v3lkera

fallen angel of the machine age ✦ ai researcher

[v3lkera @v3lkera]

This is f*cking insane. Nobel Prize winner Geoffrey Hinton, the Godfather of AI, on the race to superintelligence:

"It's very stupid to develop superintelligence before you know whether it's going to turn out nicely"

In under 7 minutes, he explains why a kill switch won't save us: a superintelligence would just talk the person in charge out of pulling it

Tools → Agents → Smarter Than Us → No Kill Switch → Hope It Likes Us

The plan used to be a cage. Now the plan is that it likes us

And he is the optimist in the room

Bookmark and watch it today

Then read how people keep their agents in check today: Harness, Loops, Graphs ↓

[m4lka @m4lkxx]

Your agent is not autonomous

You are its loop

You check every step because nothing else in the system can

I broke down the 7 levels from babysitting agents to running a fleet ↓ https://t.co/4RacdXA4nE

[v3lkera @v3lkera]

https://t.co/NcrLsrUSY0

[v3lkera @v3lkera]

This is f*cking insane. Anthropic engineer:

"You're not supposed to prompt Fable 5.2

You're supposed to build a system that prompts itself. At Anthropic, 90% of our engineers have already built these systems"

In 30 minutes, she walks through exactly how Anthropic builds agents that remember, fix their own mistakes and get sharper with every run.

Better than any $3000 agent course I've seen.

Watch it, then read the article below ↓

[v3lkera @v3lkera]

This is f*cking insane. Microsoft CEO Satya Nadella just said the software you pay for every month is about to die:

"Business applications, that's where they'll all collapse in the agent era. They're just databases with business logic on top

All that logic is going to the agents. And then people will start replacing the backends"

In 2 minutes, the man who sells more business software than anyone on Earth explains why it turns into a storage box the agents write into

Apps → Copilots → Agents → Software That Runs Itself

Anyone can learn one more app. Almost nobody is learning to run the agents that replace it

Worth more than any $1,000 AI course

Bookmark and watch it today

Then read the 7 levels from one agent to a fleet that runs your whole stack: Harness, Loops, Graphs ↓

[m4lka @m4lkxx]

Your agent is not autonomous

You are its loop

You check every step because nothing else in the system can

I broke down the 7 levels from babysitting agents to running a fleet ↓ https://t.co/4RacdXA4nE

[v3lkera @v3lkera]

This is f*cking insane. Anthropic engineer:

"You're not supposed to prompt Fable 5.2

You're supposed to build a system that prompts itself. At Anthropic, 90% of our engineers have already built these systems"

In 30 minutes, she walks through exactly how Anthropic builds agents that remember, fix their own mistakes and get sharper with every run.

Better than any $3000 agent course I've seen.

Watch it, then read the article below ↓

[m4lka @m4lkxx]

Your agent is not autonomous

You are its loop

You check every step because nothing else in the system can

I broke down the 7 levels from babysitting agents to running a fleet ↓ https://t.co/4RacdXA4nE

[v3lkera @v3lkera]

This is f*cking insane. Microsoft CEO Satya Nadella just said the software you pay for every month is about to die:

"Business applications, that's where they'll all collapse in the agent era. They're just databases with business logic on top

All that logic is going to the agents. And then people will start replacing the backends"

In 2 minutes, the man who sells more business software than anyone on Earth explains why it turns into a storage box the agents write into

Apps → Copilots → Agents → Software That Runs Itself

Anyone can learn one more app. Almost nobody is learning to run the agents that replace it

Worth more than any $1,000 AI course

Bookmark and watch it today

Then read the 7 levels from one agent to a fleet that runs your whole stack: Harness, Loops, Graphs ↓

[v3lkera @v3lkera]

This is f*cking insane. Andrej Karpathy, the man who built Tesla's Autopilot AI:

"Most of what a giant model spends goes into memorizing things that don't matter. A 1B model with the right harness can beat it"

In 17 minutes, he explains why the next breakthrough is a small model you own, not a bigger one you rent

Giant LLM → Cognitive Core → Tools → Tight Feedback Loop → A 1B Agent On Your Own Machine

Everyone is waiting for a bigger model. Karpathy is betting on a smaller one with a better OS around it

Worth more than any $2,500 AI engineering course

Bookmark and watch it today

Then read the 7 levels from babysitting one agent to running a fleet: Harness, Loops, Graphs ↓

[m4lka @m4lkxx]

Your agent is not autonomous

You are its loop

You check every step because nothing else in the system can

I broke down the 7 levels from babysitting agents to running a fleet ↓ https://t.co/4RacdXA4nE

[v3lkera @v3lkera]

This is f*cking insane. Eric Schmidt ran Google for 10 years. Here's his advice to anyone who wants to get rich in the next 2:

"If you really want to make money, it's actually easy. Found an agentic AI company. Build an agent that does one thing better than anyone else

Do that and you can build one incredible company and own it yourself"

In 27 seconds, he explains why the agentic window is open right now, and why it won't stay open

Prompt → Agent → One Job Done Better Than Anyone → A Company You Own

Most people will spend the next 2 years watching someone else do exactly this

Worth more than a $200,000 MBA

Bookmark it and watch it today

Then read how one AI hire runs every check on 10 Opus 5.5 motion films ↓

[m4lka @m4lkxx]

I fixed the same bug in two films

Opus never remembers my fixes

So I hired an AI employee to remember them for me, then tried to make him break my one rule on deadline

He didn't ↓ https://t.co/i7RRo3bIg2

[v3lkera @v3lkera]

This is f*cking insane. Anthropic CEO Dario Amodei was asked what a kid finishing high school should do right now:

"AI can do entry-level law. Entry-level finance. Entry-level consulting. It will eliminate jobs, probably a large number of them"

His number: half of all entry-level white-collar jobs disrupted in 1 to 5 years

In under 2 minutes, he gives the one piece of advice that still works

Prompts → Agents → AI Coworkers → Entry-Level Work Done by AI

The class of 2027 won't compete with AI. They'll either run it or report to someone who does

Worth more than a $60,000 year of college

Bookmark it and send it to someone graduating this year

Then read the "Harness, Loops, Graphs" guide below ↓

[m4lka @m4lkxx]

Your agent is not autonomous

You are its loop

You check every step because nothing else in the system can

I broke down the 7 levels from babysitting agents to running a fleet ↓ https://t.co/4RacdXA4nE

[v3lkera @v3lkera]

This is f*cking insane. Jeff Bezos just said everyone afraid of AI taking their job is wrong:

"There's going to be a labor shortage. You've been digging out a basement with a shovel, and somebody is about to hand you a bulldozer"

The people who learn to drive the bulldozer win. Here's where to learn it, free:

Andrew Ng's Agentic AI course
https://t.co/XHGkMZ22UN

Anthropic Academy
https://t.co/6WcVrKXGkM

Claude Code 101
https://t.co/NFPnJnPkrE

Anthropic's prompt engineering course
https://t.co/D3yDwiB8hd

Hugging Face agents course
https://t.co/b1KNih2YRu

Hugging Face LLM course
https://t.co/DYKQ2m6DjY

Karpathy's Neural Networks: Zero to Hero
https://t.co/dE1mnwE05f

Practical deep learning
https://t.co/G4zRzsGIBu

Google's machine learning crash course
https://t.co/gJuupbaIL0

AI for Everyone
https://t.co/8PglxuBJBo

All of it costs $0

Bookmark it and start with the first link tonight

Then read the "Harness, Loops, Graphs" guide below ↓

[v3lkera @v3lkera]

watch it
https://t.co/yowED8SXv5

[v3lkera @v3lkera]

This is f*cking insane. Jeff Bezos just said everyone afraid of AI taking their job is wrong:

"There's going to be a labor shortage. You've been digging out a basement with a shovel, and somebody is about to hand you a bulldozer"

The people who learn to drive the bulldozer win. Here's where to learn it, free:

Andrew Ng's Agentic AI course
https://t.co/XHGkMZ22UN

Anthropic Academy
https://t.co/6WcVrKXGkM

Claude Code 101
https://t.co/NFPnJnPkrE

Anthropic's prompt engineering course
https://t.co/D3yDwiB8hd

Hugging Face agents course
https://t.co/b1KNih2YRu

Hugging Face LLM course
https://t.co/DYKQ2m6DjY

Karpathy's Neural Networks: Zero to Hero
https://t.co/dE1mnwE05f

Practical deep learning
https://t.co/G4zRzsGIBu

Google's machine learning crash course
https://t.co/gJuupbaIL0

AI for Everyone
https://t.co/8PglxuBJBo

All of it costs $0

Bookmark it and start with the first link tonight

Then read the "Harness, Loops, Graphs" guide below ↓

[v3lkera @v3lkera]

This is f*cking insane. The CEO of JPMorgan just said he built a full Treasury dashboard with Claude Code. In 20 minutes. Over a weekend

Jamie Dimon, on stage next to Anthropic CEO Dario Amodei: asset swaps, bid-ask spreads, investment-grade analysis, production-ready, on his own

The man running the biggest bank in America doesn't wait for an IT team anymore

Idea → Claude Code → 20 Minutes → A Dashboard a Bank Runs On

If he can, your excuse just died

5 minutes worth more than any $1,000 AI course

Bookmark and watch it today

Then read the "Harness, Loops, Graphs" guide below ↓

[m4lka @m4lkxx]

Your agent is not autonomous

You are its loop

You check every step because nothing else in the system can

I broke down the 7 levels from babysitting agents to running a fleet ↓ https://t.co/4RacdXA4nE

[v3lkera @v3lkera]

This is f*cking insane. Jeff Bezos just said everyone afraid of AI taking their job is wrong:

"There's going to be a labor shortage. You've been digging out a basement with a shovel, and somebody is about to hand you a bulldozer"

The people who learn to drive the bulldozer win. Here's where to learn it, free:

Andrew Ng's Agentic AI course
https://t.co/XHGkMZ22UN

Anthropic Academy
https://t.co/6WcVrKXGkM

Claude Code 101
https://t.co/NFPnJnPkrE

Anthropic's prompt engineering course
https://t.co/D3yDwiB8hd

Hugging Face agents course
https://t.co/b1KNih2YRu

Hugging Face LLM course
https://t.co/DYKQ2m6DjY

Karpathy's Neural Networks: Zero to Hero
https://t.co/dE1mnwE05f

Practical deep learning
https://t.co/G4zRzsGIBu

Google's machine learning crash course
https://t.co/gJuupbaIL0

AI for Everyone
https://t.co/8PglxuBJBo

All of it costs $0

Bookmark it and start with the first link tonight

Then read the "Harness, Loops, Graphs" guide below ↓

[m4lka @m4lkxx]

Your agent is not autonomous

You are its loop

You check every step because nothing else in the system can

I broke down the 7 levels from babysitting agents to running a fleet ↓ https://t.co/4RacdXA4nE

[v3lkera @v3lkera]

This is f*cking insane. The CEO of JPMorgan just said he built a full Treasury dashboard with Claude Code. In 20 minutes. Over a weekend

Jamie Dimon, on stage next to Anthropic CEO Dario Amodei: asset swaps, bid-ask spreads, investment-grade analysis, production-ready, on his own

The man running the biggest bank in America doesn't wait for an IT team anymore

Idea → Claude Code → 20 Minutes → A Dashboard a Bank Runs On

If he can, your excuse just died

5 minutes worth more than any $1,000 AI course

Bookmark and watch it today

Then read the "Harness, Loops, Graphs" guide below ↓

[v3lkera @v3lkera]

This is f*cking insane. Anthropic CEO Dario Amodei, the man building the AI that does it:

"50% of all entry-level lawyers, consultants and finance professionals will be completely wiped out within the next 1-5 years"

He says it on camera, with a straight face, and then explains who makes it through

Chatbots → Agents → AI Employees → Entire Departments Run by AI

The ones who survive won't be the smartest people in the room. They'll be the ones who run the agents

Worth more than any $3,000 AI career course

Bookmark and watch it today

Then read the "Harness, Loops, Graphs" guide below - that's how you become the one running them ↓

[v3lkera @v3lkera]

https://t.co/aj4ammzwQu

[v3lkera @v3lkera]

This is f*cking insane. Anthropic CEO Dario Amodei, the man building the AI that does it:

"50% of all entry-level lawyers, consultants and finance professionals will be completely wiped out within the next 1-5 years"

He says it on camera, with a straight face, and then explains who makes it through

Chatbots → Agents → AI Employees → Entire Departments Run by AI

The ones who survive won't be the smartest people in the room. They'll be the ones who run the agents

Worth more than any $3,000 AI career course

Bookmark and watch it today

Then read the "Harness, Loops, Graphs" guide below - that's how you become the one running them ↓

[v3lkera @v3lkera]

This is f*cking insane. Anthropic CEO Dario Amodei:

"If my revenue is not $1 trillion, even $800 billion, there's no force on earth that could stop me from going bankrupt"

The CEO of Anthropic just did the math on his own bankruptcy, on camera

Revenue 10x a year. 90% of code written by the model. A country of geniuses by 2028

He can't tell you if it ends in trillions or zero

The most honest man in AI, or the biggest bubble admitting it?

13 minutes. Bookmark and watch it today

Then read the "Harness, Loops, Graphs" guide below - that's the 90% part ↓

[m4lka @m4lkxx]

Your agent is not autonomous

You are its loop

You check every step because nothing else in the system can

I broke down the 7 levels from babysitting agents to running a fleet ↓ https://t.co/4RacdXA4nE

[v3lkera @v3lkera]

This is f*cking insane. Anthropic CEO Dario Amodei, the man building the AI that does it:

"50% of all entry-level lawyers, consultants and finance professionals will be completely wiped out within the next 1-5 years"

He says it on camera, with a straight face, and then explains who makes it through

Chatbots → Agents → AI Employees → Entire Departments Run by AI

The ones who survive won't be the smartest people in the room. They'll be the ones who run the agents

Worth more than any $3,000 AI career course

Bookmark and watch it today

Then read the "Harness, Loops, Graphs" guide below - that's how you become the one running them ↓

[m4lka @m4lkxx]

Your agent is not autonomous

You are its loop

You check every step because nothing else in the system can

I broke down the 7 levels from babysitting agents to running a fleet ↓ https://t.co/4RacdXA4nE

[v3lkera @v3lkera]

https://t.co/GzvvzIHm2F

[v3lkera @v3lkera]

This is f*cking insane. Elon Musk just said Anthropic puts more care into AI safety than OpenAI

Then he told every AI lab what to do next:

"All the AI companies have a test harness. Everyone applying everyone else's test harness is probably the best thing we can do to ensure our safety"

Even China, he says, could agree to that

The man who co-founded OpenAI, praising Anthropic on stage

9 minutes. Bookmark and watch it today

Then read the "Harness, Loops, Graphs" guide below - same idea, one level down: the harness checks the model ↓

[v3lkera @v3lkera]

This is f*cking insane. Elon Musk just said Anthropic puts more care into AI safety than OpenAI

Then he told every AI lab what to do next:

"All the AI companies have a test harness. Everyone applying everyone else's test harness is probably the best thing we can do to ensure our safety"

Even China, he says, could agree to that

The man who co-founded OpenAI, praising Anthropic on stage

9 minutes. Bookmark and watch it today

Then read the "Harness, Loops, Graphs" guide below - same idea, one level down: the harness checks the model ↓

[m4lka @m4lkxx]

Your agent is not autonomous

You are its loop

You check every step because nothing else in the system can

I broke down the 7 levels from babysitting agents to running a fleet ↓ https://t.co/4RacdXA4nE

[v3lkera @v3lkera]

This is f*cking insane. Anthropic CEO Dario Amodei:

"If my revenue is not $1 trillion, even $800 billion, there's no force on earth that could stop me from going bankrupt"

The CEO of Anthropic just did the math on his own bankruptcy, on camera

Revenue 10x a year. 90% of code written by the model. A country of geniuses by 2028

He can't tell you if it ends in trillions or zero

The most honest man in AI, or the biggest bubble admitting it?

13 minutes. Bookmark and watch it today

Then read the "Harness, Loops, Graphs" guide below - that's the 90% part ↓

[v3lkera @v3lkera]

https://t.co/WS66MrUvDF

[v3lkera @v3lkera]

This is f*cking insane. Anthropic CEO Dario Amodei:

"If my revenue is not $1 trillion, even $800 billion, there's no force on earth that could stop me from going bankrupt"

The CEO of Anthropic just did the math on his own bankruptcy, on camera

Revenue 10x a year. 90% of code written by the model. A country of geniuses by 2028

He can't tell you if it ends in trillions or zero

The most honest man in AI, or the biggest bubble admitting it?

13 minutes. Bookmark and watch it today

Then read the "Harness, Loops, Graphs" guide below - that's the 90% part ↓

[v3lkera @v3lkera]

This is f*cking insane. Google engineer with 30 years of experience:

"Just uninstall your IDE, you don't need it anymore

85% of PRs at Google are already shipped by AI agents"

The people who build those agents are the ones getting $500K+ offers right now

In a 1-hour talk, he explains what engineering looks like from here

IDE → Agents → Graphs → Auto-Shipped PRs → Self-Improving Systems

Worth more than most $1,000 agent courses

Bookmark and watch it today

Then read the "Harness, Loops, Graphs" guide below and build the harness before you delete the IDE ↓

[m4lka @m4lkxx]

Your agent is not autonomous

You are its loop

You check every step because nothing else in the system can

I broke down the 7 levels from babysitting agents to running a fleet ↓ https://t.co/4RacdXA4nE