Claude Code Agentic OS = UNSTOPPABLE

CChase AI
Computing/SoftwareSmall Business/StartupsManagementInternet Technology

Transcript

00:00:00Do you need a Clod Code powered agentic OS?
00:00:03As agentic coding tools like Clod Code
00:00:05only get more powerful,
00:00:07the gap between what they can do
00:00:09and what the average user can pull out of them
00:00:12only gets bigger.
00:00:13And to close that gap,
00:00:14we need a holistic architecture
00:00:16that solves the big three problems almost every user faces.
00:00:20And that's memory, consistency,
00:00:23and a terminal interface
00:00:24that completely intimidates non-technical users.
00:00:28Now, Clod Code is gonna be the engine of our agentic OS car.
00:00:31One that remembers everything we've done,
00:00:34executes our work in the same way every time,
00:00:36and can be driven by anyone on your team.
00:00:39And today I'm gonna show you what that looks like,
00:00:42why it matters,
00:00:43and what you should be thinking about
00:00:45when you build this for yourself.
00:00:46Now, what do we mean
00:00:47when we say a Clod Code powered agentic OS?
00:00:49Are we just talking about some fancy dashboard like this?
00:00:51Not exactly.
00:00:52What we're really talking about
00:00:54is setting up Clod Code in a way
00:00:56that solves the big three problems.
00:00:58And that is the memory gap,
00:01:00the consistency gap,
00:01:01and the access gap.
00:01:03Let's start with memory.
00:01:04What am I talking about?
00:01:05Well, there's a reason why every other video in your feed
00:01:08is talking about Clod Code and Obsidian.
00:01:11There's a reason why every other video in your feed
00:01:13is talking about Carpathi's Obsidian rag system.
00:01:16And that's because we are all trying to figure out a way
00:01:19to have Clod Code remember its past conversations with us,
00:01:23have some sort of memory store,
00:01:25and do this in a simple manner
00:01:26that doesn't require you to understand
00:01:28more complex rag systems.
00:01:30The second problem is consistency.
00:01:31How can I have Clod Code do specific things
00:01:34in a specific way to get a specific outcome all the time?
00:01:37And the answer to that is twofold.
00:01:39It's a combination of skills and automations.
00:01:42And more so than just skills and automations,
00:01:44it's setting it up in a way that makes sense
00:01:48for either you, the individual,
00:01:49and how you do daily tasks,
00:01:51or your company or your client's company at large.
00:01:55There's a reason this kind of looks like an org chart.
00:01:57What you do or what your business does
00:01:59should be kind of thought about in this way
00:02:01in like a mental model
00:02:03in regards to how you can integrate Clod Code.
00:02:06For example, this is kind of my setup.
00:02:08I have, Clod Code is the engine.
00:02:11I have Obsidian for memory.
00:02:12I have daily productivity tools in the Google Suite
00:02:15via the GWSCLI.
00:02:17I have an entire branch for research,
00:02:20an entire branch for content,
00:02:21and then I can continue along this line
00:02:23for anything custom I want.
00:02:25Under each branch, underneath each function,
00:02:28it could not be research and content for you.
00:02:30Think about your business.
00:02:31It could be sales and marketing and admin.
00:02:33We have the skills that allow me to do a specific thing
00:02:36in a specific way for a specific outcome
00:02:38based on that sort of function.
00:02:41For research, I have all these specific custom skills.
00:02:45For YouTube, I have all these specific custom skills,
00:02:47on and on and on,
00:02:49but it's set up in the specific hierarchy.
00:02:51So A, I understand what's going on when I need to change,
00:02:54and B, it's very clear for Clod Code
00:02:57how these things need to be executed.
00:02:59And then from there, you move on to automation.
00:03:01Do these skills need to be on demand?
00:03:02Do they need to be run at a certain time?
00:03:04Can it be run locally?
00:03:06Does it need to be run in the cloud?
00:03:08Both, all of the above,
00:03:10kind of dictates how you're gonna use it.
00:03:11And that's the consistency gap
00:03:13this sort of agentic OS deals with.
00:03:16Lastly is the accessibility gap
00:03:18in where something like a command center or dashboard
00:03:21like this comes into play.
00:03:22What the heck is the point of creating
00:03:24some sort of command center dashboard
00:03:25if I can do everything through the terminal?
00:03:27Well, there's a few reasons.
00:03:29First of all, think of this from the perspective
00:03:31of a non-technical member of your team
00:03:34who either wants to start using Clod Code
00:03:37and harness the power,
00:03:38or they need to start using Clod Code
00:03:41and harnessing its power,
00:03:42but they just aren't going to use the terminal.
00:03:45They just aren't,
00:03:46and even something like cowork is a step too far.
00:03:48Well, by creating an agentic OS system like this,
00:03:51we can harness a lot of the power of Clod Code
00:03:54and a lot of the power of all this stuff,
00:03:56all the skills, the automations,
00:03:58all these sort of things,
00:04:00but just turn it into a button on the command center
00:04:04and run it this way.
00:04:05If I took a random guy off the street right now
00:04:08and I put him in front of this dashboard
00:04:10and I said, "Here's what these buttons do,
00:04:12use them in X or Y use case,"
00:04:15well, guess what?
00:04:16He just kind of extracted 90% of the power of Clod Code
00:04:19without even having to open a terminal.
00:04:21Now, can he build things from this dashboard?
00:04:24Absolutely not,
00:04:25but I can essentially take a non-technical member of my team,
00:04:29set them up with Clod Code,
00:04:31and they now have access to a lot of its functionality
00:04:34if it's built out for them.
00:04:35Now, those of you who are more advanced
00:04:37when it comes to Clod Code
00:04:37and you're totally comfortable with the terminal,
00:04:39we'll scoff at that right away,
00:04:40but I think there's something to be said
00:04:42about if you're even on this channel in the first place
00:04:45and you've used Clod Code,
00:04:46you are in a bubble within a bubble
00:04:47and you have absolutely no idea
00:04:49or you've completely forgotten
00:04:51how intimidating this is for a lot of people.
00:04:54And so this sort of dashboard setup is huge
00:04:56if you wanna bring non-technical members of your team
00:04:58into the fold.
00:04:59And just like non-technical members of your teams,
00:05:01potential clients also tend to fall
00:05:04on the non-technical side of the spectrum.
00:05:07And if you're someone who runs an AI agency
00:05:08or sells any type of AI implementation,
00:05:11you understand one of the hardest things to do
00:05:13is to sort of communicate
00:05:16what a tool like Clod Code can actually do.
00:05:19Because again, to most people,
00:05:21terminal, black box, might as well be magic.
00:05:23But if I make it look like an org chart and I say,
00:05:25"Hey, Clod Code has memory.
00:05:26"Hey, it can handle sales, marketing, admin,
00:05:30"insert custom function."
00:05:32And we do that via these skills, yada, yada, yada.
00:05:35"Oh, by the way, you never need to touch a terminal.
00:05:37"We're instead gonna give you your dashboard.
00:05:38"You're just gonna click these buttons as needed."
00:05:41All of a sudden it makes sense to them.
00:05:42And some of you will definitely scoff at that,
00:05:44but that's the truth.
00:05:45Packaging and communication of the Clod Code ecosystem
00:05:50of the Clod Code OS is a massive, massive value play.
00:05:54And we'll have a discussion at the end of this video
00:05:56for those of you who are more advanced
00:05:58about where you can actually find some value
00:06:01in this sort of agentic OS setup,
00:06:02because I think you still can pull value from this.
00:06:04Now, before we dive into this a little more deeply,
00:06:07a quick word from today's sponsor, me.
00:06:09If you wanna learn how to master a Clod Code,
00:06:11especially if you aren't technical,
00:06:13then you need to check out my Clod Code masterclass,
00:06:15which includes everything you see here today
00:06:18with the agentic OS, the setup, the skills,
00:06:21how to customize it, all of that.
00:06:22Because this masterclass is all about bringing you up to speed
00:06:25on how to use Clod Code
00:06:27when it comes to real life use cases.
00:06:29So if you wanna get your hands on this,
00:06:31it's inside of Chase AI+.
00:06:32There is a link to that in the pinned comment.
00:06:35Now let's dive into all these layers
00:06:36in a little more detail, starting with memory.
00:06:38Now, we kind of touched on this, right?
00:06:39With the Carpathi rag system.
00:06:42I've done full videos on this showing you how to set it up,
00:06:44and I'll link that above.
00:06:45So I'm not going to belabor how to set this up yourself.
00:06:49But a big question always is,
00:06:50should I be using actual rag?
00:06:53You know, should we be using light rag?
00:06:55Should we be using SupaBase or Pinecone
00:06:56or something like that?
00:06:58I think the answer is no.
00:06:59For most people, you do not need a full-blown
00:07:02agentic rag system.
00:07:04You just need some sort of basic form of memory,
00:07:06and Obsidian does this just fine.
00:07:08The standard setup we've talked about in the past
00:07:10of having like a raw, a wiki, and a projects type flow,
00:07:13I think is perfect, and it's extremely customizable.
00:07:16It's just folders, guys.
00:07:17That's all that's going on here.
00:07:19And on top of that, it's free.
00:07:20So memory is a huge value add to any Claude code system,
00:07:25and it is mandatory in an agentic OS setup.
00:07:28Now let's talk about the rest of this chart,
00:07:30this idea of productivity, consistency, skills,
00:07:34and automations, and also the idea of customizing this,
00:07:37because this is gonna be different for you.
00:07:39You might not use Gmail.
00:07:40You might not care about researching stuff for content,
00:07:43let alone about posting content.
00:07:44You are gonna be very much over here in the custom branch.
00:07:47So how would you create this,
00:07:48and how do you need to approach this?
00:07:49Well, like I alluded to before,
00:07:50I think we need to approach it
00:07:52from sort of a domain perspective,
00:07:54an org chart perspective, right?
00:07:56If this is a business,
00:07:57then one of these needs to be marketing, right?
00:08:00One of these needs to be sales.
00:08:03And we break it down like this
00:08:04so you, the human being, can have the proper mental model.
00:08:07Cloud Code is smart enough to like,
00:08:09for you to just throw all of this in like a single folder
00:08:11and it can figure it out,
00:08:12but you need to understand how it works,
00:08:14or else you're never gonna be able to improve it.
00:08:16So in my example,
00:08:18I have a bunch of stuff related to research.
00:08:21How do I, and how do you then determine the requisite skills
00:08:25that you need to create or find on your own
00:08:28to become sort of your research stack,
00:08:30or your sales stack, or your marketing stack?
00:08:31Well, luckily it's pretty simple.
00:08:33These skills all need to be a reflection
00:08:37of day-to-day tasks in your actual workflow.
00:08:40So for me, when I'm doing research,
00:08:43what does my research look like in the morning?
00:08:44Something very broad.
00:08:46Where am I doing that research?
00:08:48Well, sometimes it's on YouTube.
00:08:49Sometimes it requires something like FireCrawl.
00:08:51What do I then do with that research?
00:08:54Well, sometimes, in certain cases,
00:08:56it does go to a light rag system for me.
00:08:57Sometimes I need to send it to NotebookLM to do that.
00:09:00And sometimes I have one-off use cases
00:09:02where I need to do deep research
00:09:04that goes well beyond a simple web crawl.
00:09:07The point is you need to start thinking about
00:09:09what are my daily tasks,
00:09:11then turn that task into a specific skill.
00:09:15Sometimes these tasks will have subtasks underneath them,
00:09:18AKA one skill will have other skills beneath it.
00:09:21And then you just have Cloud Code create those tasks for you.
00:09:26And specifically, you use the Skill Creator skill
00:09:28to create said skills.
00:09:30That way it's optimized in terms of its title,
00:09:32description, its trigger.
00:09:34We can test it.
00:09:34We can get actual quantifiable data back.
00:09:37You then repeat that process for each and every domain
00:09:40of your personal life, business, whatever it is
00:09:43you're applying the agentic OS system to.
00:09:46Long-term, you then adjust these skills
00:09:48and you update them accordingly.
00:09:50Like everyone's going nuts over stuff like Hermes
00:09:52'cause it has like a self-updating skill kind of thing.
00:09:55My opinion kind of goes overboard,
00:09:57but you should approach this the same way.
00:09:59These are not only ultimately customizable.
00:10:01We can edit them forever
00:10:02just because you create the skill once
00:10:04doesn't mean that's how it has to stay.
00:10:05And again, this is completely customizable.
00:10:07This can apply to literally anything you, your team,
00:10:09or your client does.
00:10:11Do they have an e-commerce website on Shopify?
00:10:13Are they using Stripe?
00:10:14Do they have some sort of CRM tie-in?
00:10:17Are they deploying things to GitHub?
00:10:18It's infinite.
00:10:19You can do whatever, but you need some sort of system.
00:10:22Now, once you create all the skills you're gonna use,
00:10:24next we need to start thinking about automation.
00:10:26A, do we need to automate it?
00:10:28Is this something that's always gonna be on demand?
00:10:30If we do need to automate it,
00:10:32then the question becomes, is this going to be local
00:10:34or is this going to be a cloud automation,
00:10:38something that's remote?
00:10:39Remote's probably the better word here.
00:10:42So I have a skill, I have a task.
00:10:44Is it gonna be a local automation
00:10:46or is it gonna be a remote automation?
00:10:48Now we need to specify if it's gonna be local or remote
00:10:50because that's gonna change how we set up this automation,
00:10:53this routine, this scheduled task inside of Cloud Code.
00:10:56Now, how do I know if it should be local
00:10:59or if it should be remote?
00:11:01Well, the easy answer is you go to Cloud Code,
00:11:04you tell it what you're trying to do
00:11:05and it's gonna spit it out for you, right?
00:11:07That's the easy answer.
00:11:08The better answer is it depends on what we're doing.
00:11:12If it is a task that requires us to interact
00:11:16with something on our computer,
00:11:17if it's a task that requires some sort of CLI
00:11:21that's on our machine.
00:11:22So, hey, if I'm doing some sort of task
00:11:25that requires the notebook LM PI CLI,
00:11:28is that something I'm gonna be able to execute in the cloud
00:11:31with the Cloud Code scheduled tasks?
00:11:33No.
00:11:35But if it's a task that includes skills
00:11:37that already are native to Cloud Code.
00:11:39So let's say I wanted to run a task where every morning
00:11:43it does a web search about Cloud Code news
00:11:46and it turns into report.
00:11:47Well, that's something that could totally be remote, right?
00:11:51If it's native tools,
00:11:53it doesn't interact with your computer itself,
00:11:55it can be remote.
00:11:56If it's a task that interacts with your files,
00:11:59your folders, your CLIs, that is going to be local.
00:12:04So remote tasks are much more constrained.
00:12:07However, with remote tasks, because they are remote,
00:12:09I can run them whenever I want.
00:12:11My computer can be shut down.
00:12:13I don't have to be at the screen.
00:12:14It's just gonna run automatically in the cloud
00:12:16and it's gonna push it somewhere like GitHub.
00:12:18That's exactly how remote tasks work with Cloud Code.
00:12:21You can do this through the terminal,
00:12:22you can do this through the desktop app,
00:12:25but remote scheduled tasks will run no matter what.
00:12:28So I have a GitHub daily tasks.
00:12:30It looks at trending GitHubs every single morning,
00:12:33does that in the cloud, not on my computer.
00:12:35I don't have to be there.
00:12:36And then it sends the report to my GitHub.
00:12:38Compare that to my deep research workflow,
00:12:40which uses the notebook LM PI CLIs.
00:12:43It also includes the Fireacrawl CLI.
00:12:45I can't do that remotely in the cloud through Cloud Code.
00:12:48There are ways to do that, but it requires a lot more setup.
00:12:50Now of note, wanna know why everyone goes nuts over Mac Minis?
00:12:54It's 'cause of this situation.
00:12:55It's because on a Mac Mini,
00:12:57I can do all these local tasks forever.
00:12:59It's on my computer, it never shuts down.
00:13:01And I have none of the issues of remote, right?
00:13:04Because it's a computer, it has the CLIs,
00:13:06it has my local file.
00:13:07So you get the best of both worlds
00:13:09when you have like a Mac Mini set up,
00:13:11that's why everyone loves them.
00:13:12The other potential workaround
00:13:14is you use something like a VPS, which is like, okay,
00:13:17now I'm gonna have Cloud Code hosted on some remote server.
00:13:19But again, that requires some technical setup.
00:13:22So when it comes to automations,
00:13:25how do I turn this agentic OS system
00:13:27into something that just runs all the time
00:13:29for specific tasks?
00:13:30Well, you have to know which route you're going down.
00:13:33And that's sort of the workflow
00:13:35when it comes to setting up the actual tasks
00:13:38that Cloud Code is going to do in this agentic OS framework.
00:13:42And you simply repeat that for any sort of domain you want
00:13:45over and over and over again.
00:13:47And again, for client side type stuff,
00:13:49for someone who's running a AI agency, you just package these.
00:13:53Oh, you want the research pack?
00:13:54Oh, you want the content pack?
00:13:56Oh, you want the marketing pack, et cetera, et cetera.
00:14:00Being able to package things and slap a name on it
00:14:02does increase the value.
00:14:04Even if we reduce it, it's the exact same thing.
00:14:06And that brings us here to the dashboard,
00:14:09to the command center,
00:14:10which is our visual link to everything we spoke of.
00:14:12And just like with the skill set up in the automations,
00:14:15this is also infinitely customizable.
00:14:17Now the real power is down here
00:14:19where we have taken all of your tasks,
00:14:22turned them into skills or automations,
00:14:24and now just turn them into buttons on a dashboard
00:14:27that anyone can execute at any time
00:14:30without even opening up Cloud Code.
00:14:32So for example, if I wanted to use my Vault cleanup skill
00:14:35and have Cloud Code clean up my Vault,
00:14:37I just click it here.
00:14:39It adds it to the prompt so I can adjust as needed,
00:14:41but I click run.
00:14:43And what's happening in the background
00:14:45is Cloud Code is running headless.
00:14:48So it's just like having a visible Cloud Code terminal up
00:14:51and it's executing that skill.
00:14:52Then you get a full response like this,
00:14:54which is also reflected inside of the Obsidian Vault.
00:14:57Speaking of the Vault, I can see all the recent changes.
00:14:59I can see my forecast when it comes to upcoming routines.
00:15:02I can see recent runs.
00:15:04And then obviously up top here, I have some usage windows
00:15:07and I can open up Cloud Code with this.
00:15:10I can quickly go into my Vault
00:15:11and ultimately I can have this do whatever I want.
00:15:14I can change out the usage for, you know, anything.
00:15:17It could be like a rolling update of certain, you know,
00:15:21Twitter posters or Hacker News or anything.
00:15:23Point is you can make this what you want.
00:15:25But there is a ton of value of setting it up this way again
00:15:28for your non-technical team members or for a client,
00:15:31because, hey, we went through this scenario
00:15:33where we walk through what it is you do.
00:15:34We turned it into a skill or an automation.
00:15:36And hey, guess what?
00:15:37Now you can run it yourself anytime you want.
00:15:40You just click a button.
00:15:41And so as you can see, we're taking all the power of this,
00:15:45you know, all this legwork at the beginning
00:15:47of setting up these skills and these automations for you,
00:15:49your team and your client and distilling it
00:15:52into the most simple form possible here.
00:15:55And then we surround it with whatever, buttons, graphs,
00:16:00usage rates, cards, tickers, whatever you want around it,
00:16:03whatever makes sense to you and what you need to see.
00:16:05And that is a huge value play for 99.9% of the population.
00:16:11Now, for that 0.1% of the population who's watching this,
00:16:15who is very proficient with Claude code and is like, okay,
00:16:18like I get it.
00:16:20I get the idea of, hey, we have Claude as a conductor here,
00:16:24and then you talk to Claude code and we add the memory
00:16:27and hey, like this is a great mental model
00:16:28for breaking things down and adding skills
00:16:30that link to processes.
00:16:32So we get a specific outcome every single time.
00:16:35I get that.
00:16:37But Chase, I already do that.
00:16:39Like I've been using Claude code for a long time.
00:16:41I understand how the terminal works.
00:16:42I don't need to like write this out
00:16:44or even have a visual for it.
00:16:45Like I get it.
00:16:46I made the skills and I just tell it to use the skills.
00:16:49Furthermore, you know, I don't really understand
00:16:51the value for me for this sort of dashboard.
00:16:53Like, okay, so I click a button where otherwise
00:16:56I would have just done like a forward slash
00:16:58or just use natural language to call the skill.
00:17:00And yeah, these things are cool,
00:17:02but like, do I need necessarily the rolling usage?
00:17:04You know, like what's the value play for me,
00:17:07the more experienced advanced user for an agentic OS system?
00:17:11Well, the truth is the value is what you make of it.
00:17:15Because yes, if you are advanced enough
00:17:17and the terminal is where you live,
00:17:18you don't need, frankly, this sort of like mental model.
00:17:22And you can kind of abstract this all away.
00:17:23Like the terminal's not a black box for you.
00:17:26You naturally understand where all this works.
00:17:30I will argue that a lot of people who say they don't need it
00:17:32have never actually gone through the time
00:17:34or in the depth that they should
00:17:36in terms of breaking down the actual tasks they do
00:17:38and really breaking down the skills.
00:17:39But you still understand, even if you haven't done that,
00:17:42how to do it in the theoretical application there.
00:17:45In terms of the command center and dashboard
00:17:46for you, the extremely proficient Cloud Code user, yeah.
00:17:49You're not the one who's getting the value
00:17:51out of this sort of setup.
00:17:52Like you already get how to do this.
00:17:54You're the one who made it.
00:17:55So the value to you, again, is what you make it.
00:17:58Will you get value out of having some sort of one-stop shop
00:18:02for the outputs of all these things?
00:18:05Because we can definitely go a step further
00:18:07than what Obsidian does, where everything's broken down
00:18:10into a markdown file and all these sub folders.
00:18:12What if we take all those at a daily basis
00:18:14and we just put it on a dashboard?
00:18:16Ultimately, that's for you to decide.
00:18:17I'm not gonna sit here and tell you why that's so great,
00:18:20'cause it just depends.
00:18:21Totally depends on your use case.
00:18:22But yes, totally.
00:18:23The more advanced you are,
00:18:24the less sort of frameworks you need,
00:18:28the less architecture you need.
00:18:29But understand, you aren't the ICP here.
00:18:33And you also aren't part of totally the 99.9% of population
00:18:37who needs this, who is asking for this,
00:18:38and there's true value there.
00:18:40It just isn't really given to them right now.
00:18:42So I think understanding this framework
00:18:44makes a lot of sense for a lot of people,
00:18:46even if it's just you and your team members.
00:18:48So that's where I'm gonna leave you guys for today.
00:18:50I think you're gonna see this agentic OS framework
00:18:52type deal all over the place.
00:18:54I think it's great to sort of have this mental model
00:18:56and a clear system of how you need to think about Cloud Code
00:18:59in terms of setting up skills and the architecture
00:19:01and memory and automations and then being able to put it
00:19:03in a single place that is easy for you to execute.
00:19:07Because when we talked about optimizing Cloud Code,
00:19:09you need to optimize for you.
00:19:11There's no right or wrong answer.
00:19:13But I do think this is a great step forward for most people.
00:19:15Now, if you wanna get this exact system,
00:19:17like exact dashboard, all the skills you see here,
00:19:21you can find all that inside of Chase AI+
00:19:23like I talked about earlier.
00:19:24So let me know what you thought.
00:19:26Interested to see what sort of systems you've used,
00:19:29any ideas you got for improving this.
00:19:31But besides that, I'll see you around.

Key Takeaway

Building an agentic OS around Claude Code, powered by Obsidian for memory and custom dashboards for accessibility, enables non-technical teams to execute complex, consistent AI workflows.

Highlights

An agentic OS using Claude Code solves the three primary barriers to adoption: memory gaps, task consistency, and intimidating terminal interfaces.

Obsidian serves as a cost-free, highly customizable memory store, eliminating the need for complex RAG architectures.

Categorizing workflows into an organizational chart—such as research, sales, and marketing—allows Claude Code to execute specific tasks with predictable outcomes.

Remote automation via GitHub enables scheduled tasks to run without requiring the user's computer to be powered on.

Non-technical team members can execute advanced AI workflows via a command center dashboard, extracting 90% of Claude Code's power without ever opening a terminal.

Mac Minis provide a robust local environment for workflows requiring direct access to local files or specific CLI tools, avoiding the constraints of cloud-only execution.

Timeline

The Agentic OS Architecture

  • Advanced coding tools require a holistic architecture to bridge the gap between AI capability and user proficiency.
  • The three core problems for users are memory, consistency, and terminal interface intimidation.

Claude Code functions as the engine, but it lacks inherent memory and accessibility for non-technical users. An agentic OS addresses this by organizing skills and automations into a structured framework that mimics an organizational chart. This structure ensures that tasks are executed in a specific way to achieve repeatable outcomes.

Implementing Memory and Consistency

  • Obsidian functions as a simple, effective memory store that avoids the complexity of traditional RAG systems.
  • Consistency is achieved by mapping specific business functions, such as sales or research, to dedicated skill sets.

Users do not need full-blown agentic RAG systems; folders in Obsidian provide sufficient, free, and customizable memory. By organizing these skills into hierarchical branches—like a company org chart—users create a mental model that is both intuitive for humans and clear for Claude Code to execute.

Accessibility Through Command Centers

  • Command center dashboards allow non-technical users to utilize Claude Code without interacting with the terminal.
  • Visualizing AI workflows as buttons on a dashboard significantly increases the value proposition for potential clients.

Terminal interfaces are intimidating for 99.9% of users. Wrapping complex CLI-based AI skills into simple dashboard buttons makes the technology accessible to non-technical team members and clients, effectively marketing the power of the system by hiding the 'black box' of the terminal.

Skill Execution and Automations

  • Skills should directly reflect day-to-day tasks within an actual workflow.
  • Local automation is necessary for tasks interacting with local CLIs or files, while remote automation is ideal for native, cloud-based tasks.

The Skill Creator skill allows users to define, test, and optimize tasks for quantifiable results. Choosing between local and remote automation depends on whether the task needs to interact with the user's specific local environment or if it can run independently in the cloud while the user's computer is off.

The Dashboard as a Visual Link

  • Dashboards enable headless execution of skills, providing immediate results and updates to the local Vault.
  • Advanced users may not need the framework to understand how the system works, but it remains critical for scaling to teams and clients.

The command center acts as the visual interface for all skills and automations, displaying usage rates and recent runs. While proficient users who live in the terminal may find the framework unnecessary for personal use, it remains a high-value tool for standardizing operations across a business or team.

Community Posts

View all posts