Kyrox

[Kyrox @kyr0stack]

Andrej Karpathy:

"Vibe coding is amazing. But Agentic + Opus 5.5 harness engineering is the next level.

99% of my coding routine is automated by AI agents."

In this 30-minute talk, Andrej Karpathy breaks down how to build an AI agent workflow from scratch.

Worth more than any $500 agentic engineering course on the internet.

Watch it today, then read the article below ↓

[Hanako @hanakoxbt]

https://t.co/B3240WRGhl

[Kyrox @kyr0stack]

This is f*king insane. Google Brain founder Andrew Ng:

"Prompting will die in 6 months.

Loops and Graphs are what's replacing it."

In 2 hours he shows how to build agents that work and improve entirely on their own

Prompts → Agents → Loops → Graphs

a prompt is a guess you still have to check yourself

a loop checks its own work and keeps going until it's right

a graph remembers what worked and starts every next run from there

the first 15 minutes alone beat any $500 course

Bookmark and watch it today

Then read the article below ↓

[Kyrox @kyr0stack]

This is f*king insane. Google Brain founder Andrew Ng:

"Prompting will die in 6 months.

Loops and Graphs are what's replacing it."

In 2 hours he shows how to build agents that work and improve entirely on their own

Prompts → Agents → Loops → Graphs

a prompt is a guess you still have to check yourself

a loop checks its own work and keeps going until it's right

a graph remembers what worked and starts every next run from there

the first 15 minutes alone beat any $500 course

Bookmark and watch it today

Then read the article below ↓

[Hanako @hanakoxbt]

https://t.co/B3240WRGhl

[Kyrox @kyr0stack]

This is f*king insane. OpenAI CEO Sam Altman:

"You don't need to write prompts anymore. You need loops and graphs."

In 39 minutes he explains how to use LLMs better than almost anyone does

Prompts → Agents → Loops → Graphs

a loop closes one job without you

a graph decides which jobs exist at all

that is the whole difference between using AI and having AI work for you

Bookmark and watch it today

Then read the article below ↓

[Kyrox @kyr0stack]

This is f*king insane. OpenAI CEO Sam Altman:

"You don't need to write prompts anymore. You need loops and graphs."

In 39 minutes he explains how to use LLMs better than almost anyone does

Prompts → Agents → Loops → Graphs

a loop closes one job without you

a graph decides which jobs exist at all

that is the whole difference between using AI and having AI work for you

Bookmark and watch it today

Then read the article below ↓

[Hanako @hanakoxbt]

https://t.co/B3240WRGhl

[Kyrox @kyr0stack]

Andrej Karpathy:

"Prompting is going away. Delete everything, keep Graph."

In just 124 minutes, he shows how to build graphs and why they're the only layer that survives in the end

Prompts → Agents → Loops → Graphs

a loop keeps one agent running until the job is done

a graph decides which agents exist and what each one passes to the next

anyone can build an agent, almost nobody builds the graph that runs them

watch it today, then save the full guide below ↓

[Kyrox @kyr0stack]

Andrej Karpathy:

"Prompting is going away. Delete everything, keep Graph."

In just 124 minutes, he shows how to build graphs and why they're the only layer that survives in the end

Prompts → Agents → Loops → Graphs

a loop keeps one agent running until the job is done

a graph decides which agents exist and what each one passes to the next

anyone can build an agent, almost nobody builds the graph that runs them

watch it today, then save the full guide below ↓

[Hanako @hanakoxbt]

https://t.co/B3240WRGhl

[Kyrox @kyr0stack]

@slash1sol local inference makes idle compute useful

[Kyrox @kyr0stack]

This is f*king insane. OpenAI co-founder Andrej Karpathy:

"Prompting is going away.

Delete everything, keep Graph."

In 1 hour he shows how to build Graphs, and why it's the only thing left standing at the end

LLMs → Prompts → Agents → Graphs

skip the agent and you're the one finishing every job by hand

skip the graph and every finished job is forgotten, so the next run starts from zero again

Bookmark and watch it today

Then read the article below ↓

[Kyrox @kyr0stack]

This is f*king insane. OpenAI co-founder Andrej Karpathy:

"Prompting is going away.

Delete everything, keep Graph."

In 1 hour he shows how to build Graphs, and why it's the only thing left standing at the end

LLMs → Prompts → Agents → Graphs

skip the agent and you're the one finishing every job by hand

skip the graph and every finished job is forgotten, so the next run starts from zero again

Bookmark and watch it today

Then read the article below ↓

[Hanako @hanakoxbt]

https://t.co/B3240WRGhl

[Kyrox @kyr0stack]

@slash1sol two rules replaced daily supervision

[Kyrox @kyr0stack]

Don't waste 2 years learning to build self-improving AI agents.

Stanford just dropped a 3 hour course on building AI agents from scratch.

00:00 - self-improving AI agent basics
1:07:24 - multi-step reasoning in AI agents
2:22:04 - AI agents learning from feedback

Anthropic pays $750,000/year to AI engineers who master this exact skill of building AI agents.

Bookmark this & watch, no matter what. It'll be the most productive way to start your week. Then read the article below.

[Kyrox @kyr0stack]

Don't waste 2 years learning to build self-improving AI agents.

Stanford just dropped a 3 hour course on building AI agents from scratch.

00:00 - self-improving AI agent basics
1:07:24 - multi-step reasoning in AI agents
2:22:04 - AI agents learning from feedback

Anthropic pays $750,000/year to AI engineers who master this exact skill of building AI agents.

Bookmark this & watch, no matter what. It'll be the most productive way to start your week. Then read the article below.

[Hanako @hanakoxbt]

https://t.co/B3240WRGhl

[Kyrox @kyr0stack]

Anthropic engineers just dropped the best 1-hour course on building agents with Opus 5.5:

"Opus 5.5 is the best model for building agentic systems."

00:00 - intro to Managed Agents
07:45 - Opus 5.5 brain + architecture
23:40 - skills, loops, memory graphs
54:00 - agent dreaming and orchestration

Prompts → Agents → Loops → Graphs

most people will stop after the architecture chapter and call it an agent

the final twenty minutes are where the agents start running each other

same model, same tokens, completely different week

watch it today

the full article is below, save it while it is still early ↓

[Kyrox @kyr0stack]

Anthropic engineers just dropped the best 1-hour course on building agents with Opus 5.5:

"Opus 5.5 is the best model for building agentic systems."

00:00 - intro to Managed Agents
07:45 - Opus 5.5 brain + architecture
23:40 - skills, loops, memory graphs
54:00 - agent dreaming and orchestration

Prompts → Agents → Loops → Graphs

most people will stop after the architecture chapter and call it an agent

the final twenty minutes are where the agents start running each other

same model, same tokens, completely different week

watch it today

the full article is below, save it while it is still early ↓

[Hanako @hanakoxbt]

REA is the most dangerous repo on GitHub right now

It gives your AI agent a real disassembler, so it reads any app down to the binary

Every claim comes back with the address behind it

I broke down the exact 8 steps: https://t.co/eaeZ4OFJrH

[Kyrox @kyr0stack]

Andrej Karpathy:

"Prompting is going away.

Delete everything, keep Graph."

In 1 hour he shows how to build Graphs, and why it's the only thing that will be left standing at the end

LLMs → Prompts → Agents → Graphs

skip the agent and you're the one finishing every job by hand

skip the graph and every finished job is forgotten, so the next run starts from zero again

watch it today

then save the full guide on Graphs below before everyone catches up ↓

[Kyrox @kyr0stack]

@slash1sol @envato the original composition does the heavy lifting

[Kyrox @kyr0stack]

Andrej Karpathy:

"Prompting is going away.

Delete everything, keep Graph."

In 1 hour he shows how to build Graphs, and why it's the only thing that will be left standing at the end

LLMs → Prompts → Agents → Graphs

skip the agent and you're the one finishing every job by hand

skip the graph and every finished job is forgotten, so the next run starts from zero again

watch it today

then save the full guide on Graphs below before everyone catches up ↓

[Hanako @hanakoxbt]

REA is the most dangerous repo on GitHub right now

It gives your AI agent a real disassembler, so it reads any app down to the binary

Every claim comes back with the address behind it

I broke down the exact 8 steps: https://t.co/eaeZ4OFJrH

[Kyrox @kyr0stack]

Google Brain founder, Andrew Ng:

"Prompting will die in 6 months.

Loops and Graphs are what's replacing it."

In 2 hours he shows how to build agents that work and improve entirely on their own

Prompts → Agents → Loops → Graphs

skip the loop and every answer is a guess you still have to check yourself

skip the graph and nothing that worked carries over, so every run starts from zero

the first 15 minutes alone change how you build agents

watch the lecture first, then save the full guide on loops and graphs below ↓

[Hanako @hanakoxbt]

https://t.co/5w8ILIIelz

[Kyrox @kyr0stack]

Stanford AI engineering course:

"Anyone can build an AI agent in 60 minutes"

Stanford just dropped a free course on building AI agents from scratch

00:00 - build your first AI agent
48:13 - create agents without coding
54:33 - ship one that runs overnight

Prompts → Agents → Loops → Graphs

skip the layer above the loop and every fork inside it stays a full frontier call

skip the graph and the agent that works in the demo gets expensive the day it runs nonstop

watch it today

then save the full graph engineering guide below before everyone catches up ↓