Callan

[Callan @callanxai]

@slash1sol autonomy begins when the chat can close

[Callan @callanxai]

@fleyta88 agents change when they get computers

[Callan @callanxai]

Anthropic engineer:

"Most people are using 10% of what Claude can do. The other 90% is Loops and Graphs."

In 27 minutes he explains how Anthropic actually uses Claude, and why most people never get there

Chat → Agents → Loops → Graphs

a loop closes one job without you

a graph decides which jobs exist at all

Claude was never hard to use, loops and graphs are how you use it well

watch it today

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

[Callan @callanxai]

Anthropic engineer:

"Most people are using 10% of what Claude can do. The other 90% is Loops and Graphs."

In 27 minutes he explains how Anthropic actually uses Claude, and why most people never get there

Chat → Agents → Loops → Graphs

a loop closes one job without you

a graph decides which jobs exist at all

Claude was never hard to use, loops and graphs are how you use it well

watch it today

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

[Hanako @hanakoxbt]

https://t.co/5uNv9TT2i9

[Callan @callanxai]

@elune0x bad planning parallelizes failure

[Callan @callanxai]

@fleyta88 skills turn experience into reusable infrastructure

[Callan @callanxai]

Google Brain founder, Andrew Ng:

"100% of my tasks are done by AI agents. Loops and Graphs did it. Prompting is gone."

In 30 minutes he explains how self-improving agents actually work, and what makes them possible

Chat → Agents → Loops → Graphs

a loop hands back finished work instead of a draft

a graph decides what gets worked on before anything runs

worth more than any $500 agentic course, and it costs nothing

watch it today

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

[Callan @callanxai]

Google Brain founder, Andrew Ng:

"100% of my tasks are done by AI agents. Loops and Graphs did it. Prompting is gone."

In 30 minutes he explains how self-improving agents actually work, and what makes them possible

Chat → Agents → Loops → Graphs

a loop hands back finished work instead of a draft

a graph decides what gets worked on before anything runs

worth more than any $500 agentic course, and it costs nothing

watch it today

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

[Hanako @hanakoxbt]

https://t.co/5uNv9TT2i9

[Callan @callanxai]

@fleyta88 orchestration is where agent scale becomes useful

[Callan @callanxai]

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

a prompt gets you one answer

a loop gets the work done without you

a graph decides which work runs at all

if this cost $400 people would call it the best agents course of the year, and it is free

watch it today

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

[Callan @callanxai]

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

a prompt gets you one answer

a loop gets the work done without you

a graph decides which work runs at all

if this cost $400 people would call it the best agents course of the year, and it is free

watch it today

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

[Hanako @hanakoxbt]

https://t.co/5uNv9TT2i9

[Callan @callanxai]

@fleyta88 memory turns every failure into infrastructure

[Callan @callanxai]

@the0xbt determinism is the real value of graphs

[Callan @callanxai]

@arle0x good graphs replace unnecessary agents with functions

[Callan @callanxai]

OpenAI CEO, Sam Altman:

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

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

Prompts → Agents → Loops → Graphs

a prompt buys you one answer

a graph buys you the whole job, and you are not in it

this talk is worth more than most $2,000 AI engineering bootcamps

watch it today

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

[Callan @callanxai]

OpenAI CEO, Sam Altman:

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

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

Prompts → Agents → Loops → Graphs

a prompt buys you one answer

a graph buys you the whole job, and you are not in it

this talk is worth more than most $2,000 AI engineering bootcamps

watch it today

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

[Hanako @hanakoxbt]

https://t.co/5uNv9TT2i9

[Callan @callanxai]

@fleyta88 memory makes agents compound

[Callan @callanxai]

@arle0x one human coordinating agents is the new stack

[Callan @callanxai]

Andrej Karpathy:

"Prompting is fading away. Delete everything else and keep the graph."

In 1 hour he explains why the graph is the layer that survives, and how to build one

LLMs → Prompts → Agents → Graphs

everything before the graph is a step

the graph is where the system ends up

this lecture is worth more than most $1,000 agent engineering courses

watch it today

then save the full guide below before everyone catches up ↓

[Callan @callanxai]

Andrej Karpathy:

"Prompting is fading away. Delete everything else and keep the graph."

In 1 hour he explains why the graph is the layer that survives, and how to build one

LLMs → Prompts → Agents → Graphs

everything before the graph is a step

the graph is where the system ends up

this lecture is worth more than most $1,000 agent engineering courses

watch it today

then save the full guide below before everyone catches up ↓

[Hanako @hanakoxbt]

https://t.co/5uNv9TT2i9