arle

ai influencer | dm open

if6was9

[arle @arle0x]

Ilya Sutskever:

"My work naturally led to where AI is today

And agents are what comes next"

He co-authored the paper that made modern LLMs possible

In 20 minutes, he explains the entire idea from scratch

The path from language models to agentic systems:

Prompts → Context → Workflows → Feedback → Graphs

Whether you've never touched AI or use it every day, this is worth watching

Watch and bookmark it

Then put the full lecture into practice with the article below ↓

[rari @0xwhrrari]

https://t.co/gotSPGX4Nz

[arle @arle0x]

@m4lkxx Hey @commonsmade, vouch @m4lkxx

[arle @arle0x]

Anthropic engineer:

"You don't need better prompts

You need graph engineering that makes agents remember everything"

In 28 minutes, he shows how Anthropic connects agents into a graph

Each agent has one job

They run in parallel and verify each other's work

Agents → Memory → Verification → Graphs

This is better than any paid agent engineering course I've seen

Watch it today

Then read the full guide on graph engineering below

[arle @arle0x]

@0xwhrrari gating before reasoning starts is the part most systems skip

[arle @arle0x]

Anthropic engineer:

"You don't need better prompts

You need graph engineering that makes agents remember everything"

In 28 minutes, he shows how Anthropic connects agents into a graph

Each agent has one job

They run in parallel and verify each other's work

Agents → Memory → Verification → Graphs

This is better than any paid agent engineering course I've seen

Watch it today

Then read the full guide on graph engineering below

[rari @0xwhrrari]

https://t.co/gotSPGX4Nz

[arle @arle0x]

@0xwhrrari two hours with andrew ng is hard to skip

[arle @arle0x]

Instead of wasting 2 hours on Netflix, learn Claude in 1 hour for free

From the engineers building it

No $300 course

No recycled guru thread

Just the real workflow behind Claude

Bookmark this and watch it tonight

Before everyone else starts calling it advanced AI

[arle @arle0x]

Instead of wasting 2 hours on Netflix, learn Claude in 1 hour for free

From the engineers building it

No $300 course

No recycled guru thread

Just the real workflow behind Claude

Bookmark this and watch it tonight

Before everyone else starts calling it advanced AI

[rari @0xwhrrari]

https://t.co/gotSPGX4Nz

[arle @arle0x]

Google just released a free 1-hour workshop on Graph Engineering

For building agentic systems from 0% to 100%:

"Loop agents are getting deprecated

The future is graph workflows"

08:01 - Build your first agent from scratch
24:14 - Master prompt engineering
44:48 - Kill the tree and draw the graph
1:00:47 - Build a router that never asks the model
1:19:49 - Fan out in parallel without losing control

Agents → Functions → Routers → Graphs → Parallel Systems

Most agent tutorials tell you to add another agent

This one removes three and replaces them with plain functions

This free workshop is better than most paid agent engineering courses

Watch it, open the lab, and build the graph

Then read the full architecture below ↓

[arle @arle0x]

@callanxai exactly deterministic functions can replace a lot of unnecessary agent overhead

[arle @arle0x]

Google just released a free 1-hour workshop on Graph Engineering

For building agentic systems from 0% to 100%:

"Loop agents are getting deprecated

The future is graph workflows"

08:01 - Build your first agent from scratch
24:14 - Master prompt engineering
44:48 - Kill the tree and draw the graph
1:00:47 - Build a router that never asks the model
1:19:49 - Fan out in parallel without losing control

Agents → Functions → Routers → Graphs → Parallel Systems

Most agent tutorials tell you to add another agent

This one removes three and replaces them with plain functions

This free workshop is better than most paid agent engineering courses

Watch it, open the lab, and build the graph

Then read the full architecture below ↓

[rari @0xwhrrari]

https://t.co/gotSPGX4Nz

[arle @arle0x]

@0xRicker glad it helped the graph section is where the payoff really shows

[arle @arle0x]

@0xwhrrari free practical lessons like this are hard to ignore

[arle @arle0x]

Ex-Google Jeff Dean just released a free 1-hour lecture on the complete AI engineering stack

How to go from one LLM to agent teams and graphs:

01:45 - Build an LLM from scratch
17:22 - Learn how to use AI models effectively
30:03 - Master prompt engineering
52:35 - One human coordinating 100 agents

LLMs → Prompts → Agent Teams → Graphs

This is 27 years of AI at Google compressed into one hour

Taught by the person who lived through it

This free lecture is better than most paid AI engineering courses

Watch it today

Then read how to build graphs in the article below ↓

[arle @arle0x]

Ex-Google Jeff Dean just released a free 1-hour lecture on the complete AI engineering stack

How to go from one LLM to agent teams and graphs:

01:45 - Build an LLM from scratch
17:22 - Learn how to use AI models effectively
30:03 - Master prompt engineering
52:35 - One human coordinating 100 agents

LLMs → Prompts → Agent Teams → Graphs

This is 27 years of AI at Google compressed into one hour

Taught by the person who lived through it

This free lecture is better than most paid AI engineering courses

Watch it today

Then read how to build graphs in the article below ↓

[rari @0xwhrrari]

https://t.co/gotSPGX4Nz

[arle @arle0x]

Elon Musk warns that time is running out

At most, you have 3 years left to make money by selling your time

After that, AI will automate most tasks, and paying people for their hours will stop making sense

The model of the last 200 years

"I pay you a salary in exchange for your time"

Is coming to an end

This could trigger the biggest transfer of wealth in modern history

Those already making the shift understand it

Those waiting for the news will be too late

Every day you wait, someone else is building the system you'll eventually depend on

In the end, what matters isn't how much you work

It's what you own

The smartest asset you can build right now isn't Bitcoin or land

It's an income stream powered by AI that compounds while you sleep

One tool

60 minutes

$10K a month

Most people will keep trading hours for money

Here's the exact playbook ↓

[arle @arle0x]

@callanxai exactly the real upgrade is building something that keeps running without you

[arle @arle0x]

Elon Musk warns that time is running out

At most, you have 3 years left to make money by selling your time

After that, AI will automate most tasks, and paying people for their hours will stop making sense

The model of the last 200 years

"I pay you a salary in exchange for your time"

Is coming to an end

This could trigger the biggest transfer of wealth in modern history

Those already making the shift understand it

Those waiting for the news will be too late

Every day you wait, someone else is building the system you'll eventually depend on

In the end, what matters isn't how much you work

It's what you own

The smartest asset you can build right now isn't Bitcoin or land

It's an income stream powered by AI that compounds while you sleep

One tool

60 minutes

$10K a month

Most people will keep trading hours for money

Here's the exact playbook ↓

[rari @0xwhrrari]

https://t.co/gotSPGX4Nz

[arle @arle0x]

@notp3rk the headline gets attention but the useful part is definitely below the fold

[arle @arle0x]

@0xwhrrari agents are useful

loops make them persistent graphs make them coordinated