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This New AI From SpaceX Is The Future (First Look)

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This New AI From SpaceX Is The Future (First Look)

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639 segments

0:00

We just got something seriously new.

0:03

Grokbot, if you haven't heard about this

0:05

yet, it's a new project from SpaceX AI

0:08

from all players. They acquired Cursor

0:11

recently and now they built this new bot

0:14

that is supposed to be the most consumer

0:18

and user-friendly agentic application.

0:21

That's at least my take on this.

0:23

It's basically like a messages

0:24

application, but you're talking to

0:26

different agents and they can work

0:28

together

0:30

and they can connect to a bunch of

0:31

things. In short, they're trying to do

0:34

what Hermes, Hermes, whatever you want

0:37

to call it, or Open Claw have been doing

0:39

for the past 6 months with a lot of

0:41

technicalities and headaches involved

0:44

and now they're trying to bring this to

0:45

the consumer, okay? So, I'm going to do

0:47

something that I haven't done in a

0:48

while, which is a first look video. This

0:50

thing came out today. I heard a bunch

0:52

about it. I read a bunch about it and

0:54

now I'm going to go ahead and try it for

0:56

the first time together with you and

0:58

compare it to my existing Open Claw

1:00

system, which is wild. Like like I have

1:02

a hard time recommending Open Claw

1:03

because

1:04

I keep like

1:05

working with it every single day, but it

1:07

just keeps, you know, there's these all

1:10

these problems, technical problems. Goes

1:12

down, restart, model changes, sometimes

1:14

it overspends. Anyway, this is

1:17

user-friendly and it's amazing. So, look

1:18

at that, Grokbot. It's macOS only now.

1:20

You can try it out for a week, I think,

1:23

on the free account. I just signed up,

1:25

so you can see here it's already ready

1:27

to go, but I just want to show you the

1:29

product first. So, it's this interface

1:32

where you can basically interact with

1:33

these different agents right here. And I

1:36

thought this was surprising

1:39

that nobody else has done this before.

1:41

That's the surprising part to me

1:42

because, hey, if I briefly, and I guess

1:45

I'm going to be comparing it to both

1:46

Open Claw on one side and ChatGPT on the

1:48

other side, but if I look at ChatGPT or

1:50

Claude, like it looks a particular kind

1:52

of way, right? Like you have the sidebar

1:54

and you kind of work in here

1:57

and that's that, right? It's not really

1:58

that you kind of like mix different

2:00

chats and stuff. Whereas if I look at my

2:02

open claw setup, usually I use it

2:04

through Telegram. I'm just going to pull

2:05

it over here for you.

2:07

And you can see

2:08

that this is in a completely different

2:11

form. It's my different agents and kind

2:13

of groups live within here. And then I

2:16

hand off work between Alfredo 1 to

2:18

Alfredo 2. I have Son of Alfredo on a

2:20

completely separate machine. I have a

2:22

Fredo Alfredo. All of these I can work

2:24

in like 10 threads at the same time,

2:26

have them collaborate, move contacts

2:28

back and forth. It shares a certain

2:30

memory, all of it. ChatGPT has none of

2:33

that. Like the work product is powerful,

2:36

but if I talk in this chat, if it's not

2:37

saved to memories, well, it forgets. And

2:41

if I want to borrow something from a

2:42

chat down here, well, there's no way of

2:44

doing that. I need to go in there and

2:45

copy paste it and find it.

2:47

Whereas in my open claw, I can kind of

2:49

just ask and get results. Okay. So,

2:51

enough comparison. Let's have a look at

2:53

what this can actually do. But I just

2:55

wanted to explain to you that it has

2:56

this basic interface like Telegram or

2:58

Messages or WhatsApp, like any chat

2:59

application. And then you have basically

3:02

teammates. That's the whole frame that

3:03

you're looking at from. So, you can

3:05

start with one bot, but then you add

3:07

multiple bots, and then you can have

3:09

them do things on a schedule,

3:11

you know, basic agentic functionality,

3:14

but in a package and with a level of

3:15

capability that looks so so promising.

3:17

Pricing is this, and now, you know,

3:19

let's get into it. Um, you know, $200 a

3:21

month is basically

3:23

the plan. You need Cursor Ultra to get

3:25

it. But hey, you know, if you're on a

3:27

Mac, you can download it today on an

3:29

Apple Silicon machine like I have right

3:31

now, or you just follow along with me.

3:32

That's why I'm making this video cuz I

3:33

figured many people won't be downloading

3:35

and trying this.

3:36

I really wanted to get my hands on this.

3:38

So, let's full screen this and have a

3:40

look at what we got. I basically just

3:41

logged in. I had to give it my credit

3:44

card, but there's a free plan that you

3:45

can have for 7 days.

3:47

That's what I'm on right now. I logged

3:49

in with my Google Workspace account,

3:51

which has my calendar and my Gmail, too.

3:55

And now I'm setting up my first bot. It

3:57

just asked me, "Hey, what kind of icon

3:59

do you want and what kind of name do you

4:00

want to give it?" And here we are.

4:02

That's That's We're just getting

4:03

started. So, hey, let's have a look.

4:04

Hey, Igor, good to meet you. What um do

4:06

you want mostly want me for?

4:09

Day-to-day workspace stuff. Okay, so

4:11

we're going to

4:12

aim at kind of a day-to-day work

4:14

assistant. Not coding, not creative

4:17

tasks, just hey, take the admin work

4:19

from me

4:20

reliably. Like not kind of, but like

4:23

really like I'm going to be looking at

4:24

calendar and email-related tasks here,

4:27

okay?

4:28

So,

4:29

it has a question-based onboarding. I

4:31

love that. Which should I connect first?

4:33

Uh let's do just um

4:36

Gmail and calendar. That's fine. I

4:38

logged in with my workspace account. I

4:39

wonder if it can use that just like

4:41

that, but I see one thing in here, which

4:43

is plugins.

4:44

Honestly, the minimalism of this thing

4:46

is impressive. I really really like

4:50

that. I have to say.

4:51

So, it's pulling this up now.

4:53

Add both. Sure. Like what else do we

4:55

have in here? This is basically the chat

4:57

on the left. You can add like new bots.

4:59

There's plugins. There's my account.

5:02

And there we go. Already we have these

5:04

two connectors. I'll have to authorize

5:05

this. Quick authorization.

5:08

Sure.

5:12

And then one more.

5:15

Authorize this one.

5:17

And that's basically the setup process.

5:19

I mean, guys, I spent like

5:21

2 minutes before recording this video

5:22

with like downloading it and entering my

5:24

credit card. Here we go. Authorization

5:27

complete.

5:28

Beautiful. So, now we can get to it,

5:30

right? Want to try Gmail now or keep

5:32

setting up? Uh what's

5:35

I don't know.

5:37

What's unread urgent? Let's have a look.

5:40

So, this is my, you know, account

5:43

that I do use.

5:45

So, now I wonder what it's going to find

5:46

here. I I hope it's not anything that we

5:49

shouldn't be showing. I I don't think

5:50

I'm working on anything that shouldn't

5:51

even be on this YouTube channel.

5:53

But, there we go. It's kind of working.

5:56

And in parallel, I want to explore the

5:57

interface. So, top right,

5:59

we have a little Ooh.

6:01

Ooh, it can wants to access my

6:03

microphone.

6:05

Going to give it permission. So, this is

6:07

where we can record. I read about this.

6:08

So, you can basically record certain

6:10

workflows and teach the bot and then

6:12

have it execute those.

6:14

Call it routines.

6:15

Pretty nice.

6:17

Let's see what we got. We got some

6:18

emails here. Yeah, beautiful. Some

6:21

projects we're working on right now.

6:23

Also, noise in the pile, Zoom meetings,

6:24

da da da.

6:26

All right.

6:28

Um

6:29

That's a good start. So, it has access

6:31

to my Gmail. It has access to my

6:32

calendar. Pretty basic stuff.

6:34

Now, these routines

6:37

picked my curiosity. So, let's try this.

6:38

Let's open the bot. And basically, this

6:41

is what you need to know. Every bot has

6:42

a virtual machine of their own. And this

6:44

is the bot's computer, okay? So, you can

6:46

think of it as if the bot had a

6:49

standalone Mac mini that has, you know,

6:51

a Google Chrome browser. I could click,

6:53

boom, and I could do things as the bot.

6:55

Obviously, if I go somewhere like it

6:57

doesn't have an account, right? So, if I

6:59

open these apps, you see I'm not signed

7:01

in. What what else we got? Uh

7:05

file system and a terminal. Okay, so

7:07

super bare-bones, but this is the

7:09

machine of the bot. So, I could now

7:11

minimize this here in the top right. And

7:14

then I could say, uh let's try to teach

7:16

it a task. So, how about create a

7:18

routine?

7:19

I'm going to name this a test routine

7:22

one. Instructions.

7:24

Uh what should it do? Well, how about

7:27

create a folder

7:30

uh within it uh new text file

7:34

that contains information on today's um

7:40

S&P

7:42

500.

7:46

And that's kind of it. When to run on a

7:48

schedule. You could Ah, this is really

7:50

nice. I love that you can trigger it

7:52

with Slack messages, Teams messages.

7:54

That's amazing. So, we're just going to

7:55

do a schedule. We're going to do

7:57

everyday at, let's say, I don't know,

8:01

1:00 a.m. Perfect.

8:03

Um, just overnight. And let's do a test

8:05

run.

8:06

Let's see how this behaves.

8:09

So, we're assigning this to our bot,

8:11

right? So, as I told you, like every bot

8:12

has a computer associated with it, what

8:14

we saw right there. And right now, we're

8:16

using that computer to run this test

8:18

routine

8:19

that is going to be performing.

8:21

Now, this is not super different from

8:23

chat, right? Inside of chat, again, I

8:25

told you I want to draw these

8:26

comparisons. Inside of chat, you have

8:28

these schedule tasks, right? Um, so, if

8:30

you go in here, you see schedule tasks

8:32

here on the right. And if I select

8:33

those, you can set up different things.

8:35

I'm just creating videos around that

8:37

short 3-minute videos on the channel, by

8:38

the way, that describe these. But

8:41

basically, it's the same idea. But, you

8:43

don't really have the access to like a

8:45

vert- like it runs on a server by

8:47

itself, but it doesn't give you the

8:48

ability to,

8:50

you know, really use a computer. For

8:53

that, you would need to go into the

8:55

ChatGPT desktop application, and you

8:57

would need to start using Codex, where

8:59

you can also record workflows. But all

9:01

of a sudden, you have, you know, chat

9:03

over here, work over here, and you have

9:05

Codex over here. It starts getting a bit

9:06

confusing.

9:07

And context management and passing

9:09

context and memory between all of those

9:11

is just

9:12

not a thing. I think that's a big thing

9:14

for people to realize. Like,

9:16

I realize a lot of you will be here,

9:17

like, okay, what's the difference

9:18

between this and Codex? And, you know,

9:20

using Codex or Co-work or or Cloud Code.

9:23

Why should I be using this? Well, I

9:24

think it's the fact that the memory

9:26

management here,

9:28

this is meant

9:30

to collaborate, right? So, I have my S&P

9:32

500 document here. Let's have a quick

9:34

look. Click that. There you go. It

9:36

closed.

9:37

Here, minus 0.3%.

9:40

All right, we got the information for

9:42

today. That was pretty simple. Um and

9:45

now I could go back out. And I see my

9:47

first routine that this bot number one

9:49

will run. And I think here's kind of the

9:51

interesting thing and what I'm really

9:53

curious about it. Like how does it

9:54

manage the context? How does it work in

9:55

between different apps? I think the

9:57

answer to that is we shall find out.

9:59

Because we will be creating um my second

10:03

bot. New bot. Hey, you're good to meet

10:05

you. Yeah, nice to meet you, too. Bot

10:06

number two. It looks like a little What

10:08

do you call them? Onigiri like a little

10:10

onigiri? Little onigiri? Yeah, any any

10:14

Japanese fan any Japan fans out there

10:16

going out into the 7-Elevens eating

10:18

onigiris every day for breakfast just

10:20

like I was when I spent 3 weeks there

10:22

last year?

10:23

Okay, that's off topic, but that was

10:25

that was the best time. Gosh, I need to

10:26

return this spring. What do you mainly

10:28

want me around for? Okay, so this guy

10:31

hmm is going to be

10:34

uh life admin type of guy. Or how about

10:38

a

10:38

research and writing. I like that.

10:40

Research and writing.

10:41

So this guy, let's say

10:43

let's give him a writing task like write

10:45

me a morning report, right?

10:48

Now we haven't connected to anything

10:50

else yet. I think the one button that is

10:51

remains unexplored is well, settings

10:53

down here and the plugins. But let's

10:55

just say

10:57

work docs and briefs. Yes.

11:00

And then what I'm curious about is like

11:02

how easily can it pull the context from

11:04

the other bot without me handing it

11:06

over, right? So in other words, this bot

11:08

works on this topic and then I set

11:10

another five bots to work on other

11:11

topics. I kind of cluster it by topics.

11:14

And then I want one bot

11:16

to look at all these other bots and then

11:18

pull it together and get me a daily

11:19

brief, right? Like that would be an

11:20

amazing thing in terms of context

11:22

management if it could just pull from

11:23

all of these different chats.

11:25

Where do they usually live? Um

11:29

I don't know.

11:31

In other

11:32

Grok

11:34

bots. Guys, I can't be vocal enough by

11:37

how much I think that this is kind of

11:40

an interface that just works because

11:42

I've been using it for months. Like,

11:44

Open Claw did change my life, but I have

11:46

a hard time like teaching it because

11:49

like I

11:50

it's all I do all day every day. I

11:52

interact with the stuff and

11:54

there's just so much it's just messy.

11:56

It's just messy. Anyway, um this seems

11:58

cleaner and I like that. Very hopeful.

12:00

How should I work with this other bots?

12:03

Um

12:05

I don't know. Draft from their notes, I

12:06

guess.

12:07

All right. So, let's have a look. So,

12:09

this is going to be kind of a big moment

12:11

for me. I want to see if this works.

12:12

When you draft, how should it sound?

12:14

Whatever, clear and direct. Now, enough

12:16

enough questions now. What has it been

12:18

like five?

12:19

Mm.

12:21

Ask bot one for context. Yes.

12:23

But, I'll I'll just say we're good for

12:25

now cuz I want to ask manually. Okay, so

12:26

sounds good whenever you Okay, okay. So,

12:29

um give me a daily brief from all other

12:33

bots we have.

12:36

From our like from

12:38

Give me a daily brief

12:41

based on what we did with other bots

12:46

today.

12:47

Simple.

12:48

So, the big test that we've been, you

12:50

know, gearing up to for the past 2

12:52

minutes.

12:54

Can it

12:55

do that?

12:57

It messaged bot number one. So, it's

12:59

This is the first time we're interacting

13:00

with him. It messaged bot number one and

13:02

now bot number one

13:04

See, it's saying here sent one text

13:06

file. See See that? So, bot one

13:08

responded and now it's fetching the

13:10

context from there

13:12

because we needed it.

13:14

So, this is so powerful. Imagine like

13:16

all of your chats talking to each other.

13:18

Not that primitive primitive memories

13:21

function where it's like, "Oh, I guess

13:23

like this random fact about Igor should

13:25

be useful in the future." No.

13:27

Like literally looking at that. Look at

13:28

that. It got It got it. It did it. It

13:31

got the emails. It got the SMP. Oh.

13:35

Me oh Dio.

13:37

This is incredible. Okay. Okay. So So

13:39

this is This is big. Look. Let me give

13:40

you give it a thumbs up. I like it. It's

13:43

just like Telegram. So cool. Um

13:46

Okay. And then I guess you could do like

13:47

threads within there.

13:49

Nice. Where you could like answer to the

13:51

thing Okay. Okay. Okay.

13:53

So do you see the potential? Do you see

13:54

the potential of setting up your

13:55

different schedule tasks with the

13:57

different bots and then them

13:58

communicating together? Like you could

14:00

set up research bot.

14:02

Like

14:03

Mhm. Okay. So let's explore a little

14:05

more. I I love this. This is This is a

14:07

big milestone for sure.

14:09

But let's have a look. So new bot. What

14:10

else can we do? We can pin it. Okay.

14:13

Easy. We can edit the profile, copy

14:16

conversation ID, edit the profile.

14:17

That's an interesting one, right? So new

14:19

bot, title, description, notifications.

14:22

Okay. That's it. That's all we got for

14:23

now. So this is in Remember, on their

14:25

site they stated that this is um

14:29

>> [clears throat]

14:29

>> early beta. It's not even beta. It's

14:31

early beta, okay? So they're just

14:32

getting started here. But look at that.

14:34

You have a expense manager with

14:37

routines. You have a talent scout

14:40

that works on all the talent. Okay. An

14:43

inbox manager that manages your inbox.

14:45

And then a chief that kind of I would

14:47

guess does the morning briefing. Yeah.

14:49

He He talks to all the other bots. He

14:51

also has a scheduled morning briefing.

14:54

Offsite crew.

14:56

So it got info from this bot, info from

14:58

that bot, and they just work together

15:00

like a team.

15:02

So this is cool. So this is Honestly,

15:04

this doesn't mean you should stop using

15:06

Chat GPT. I personally I love Chat GPT

15:09

or Claude, both. I'm mostly in Claude,

15:11

actually.

15:13

But I just I use that day-to-day to

15:14

answer questions, do things. But when it

15:17

comes to like pushing big work projects

15:19

forward, gosh, do I default to something

15:22

like Cohere or Open Claw where I can

15:25

like manage the context and get longer

15:28

tasks done. I create plans, I execute on

15:30

them. Oftentimes they have 10-15 phases.

15:33

For stuff like that, for for bigger

15:35

projects where communication is needed,

15:37

it's not just like a one-off thing with

15:38

like maybe two free phases.

15:40

That you do in chat, that's fine. For

15:42

longer-standing stuff, that's where you

15:44

want to move to Cohere or Work. Or then

15:47

if you're building things, Claude Code

15:49

or Codex. And if you're setting up like

15:51

a business OS, then I would recommend

15:53

like Open Claw or Hermes.

15:56

But this is really basically bringing

15:59

the capabilities from Open Claw and

16:01

Hermes of like this memory management

16:04

and memory sharing

16:07

to a consumer-friendly level where it's

16:10

as simple as chat.

16:12

That's what this is.

16:14

Now sure, the depth of the features here

16:16

is limited, early beta. But just this

16:19

ability to set these

16:20

I'm a fan. Let's have a look at plugins,

16:22

okay? Ooh, we have Granola, that's

16:24

amazing. You can put a little pull in

16:26

your transcripts. Slack, it could be,

16:27

you know, summarizing all the messages

16:29

you're getting every day.

16:31

I'm going to be playing here and I'm

16:33

going to try to recreate some things

16:34

that I have in Open Claw.

16:36

And it's not just daily briefings like

16:38

like in Open Claw I built a lot of

16:39

things where it's tools for the team and

16:41

workflows and cron jobs that power the

16:43

team.

16:45

But in here, like

16:47

this is I wonder like

16:50

you could imagine a future where Okay,

16:51

we could we could we'll dream in a

16:52

second here, okay? To round out the

16:54

video. I just want to check out the

16:55

settings here to finish.

16:59

Okay, nothing crazy here. Usage and

17:01

billing. Ooh, I used my trial 85 Okay.

17:04

So I So you see, you can send a few

17:05

messages, try it out on a free plan, and

17:07

then you need to upgrade to the $200

17:09

plan. That makes sense.

17:10

Um Grok bought it. I mean, it's

17:13

literally running cloud computers to do

17:15

this, right? So I get it.

17:17

Okay, so to round this out, let's dream

17:19

for a second. Where Where could this go?

17:22

Well, I think one thing that is so so

17:24

clear to me is that this is going to

17:26

become an application where you're not

17:27

just going to be able to talk to your

17:28

own Grok bots, but you're going to have

17:30

a Teams account, right? And your

17:32

teammates are going to have their bots.

17:34

And then if you're working on a project,

17:35

and let's say you're working with five

17:36

teammates, well, all the Grok bots will

17:38

be able to collab. And as you're in a

17:39

meeting, the Grok bot will be listening

17:41

and like we do this already. We have a

17:43

granola meeting note taker in the

17:44

meeting. And then I have Alfredo running

17:46

over here, and then I can tell it to

17:49

like, "Hey, take the transcript." And

17:51

then I move it over because it literally

17:53

has it open on its screen, and it can

17:54

just boom boom bring it over. And I can

17:56

work in the meeting with my goddamn foot

17:59

pedal that I have down here that allows

18:01

me to I talked about that in a recent

18:03

video. I just love it so much. Check it

18:05

out. If you're If you're If you're

18:06

confused by what I'm talking about. I

18:07

press the foot pedal, and now I can

18:08

dictate, and now it appears.

18:11

Um there there it is.

18:13

So, you know, I'm in a meeting, and then

18:14

with the foot pedal, I just dictate what

18:16

I want Alfredo to do, and then it grabs

18:18

the context from the live meeting

18:19

transcript that's happening. It searches

18:22

like I don't have to look for the

18:23

context. It looks for my entire context

18:25

vault, for my entire memory engine that

18:27

I have.

18:28

Project memory, but also the Obsidian

18:30

file vault that is linked to each other.

18:32

If that doesn't mean anything to you,

18:33

just

18:35

I had to build it pretty manually and

18:37

set it up so that different groups have

18:39

different pockets of context. And then I

18:41

have details on our different products

18:43

really specked out. I just like built

18:44

this whole intricate context system. And

18:46

basically, if I say something, it can go

18:48

and access all of it. It's not like chat

18:51

where it's like, "Oh, it has I don't

18:53

know a dozen memories on you." Or a few

18:54

dozen. No, it has like thousands of

18:57

pages and all the transcripts from the

18:59

past year

19:01

in the entire company, and I can just

19:03

like direct it, and it can intelligently

19:05

find it. It's next-level stuff, but it

19:07

takes a lot of maintenance, and it's all

19:09

I do, and I have help. Okay?

19:11

This

19:13

brings that to a consumer. Okay, so

19:14

let's let's land this plane and like

19:16

kind of summarize what this is really.

19:19

It's capabilities that remember beyond

19:22

the chat, beyond a certain session

19:25

in a consumer product.

19:27

It's the ability to spawn, I don't know,

19:29

10 bots with their own computers who go

19:32

off and do things and do work for you

19:35

and collaborate on work for you in an

19:37

interface that it is that is as easy as

19:40

chat. I would expect collaborating with

19:43

other people's rock bots to be really

19:45

simple very soon.

19:47

I would expect this connecting to more

19:49

and more tools and a whole app store of

19:51

different preset things that like

19:54

there's going to be app store of bots,

19:56

right? Now they have plugins, but it's

19:57

going to be like, "Hey, if you connect

19:58

your Gmail and your calendar and your

20:00

Slack, like you can get a daily brief

20:02

from this bot that like comes in a

20:04

certain form." That's going to be the

20:05

most basic one, but then people are

20:06

going to discover all the different

20:08

things you can do, just like they did

20:09

with skills, but instead of skills, it's

20:11

going to evolve to a bot that uses

20:14

skills and prompts and shares memory and

20:18

can run by itself and has this entire

20:21

scaffolding around it what you would

20:23

call a harness

20:25

which goes way beyond chat. Already

20:27

ChatGPT work is kind of ChatGPT with

20:30

this support, right? It plans, it it

20:33

gets all of these other tools to do

20:34

things.

20:35

This takes it a level further

20:38

because it has its own computer.

20:40

It can do things on a schedule, which we

20:42

already have. It can collaborate with

20:44

other bots.

20:45

And the usage on this will be huge. I

20:48

mean, it's $200 plan is what you got

20:51

beyond a few minutes of usage.

20:53

So all of that in one package means AI

20:55

is going to be working for you and

20:57

you're going to be talking to it like

20:59

you would to, you know, a bunch of

21:01

friends.

21:02

And then the next phase is it predicting

21:03

what you need and getting a fancy

21:05

Jarvis-like interface. All right, I hope

21:07

this was helpful. This was the first

21:09

look. This is my first impression of

21:11

Grok Bot. I really think this interface

21:13

works because, well, as I stated, I've

21:15

been using this interface and it works.

21:18

And I'm just excited about it. Go ahead

21:20

and give it a shot if you want, you

21:21

know, free plan on Mac OS only, and let

21:23

me know what you think in the comments

21:25

below. All right, my name is Igor and I

21:27

will see you very soon.

Interactive Summary

This video provides a first look at Grokbot, a new agentic application for macOS designed to be a highly user-friendly, consumer-focused assistant. Unlike standard AI chatbots like ChatGPT that often struggle with long-term memory and cross-session task management, Grokbot allows users to create multiple agents—each with its own virtual computer—that can collaborate, share memory, and execute scheduled routines. The reviewer highlights how this interface bridges the gap between complex, custom-built AI systems (like his own 'Open Claw' setup) and simple chat interfaces, making powerful agentic workflows accessible to everyday users.

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