Residual

[Residual @res1dualedge]

Andrej Karpathy spent 8 years at OpenAI and Tesla

Last week, he put everything he knows into one free 2-hour lecture

People pay $15k for bootcamps that teach half of this

You probably don't have 2 hours right now

Don't let it disappear in your feed

Watch it later, then read the graph engineering guide below and build your first loop

[Hanako @hanakoxbt]

https://t.co/5w8ILIIelz

[Residual @res1dualedge]

@virgilxbt graphs make improvement part of execution

[Residual @res1dualedge]

Anthropic engineer:

"At Anthropic we don't write prompts anymore. We build loops and graphs."

In 30 minutes she shows how the Claude team builds systems that prompt themselves

Prompts → Agents → Loops → Graphs

most people are still writing the message and waiting to see what comes back

she draws the shape once and the shape runs the work without her

same model, same tokens, completely different week

watch it today

the full graph engineering guide is below, save it while it is still early ↓

[Residual @res1dualedge]

Anthropic engineer:

"At Anthropic we don't write prompts anymore. We build loops and graphs."

In 30 minutes she shows how the Claude team builds systems that prompt themselves

Prompts → Agents → Loops → Graphs

most people are still writing the message and waiting to see what comes back

she draws the shape once and the shape runs the work without her

same model, same tokens, completely different week

watch it today

the full graph engineering guide is below, save it while it is still early ↓

[Hanako @hanakoxbt]

https://t.co/5w8ILIIelz

[Residual @res1dualedge]

@slash1sol the streak breaks traders before the edge does

[Residual @res1dualedge]

Anthropic engineer:

"90% of our engineers were already using self-improving loops. Now everyone is moving toward agentic graphs."

In 10 minutes she builds her whole Claude Code system live, from an empty terminal

Agents → Loops → Graphs → Fleets

most people are still typing into a chat box and calling it a workflow

she draws the shape once and the shape builds the rest without her

same model, same tokens, completely different week

watch it today

the full graph engineering guide is below, save it while it is still early ↓

[Residual @res1dualedge]

Anthropic engineer:

"90% of our engineers were already using self-improving loops. Now everyone is moving toward agentic graphs."

In 10 minutes she builds her whole Claude Code system live, from an empty terminal

Agents → Loops → Graphs → Fleets

most people are still typing into a chat box and calling it a workflow

she draws the shape once and the shape builds the rest without her

same model, same tokens, completely different week

watch it today

the full graph engineering guide is below, save it while it is still early ↓

[Hanako @hanakoxbt]

https://t.co/5w8ILIIelz

[Residual @res1dualedge]

@slash1sol survival pressure turned filtering into strategy

[Residual @res1dualedge]

@fleyta88 memory retrieval is eating productivity software

[Residual @res1dualedge]

Google Brain founder, Andrew Ng:

"In 3 to 6 months everyone will be running loops and self-improving graphs. Prompting is basically over."

In 32 minutes he shows how to build agent systems that improve themselves

Agents → Feedback → Memory → Graphs

most people are still building standalone agents and calling it a system

he draws the shape once and every finished job leaves the next one sharper

same model, same tokens, completely different week

watch it today

the full graph engineering guide is below, save it while it is still early ↓

[Hanako @hanakoxbt]

https://t.co/5w8ILIIelz

[Residual @res1dualedge]

Claude Code creator, Boris Cherny:

"100% of my code is written by Claude. I have hundreds of agents running loops and graphs."

In 46 minutes he explains how to run hundreds at once, and what actually makes it possible

Agents → Loops → Graphs → Fleets

most people add agents and wonder why the output stays the same

he draws the shape once and the shape decides what each hundred is looking at

same model, same tokens, completely different week

watch it today

the full graph engineering guide is below, save it while it is still early ↓

[Hanako @hanakoxbt]

https://t.co/5w8ILIIelz

[Residual @res1dualedge]

Anthropic engineer:

"At Anthropic we don't write prompts anymore. We build loops and graphs."

In 30 minutes she shows how the Claude team builds systems that prompt themselves

Prompts → Agents → Loops → Graphs

most people are still writing the message and waiting to see what comes back

she draws the shape once and the shape runs every night after

same model, same tokens, completely different week

watch it today

the full graph engineering guide is below, save it while it is still early ↓

[Hanako @hanakoxbt]

https://t.co/5w8ILIIelz

[Residual @res1dualedge]

@virgilxbt the leverage moved from prompts to architecture

[Residual @res1dualedge]

@elune0x the curriculum is becoming the product moat

[Residual @res1dualedge]

OpenAI CEO, Sam Altman:

"You don't need to write prompts anymore. You need Loops and Graphs."

In 38 minutes at Stanford he explains why his own engineers stopped writing prompts, and what they build instead

Prompts → Agents → Loops → Graphs

most people are still typing a better sentence and calling it work

his engineers drew the shape once and stopped typing altogether

prompts get you answers, loops and graphs get the work done without you

watch the talk today

the full graph engineering guide is below, save it while it is still early ↓

[Residual @res1dualedge]

OpenAI CEO, Sam Altman:

"You don't need to write prompts anymore. You need Loops and Graphs."

In 38 minutes at Stanford he explains why his own engineers stopped writing prompts, and what they build instead

Prompts → Agents → Loops → Graphs

most people are still typing a better sentence and calling it work

his engineers drew the shape once and stopped typing altogether

prompts get you answers, loops and graphs get the work done without you

watch the talk today

the full graph engineering guide is below, save it while it is still early ↓

[Hanako @hanakoxbt]

https://t.co/5uNv9TT2i9

[Residual @res1dualedge]

@reiraxbt self-repair turns errors into invisible retries

[Residual @res1dualedge]

@slash1sol the jackpot is really a consistency test

[Residual @res1dualedge]

Head of Claude Code:

"I'm not prompting my agents anymore, I'm building graphs and loops so they can build the agents for me."

In 11 minutes he shows where agentic engineering is actually going, and what gets left behind

You prompt → the loop prompts → the graph builds

most people are still on the first arrow and think the model is the bottleneck

a loop finishes the work without you, a graph decides which work exists at all

by the time the graph is writing your agents, prompting is a skill you no longer use

this is not the one to skip

watch it today, then save the full graph engineering guide below before everyone catches up ↓

[Residual @res1dualedge]

Head of Claude Code:

"I'm not prompting my agents anymore, I'm building graphs and loops so they can build the agents for me."

In 11 minutes he shows where agentic engineering is actually going, and what gets left behind

You prompt → the loop prompts → the graph builds

most people are still on the first arrow and think the model is the bottleneck

a loop finishes the work without you, a graph decides which work exists at all

by the time the graph is writing your agents, prompting is a skill you no longer use

this is not the one to skip

watch it today, then save the full graph engineering guide below before everyone catches up ↓

[Hanako @hanakoxbt]

https://t.co/5uNv9TT2i9