four sessions do like four sessions like five sessions like five sessions like five sessions whatever and if you get it done you can whatever and if you get it done you can whatever and if you get it done you can close the computer and you you don’t close the computer and you you don’t close the computer and you you don’t feel like you need to work more you hit feel like you need to work more you hit feel like you need to work more you hit your goal that’s a lot of goddamn work your goal that’s a lot of goddamn work your goal that’s a lot of goddamn work most people are not getting getting done most people are not getting getting done most people are not getting getting done and if they do they’ll do it one day and and if they do they’ll do it one day and and if they do they’ll do it one day and then not the next day and then one day then not the next day and then one day then not the next day and then one day and not the next day like consistently and not the next day like consistently and not the next day like consistently showing up every day and putting in showing up every day and putting in showing up every day and putting in those concentrated deep work hours those concentrated deep work hours those concentrated deep work hours that’s significant and you’re GNA you’re that’s significant and you’re GNA you’re that’s significant and you’re GNA you’re going to be one of the best people at going to be one of the best people at going to be one of the best people at the company or team showing up and the company or team showing up and the company or team showing up and working on something daily uh doing that working on something daily uh doing that working on something daily uh doing that you’ll you’ll be way ahead of the curve you’ll you’ll be way ahead of the curve you’ll you’ll be way ahead of the curve so um anyways uh I discovered that and so um anyways uh I discovered that and so um anyways uh I discovered that and I’ve done it ever since I’ve done it ever since I’ve done it ever since so uh the Deep B I’m about it now one so uh the Deep B I’m about it now one so uh the Deep B I’m about it now one last thing I’ll say about palador it’s last thing I’ll say about palador it’s last thing I’ll say about palador it’s okay to have a palador session where okay to have a palador session where okay to have a palador session where you’re answering email but that means to you’re answering email but that means to you’re answering email but that means to be like the only thing you’re doing for be like the only thing you’re doing for be like the only thing you’re doing for that whole session so anyways moving on that whole session so anyways moving on that whole session so anyways moving on um uh I did a good deep work session um uh I did a good deep work session um uh I did a good deep work session right right right now now now and actually I did too but you anyways and actually I did too but you anyways and actually I did too but you anyways um so the agent is is coming along um so the agent is is coming along um so the agent is is coming along nicely nicely nicely um I it’s actually working it’s actually um I it’s actually working it’s actually um I it’s actually working it’s actually giving me the real date and giving me the real date and giving me the real date and time um so let’s look at this really time um so let’s look at this really time um so let’s look at this really quickly look at when the quickly look at when the quickly look at when the AI with the llm when it gets this AI with the llm when it gets this AI with the llm when it gets this response it’s getting the email and it’s response it’s getting the email and it’s response it’s getting the email and it’s saying please add this to my calendar saying please add this to my calendar saying please add this to my calendar but look at there’s actually two dates but look at there’s actually two dates but look at there’s actually two dates and time here so it needs to um and time here so it needs to um and time here so it needs to um need to actually figure out what is the need to actually figure out what is the need to actually figure out what is the real one it actually did it here um it real one it actually did it here um it real one it actually did it here um it really it worked worked fantastically really it worked worked fantastically really it worked worked fantastically now this is in my calendar you when now this is in my calendar you when now this is in my calendar you when you’re working on an AI agent you have a you’re working on an AI agent you have a you’re working on an AI agent you have a few levers you got to kind of pull on um few levers you got to kind of pull on um few levers you got to kind of pull on um just to get this thing right and working just to get this thing right and working just to get this thing right and working perfectly the two main ones are perfectly the two main ones are perfectly the two main ones are obviously the prompt so the prompt is obviously the prompt so the prompt is obviously the prompt so the prompt is extremely important you have to write extremely important you have to write extremely important you have to write out a very detailed prompt uh hey give out a very detailed prompt uh hey give out a very detailed prompt uh hey give me Json give me text give me this thing me Json give me text give me this thing me Json give me text give me this thing uh give me this format give me these uh give me this format give me these uh give me this format give me these properties you need to very very clearly properties you need to very very clearly properties you need to very very clearly Define The Prompt and there’s a lot of Define The Prompt and there’s a lot of Define The Prompt and there’s a lot of gas when you’re making the prompt gas when you’re making the prompt gas when you’re making the prompt because um it may appear to be working because um it may appear to be working because um it may appear to be working but then there’s all these edge cases but then there’s all these edge cases but then there’s all these edge cases where it’s not actually working so it’s where it’s not actually working so it’s where it’s not actually working so it’s vital that you test it very heavily um vital that you test it very heavily um vital that you test it very heavily um so prompting and what goes in and out of so prompting and what goes in and out of so prompting and what goes in and out of the prompt is extremely important the prompt is extremely important the prompt is extremely important so uh these are levers this is the so uh these are levers this is the so uh these are levers this is the input and then you got an output that input and then you got an output that input and then you got an output that goes somewhere and you do something with goes somewhere and you do something with goes somewhere and you do something with that it’s very common to request Json that it’s very common to request Json that it’s very common to request Json and and have it spit out Json and you do and and have it spit out Json and you do and and have it spit out Json and you do something with Json and your code that’s something with Json and your code that’s something with Json and your code that’s what I’m doing for this agent um and what I’m doing for this agent um and what I’m doing for this agent um and then you of course you gotta not only then you of course you gotta not only then you of course you gotta not only get the prompt right but you got to also get the prompt right but you got to also get the prompt right but you got to also play around with the model because you play around with the model because you play around with the model because you have a lot of considerations have a lot of considerations have a lot of considerations cost cost cost speed uh maybe you need to actually speed uh maybe you need to actually speed uh maybe you need to actually stream the result for this use case I I stream the result for this use case I I stream the result for this use case I I have plenty of time to wait so speed have plenty of time to wait so speed have plenty of time to wait so speed isn’t that big of a deal for this use isn’t that big of a deal for this use isn’t that big of a deal for this use case but maybe you do need speed um cost case but maybe you do need speed um cost case but maybe you do need speed um cost is a huge one God damn AI apis are is a huge one God damn AI apis are is a huge one God damn AI apis are expensive um thank God there’s expensive um thank God there’s expensive um thank God there’s competition thank God it’s not only open competition thank God it’s not only open competition thank God it’s not only open AI or the price would be very high AI or the price would be very high AI or the price would be very high there’s stiff competition right now it’s there’s stiff competition right now it’s there’s stiff competition right now it’s for SE the prices down but some of the for SE the prices down but some of the for SE the prices down but some of the models are insanely expensive 01 and now models are insanely expensive 01 and now models are insanely expensive 01 and now uh there was just talk today the 03 is uh there was just talk today the 03 is uh there was just talk today the 03 is about to drop this is going to be so about to drop this is going to be so about to drop this is going to be so expensive so pricing is sometimes a huge expensive so pricing is sometimes a huge expensive so pricing is sometimes a huge factor in a lot of projects because what factor in a lot of projects because what factor in a lot of projects because what if you’re if you’re if you’re calling the llm a lot like what if it calling the llm a lot like what if it calling the llm a lot like what if it needs to like double check triple check needs to like double check triple check needs to like double check triple check and then call a bunch of stuff I’ve seen and then call a bunch of stuff I’ve seen and then call a bunch of stuff I’ve seen uh some some uh some some uh some some products where it calls an llm every few products where it calls an llm every few products where it calls an llm every few seconds so you the cost is a huge Factor seconds so you the cost is a huge Factor seconds so you the cost is a huge Factor there so it has to use like the mini uh there so it has to use like the mini uh there so it has to use like the mini uh models that are much quicker so you need models that are much quicker so you need models that are much quicker so you need to you need to play around a lot and and to you need to play around a lot and and to you need to play around a lot and and pull that lever up and down to figure pull that lever up and down to figure pull that lever up and down to figure out like how to get the agent to out like how to get the agent to out like how to get the agent to successfully and consistently give you successfully and consistently give you successfully and consistently give you the right thing you want um and you got the right thing you want um and you got the right thing you want um and you got to tweak The Prompt got tweak the inputs to tweak The Prompt got tweak the inputs to tweak The Prompt got tweak the inputs because sometimes it’s a matter of because sometimes it’s a matter of because sometimes it’s a matter of getting those inputs right you just getting those inputs right you just getting those inputs right you just cannot rely on Tex you have to like use cannot rely on Tex you have to like use cannot rely on Tex you have to like use real code to massage the uh the data real code to massage the uh the data real code to massage the uh the data coming the inputs into that prompt and coming the inputs into that prompt and coming the inputs into that prompt and get that right sometimes that’s that’s get that right sometimes that’s that’s get that right sometimes that’s that’s the magic trick is okay look I’m putting the magic trick is okay look I’m putting the magic trick is okay look I’m putting in I’m actually programmatically in I’m actually programmatically in I’m actually programmatically injecting a lot of real things and real injecting a lot of real things and real injecting a lot of real things and real examples uh so you got to play with examples uh so you got to play with examples uh so you got to play with those things in symptoms you got to those things in symptoms you got to those things in symptoms you got to tweak the settings on the model uh the tweak the settings on the model uh the tweak the settings on the model uh the temperature is a big one because you temperature is a big one because you temperature is a big one because you want it to be more deterministic you want it to be more deterministic you want it to be more deterministic you don’t want it to just just randomly keep don’t want it to just just randomly keep don’t want it to just just randomly keep spinning out different results you want spinning out different results you want spinning out different results you want it to be stricter and Tighter in the it to be stricter and Tighter in the it to be stricter and Tighter in the responses there’s various settings you responses there’s various settings you responses there’s various settings you might need to play around it it depends might need to play around it it depends might need to play around it it depends on your use case of course um so this is on your use case of course um so this is on your use case of course um so this is what I’ve done a lot of the last couple what I’ve done a lot of the last couple what I’ve done a lot of the last couple days is playing around I really wanted days is playing around I really wanted days is playing around I really wanted the uh GPT 40 mini to work because it’s the uh GPT 40 mini to work because it’s the uh GPT 40 mini to work because it’s just so damn fast and cheap uh it really just so damn fast and cheap uh it really just so damn fast and cheap uh it really is kind of in my opinion The Sweet Spot is kind of in my opinion The Sweet Spot is kind of in my opinion The Sweet Spot for a lot of task between cost speed and for a lot of task between cost speed and for a lot of task between cost speed and accuracy but it looks like I might have accuracy but it looks like I might have accuracy but it looks like I might have to go with a a slightly more expensive to go with a a slightly more expensive to go with a a slightly more expensive model I don’t know I need to I need to model I don’t know I need to I need to model I don’t know I need to I need to do more Benchmark testing um but how do do more Benchmark testing um but how do do more Benchmark testing um but how do you do the Benchmark testing you have to you do the Benchmark testing you have to you do the Benchmark testing you have to write a lot of tests you got to write a write a lot of tests you got to write a write a lot of tests you got to write a lot of automated tests or you’ve really lot of automated tests or you’ve really lot of automated tests or you’ve really thought through all the edge cases and thought through all the edge cases and thought through all the edge cases and you need a bunch of tests where you can you need a bunch of tests where you can you need a bunch of tests where you can just swap out just swap out just swap out model tweak The Prompt and make sure model tweak The Prompt and make sure model tweak The Prompt and make sure things are are are working according to things are are are working according to things are are are working according to the pl to how you think they should be the pl to how you think they should be the pl to how you think they should be working it can be tricky the these are working it can be tricky the these are working it can be tricky the these are all things you got to carefully balance all things you got to carefully balance all things you got to carefully balance so that’s what I’ve been working on um a so that’s what I’ve been working on um a so that’s what I’ve been working on um a lot and I tweaked a bunch of lot and I tweaked a bunch of lot and I tweaked a bunch of code uh based on putting the agent into code uh based on putting the agent into code uh based on putting the agent into my real code basis starting to use it I my real code basis starting to use it I my real code basis starting to use it I quickly saw like yeah I need to tweak a quickly saw like yeah I need to tweak a quickly saw like yeah I need to tweak a lot of things so that’s what I’ve been lot of things so that’s what I’ve been lot of things so that’s what I’ve been working on it’s coming along nicely I working on it’s coming along nicely I working on it’s coming along nicely I have almost all my tests passing uh in have almost all my tests passing uh in have almost all my tests passing uh in one or two different models So It’s one or two different models So It’s one or two different models So It’s Tricky it’s it’s not easy but that is Tricky it’s it’s not easy but that is Tricky it’s it’s not easy but that is exactly what I’m hoping to build is that exactly what I’m hoping to build is that exactly what I’m hoping to build is that this balances this balances this balances is uh achieved and I that’s that’s what is uh achieved and I that’s that’s what is uh achieved and I that’s that’s what I’m striving to teach people I do and I’m striving to teach people I do and I’m striving to teach people I do and agents I’m striving to build to have the agents I’m striving to build to have the agents I’m striving to build to have the that balance so all right that’s all I that balance so all right that’s all I that balance so all right that’s all I got for today um it is Friday happy got for today um it is Friday happy got for today um it is Friday happy Friday all it is a 3-day weekend for Friday all it is a 3-day weekend for Friday all it is a 3-day weekend for most people in the US so happy 3day most people in the US so happy 3day most people in the US so happy 3day weekend