godsystem

learning ai system

loading... 89%

[godsystem @godsystemsmd]

This is f*cking insane. Former Google CEO Eric Schmidt just said it out loud:

"We believe as an industry that in the next one year, the vast majority of programmers will be replaced by AI programmers"

Most people will argue about whether he's right

Smart people are already learning to manage the AI programmers

ChatGPT → Codex → AGENTS.md → MCP → Agents SDK → An AI Coding Team That Works For You

This is not about asking ChatGPT to write one function

It's about turning Codex into a full coding team

Save this before it disappears from your feed

Everything below is free:

Codex + ChatGPT docs
https://t.co/liH8HqoAfb

Codex CLI
https://t.co/jk5DIf41GA

AGENTS.md (your project's memory)
agents.md

AGENTS.md inside Codex
https://t.co/QjXn0sWGrz

MCP
https://t.co/n7OUIC1opE

Agents SDK
https://t.co/Jr1lszQzw4

A practical guide to building agents
https://t.co/yuP34BCg1q

Prompt engineering
https://t.co/SqFJtisrto

OpenAI Cookbook
https://t.co/aWmLNmZqhB

Cookbook on GitHub
https://t.co/4J33ysmLaI

Prompt engineering for developers (with Andrew Ng)
https://t.co/FvtDBHmDAQ

OpenAI Academy
https://t.co/T6UpxuB3Ul

All of this costs $0

Most people will keep asking ChatGPT one question at a time

Bookmark this and open the Codex CLI repo tonight

Then read the harness engineering guide below to see how it all fits into one working agent ↓

[rari🈀 @0xwhrrari]

https://t.co/3ANIWs48lJ

[godsystem @godsystemsmd]

next post in this topic https://t.co/eUeMWRCjbJ

[godsystem @godsystemsmd]

This is f*cking insane. Former Google CEO Eric Schmidt just said it out loud:

"We believe as an industry that in the next one year, the vast majority of programmers will be replaced by AI programmers"

Most people will argue about whether he's right

Smart people are already learning to manage the AI programmers

ChatGPT → Codex → AGENTS.md → MCP → Agents SDK → An AI Coding Team That Works For You

This is not about asking ChatGPT to write one function

It's about turning Codex into a full coding team

Save this before it disappears from your feed

Everything below is free:

Codex + ChatGPT docs
https://t.co/liH8HqoAfb

Codex CLI
https://t.co/jk5DIf41GA

AGENTS.md (your project's memory)
agents.md

AGENTS.md inside Codex
https://t.co/QjXn0sWGrz

MCP
https://t.co/n7OUIC1opE

Agents SDK
https://t.co/Jr1lszQzw4

A practical guide to building agents
https://t.co/yuP34BCg1q

Prompt engineering
https://t.co/SqFJtisrto

OpenAI Cookbook
https://t.co/aWmLNmZqhB

Cookbook on GitHub
https://t.co/4J33ysmLaI

Prompt engineering for developers (with Andrew Ng)
https://t.co/FvtDBHmDAQ

OpenAI Academy
https://t.co/T6UpxuB3Ul

All of this costs $0

Most people will keep asking ChatGPT one question at a time

Bookmark this and open the Codex CLI repo tonight

Then read the harness engineering guide below to see how it all fits into one working agent ↓

[godsystem @godsystemsmd]

This is f*cking insane. Former Google CEO Eric Schmidt, the man who ran Google for 10 years:

"If you really want to make money, it's actually easy, found an agentic AI company, I mean build an agent to do something

If you build a better agent than anyone else, you can probably build one incredible company and own it yourself"

In 27 seconds, he explains why the next year or two is the agentic period, and why the window won't stay open

Prompts → Claude Code → Memory → Skills → MCP → A Company You Own Yourself

Save this before it disappears from your feed

Everything below is free:

Agent architecture
https://t.co/Chvem5GspS

Claude Code 101
https://t.co/aG7NouZfew

Claude Code in action
https://t.co/4CQGgMyqGS

Prompt engineering
https://t.co/vHGrXwMdVp

Interactive prompt course
https://t.co/Eagw53Bv7h

Claude.md + memory
https://t.co/QNPfajPDER

Skills
https://t.co/2i7BUY3nIt

MCP
https://t.co/DmunNrf3Rh

Routines
https://t.co/plUZELLKgI

Claude Code ultimate guide
https://t.co/fbjAnwI7Q2

Awesome Claude Code
https://t.co/IfTGf6LHeF

Anthropic academy
https://t.co/VVGgBp5mTE

Official Claude Code docs
https://t.co/cOsKsz4o73

All of this costs $0

95% will spend the agentic period scrolling AI threads, the 5% who ship agents will own the companies that come out of it

Bookmark it and start with the first link tonight

Then read how to build an agent that actually does the job in the harness engineering guide below ↓

[rari🈀 @0xwhrrari]

https://t.co/3ANIWs48lJ

[godsystem @godsystemsmd]

This is f*cking insane. Former Google CEO Eric Schmidt, the man who ran Google for 10 years:

"If you really want to make money, it's actually easy, found an agentic AI company, I mean build an agent to do something

If you build a better agent than anyone else, you can probably build one incredible company and own it yourself"

In 27 seconds, he explains why the next year or two is the agentic period, and why the window won't stay open

Prompts → Claude Code → Memory → Skills → MCP → A Company You Own Yourself

Save this before it disappears from your feed

Everything below is free:

Agent architecture
https://t.co/Chvem5GspS

Claude Code 101
https://t.co/aG7NouZfew

Claude Code in action
https://t.co/4CQGgMyqGS

Prompt engineering
https://t.co/vHGrXwMdVp

Interactive prompt course
https://t.co/Eagw53Bv7h

Claude.md + memory
https://t.co/QNPfajPDER

Skills
https://t.co/2i7BUY3nIt

MCP
https://t.co/DmunNrf3Rh

Routines
https://t.co/plUZELLKgI

Claude Code ultimate guide
https://t.co/fbjAnwI7Q2

Awesome Claude Code
https://t.co/IfTGf6LHeF

Anthropic academy
https://t.co/VVGgBp5mTE

Official Claude Code docs
https://t.co/cOsKsz4o73

All of this costs $0

95% will spend the agentic period scrolling AI threads, the 5% who ship agents will own the companies that come out of it

Bookmark it and start with the first link tonight

Then read how to build an agent that actually does the job in the harness engineering guide below ↓

[godsystem @godsystemsmd]

This is f*cking insane. Microsoft AI CEO Mustafa Suleyman, the co-founder of DeepMind:

"You don't rent intelligence from a shared model that learns from everybody

Only you keep the benefits of your hard-earned workflows. They become your moat"

In just 3 minutes, he shows why the companies that train agents on their own work will leave everyone else behind

Rented Model → Your Workflows → Your Own Agents → Your Moat

Their tuned model already matches GPT-5.4 at 10x lower cost

Everyone has the same models now, nobody can copy how you trained an agent around your own process

Renting a model was the old workflow

Owning the agent is the new one

Worth more than most $2,500 AI courses

Bookmark and watch it today

Then read how to build a harness around your own workflows in the guide below ↓

[godsystem @godsystemsmd]

https://t.co/n0XrcDvK7R

[godsystem @godsystemsmd]

This is f*cking insane. Microsoft AI CEO Mustafa Suleyman, the co-founder of DeepMind:

"You don't rent intelligence from a shared model that learns from everybody

Only you keep the benefits of your hard-earned workflows. They become your moat"

In just 3 minutes, he shows why the companies that train agents on their own work will leave everyone else behind

Rented Model → Your Workflows → Your Own Agents → Your Moat

Their tuned model already matches GPT-5.4 at 10x lower cost

Everyone has the same models now, nobody can copy how you trained an agent around your own process

Renting a model was the old workflow

Owning the agent is the new one

Worth more than most $2,500 AI courses

Bookmark and watch it today

Then read how to build a harness around your own workflows in the guide below ↓

[godsystem @godsystemsmd]

This is f*cking insane. SpaceXAI senior engineer:

"99% of people use GrokBot for 1% of its power. They run a single agent with no loops or graphs

I run a team of 30+ GrokBot agents. By 7 a.m. my Chief of Staff has mapped out the day, my PM has split the work, and the workers have already shipped half of it"

In this 1-hour session, SpaceXAI shows how to build that team from zero

GrokBot → Chief of Staff → PM → Workers → Self-Improving Team

A loop keeps sending a task back until it really works

A graph passes one agent's result to the next without you in the middle

Anyone can ask GrokBot a question, almost nobody hands it a team to run

Worth more than most $1,500 agentic engineering courses

Bookmark it and watch it today

Then read how to build your own GrokBot fleet in the harness engineering 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

[godsystem @godsystemsmd]

This is f*cking insane. Microsoft AI CEO Mustafa Suleyman, the co-founder of DeepMind:

"You don't rent intelligence from a shared model that learns from everybody

Only you keep the benefits of your hard-earned workflows. They become your moat"

In just 3 minutes, he shows why the companies that train agents on their own work will leave everyone else behind

Rented Model → Your Workflows → Your Own Agents → Your Moat

Their tuned model already matches GPT-5.4 at 10x lower cost

Everyone has the same models now, nobody can copy how you trained an agent around your own process

Renting a model was the old workflow

Owning the agent is the new one

Worth more than most $2,500 AI courses

Bookmark and watch it today

Then read how to build a harness around your own workflows in the guide below ↓

[rari🈀 @0xwhrrari]

https://t.co/3ANIWs48lJ

[godsystem @godsystemsmd]

This is f*cking insane. SpaceXAI senior engineer:

"99% of people use GrokBot for 1% of its power. They run a single agent with no loops or graphs

I run a team of 30+ GrokBot agents. By 7 a.m. my Chief of Staff has mapped out the day, my PM has split the work, and the workers have already shipped half of it"

In this 1-hour session, SpaceXAI shows how to build that team from zero

GrokBot → Chief of Staff → PM → Workers → Self-Improving Team

A loop keeps sending a task back until it really works

A graph passes one agent's result to the next without you in the middle

Anyone can ask GrokBot a question, almost nobody hands it a team to run

Worth more than most $1,500 agentic engineering courses

Bookmark it and watch it today

Then read how to build your own GrokBot fleet in the harness engineering guide below ↓

[godsystem @godsystemsmd]

This is f*cking insane. OpenAI CEO Sam Altman just told a Stanford class:

"With an affordable amount of tokens, you can do what a 100-person incredible engineering team would do

By March 2028, we will have a full end-to-end, very talented AI researcher"

In this 26-minute talk, Altman explains what one person can build now and what happens next

Prompts → Agents → One-Person Startup → AI Researcher → One-Person Frontier Lab

On Yann LeCun calling LLMs a dead end: "Betting against LLM scaling at this point feels quite misguided"

One OpenAI model just cracked an Erdos problem, and mathematicians are asking "is math over?"

95% of people will keep chatting with ChatGPT, the 5% who build with agents will run a 100-person company alone

Worth more than any $3,000 AI course

Bookmark and watch it today

Then read how to build your own agent system in the harness engineering guide below ↓

[godsystem @godsystemsmd]

This is f*cking insane. OpenAI CEO Sam Altman just told a Stanford class:

"With an affordable amount of tokens, you can do what a 100-person incredible engineering team would do

By March 2028, we will have a full end-to-end, very talented AI researcher"

In this 26-minute talk, Altman explains what one person can build now and what happens next

Prompts → Agents → One-Person Startup → AI Researcher → One-Person Frontier Lab

On Yann LeCun calling LLMs a dead end: "Betting against LLM scaling at this point feels quite misguided"

One OpenAI model just cracked an Erdos problem, and mathematicians are asking "is math over?"

95% of people will keep chatting with ChatGPT, the 5% who build with agents will run a 100-person company alone

Worth more than any $3,000 AI course

Bookmark and watch it today

Then read how to build your own agent system in the harness engineering 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

[godsystem @godsystemsmd]

This is f*cking insane. Meta CEO Mark Zuckerberg, the man who built Facebook from a Harvard dorm room:

"People are afraid of AI. But the reality is simpler: you will either use these tools or lose to someone who uses them

In the next 12 months, AI agents will write half the code at Meta. One engineer with agents will do the work of a whole team"

In this 47-minute talk, Zuckerberg explains who wins the next 5 years and who gets left behind

Chatbots → Agents → AI Engineers → Companies Run By Agents

Using AI doesn't mean asking a chatbot one question and closing the tab

It means agents that research, code, test and ship while you do the thinking

95% of people are still asking if AI will take their job, the 5% building agents are already taking theirs

Worth more than any $5,000 AI course

Bookmark and watch it today

Then read how to plug one agent into Claude Code, Cursor and Codex in the article below ↓

[godsystem @godsystemsmd]

This is f*cking insane. Meta CEO Mark Zuckerberg, the man who built Facebook from a Harvard dorm room:

"People are afraid of AI. But the reality is simpler: you will either use these tools or lose to someone who uses them

In the next 12 months, AI agents will write half the code at Meta. One engineer with agents will do the work of a whole team"

In this 47-minute talk, Zuckerberg explains who wins the next 5 years and who gets left behind

Chatbots → Agents → AI Engineers → Companies Run By Agents

Using AI doesn't mean asking a chatbot one question and closing the tab

It means agents that research, code, test and ship while you do the thinking

95% of people are still asking if AI will take their job, the 5% building agents are already taking theirs

Worth more than any $5,000 AI course

Bookmark and watch it today

Then read how to plug one agent into Claude Code, Cursor and Codex in the article below ↓

[rari🈀 @0xwhrrari]

Claude Code can fix the bug

It doesn't know the customer is still waiting

A longer CLAUDE.md won't change that

I broke down how to give Claude Code, Cursor and Codex one AI employee who knows the company ↓ https://t.co/eoV4SZhlhn

[godsystem @godsystemsmd]

Holy f*ck, SpaceXAI just released a free 1-hour GrokBot workshop

"I woke up today to 20 finished tasks. My bots built them, tested them and shipped them while I slept"

GrokBot → Bot Team → Self-Checks → A Company That Ships While You Sleep

03:36 - Wake up to 20+ tasks your bots shipped overnight
08:42 - Why you're the bottleneck of your own bot team
18:55 - Make every bot grade its own work
26:17 - A bot that finds the bug, fixes it and proves it works

While you scroll, someone at SpaceXAI is shipping 1,000 updates a month with a GrokBot team

Worth more than any $5,000 GrokBot course

Bookmark it and watch today

Then read how to build your own team of GrokBot agents in the harness engineering guide below ↓

[godsystem @godsystemsmd]

Holy f*ck, SpaceXAI just released a free 1-hour GrokBot workshop

"I woke up today to 20 finished tasks. My bots built them, tested them and shipped them while I slept"

GrokBot → Bot Team → Self-Checks → A Company That Ships While You Sleep

03:36 - Wake up to 20+ tasks your bots shipped overnight
08:42 - Why you're the bottleneck of your own bot team
18:55 - Make every bot grade its own work
26:17 - A bot that finds the bug, fixes it and proves it works

While you scroll, someone at SpaceXAI is shipping 1,000 updates a month with a GrokBot team

Worth more than any $5,000 GrokBot course

Bookmark it and watch today

Then read how to build your own team of GrokBot agents in the harness engineering guide below ↓

[rari🈀 @0xwhrrari]

https://t.co/3ANIWs48lJ

[godsystem @godsystemsmd]

This is f*cking insane. Anthropic engineer:

"You don't prompt Claude anymore. You build a system that prompts itself"

In just 45 minutes, she shows how Anthropic builds agents that remember, fix their own mistakes and get sharper with every run

Prompts → Agents → Memory → Loops → Self-Improving Systems

Memory means the agent keeps what worked yesterday, so you never explain anything twice

A loop sends every mistake back until the agent fixes it by itself

Anyone can write a prompt, almost nobody builds the system that writes the next one for them

Worth more than any $2,000 Claude course

Watch it today, then save the harness engineering guide below before everyone else catches up ↓

[godsystem @godsystemsmd]

This is f*cking insane. Anthropic engineer:

"You don't prompt Claude anymore. You build a system that prompts itself"

In just 45 minutes, she shows how Anthropic builds agents that remember, fix their own mistakes and get sharper with every run

Prompts → Agents → Memory → Loops → Self-Improving Systems

Memory means the agent keeps what worked yesterday, so you never explain anything twice

A loop sends every mistake back until the agent fixes it by itself

Anyone can write a prompt, almost nobody builds the system that writes the next one for them

Worth more than any $2,000 Claude course

Watch it today, then save the harness engineering guide below before everyone else catches up ↓

[rari🈀 @0xwhrrari]

https://t.co/3ANIWs48lJ

[godsystem @godsystemsmd]

This is f*cking insane. SpaceXAI engineer Nick Miller (ex-Cursor):

"99% of people set up one Grok Bot and call it automation

I run 25+ bots with a Chief of Staff, a PM, a QA team and 20+ workers"

In this 30-minute demo, he turns one bot into a team that actually works together

Grok Bot → Chief of Staff → PM → QA → Workers

More bots won't give you a team. Clean handoffs and a check on every result will

Worth more than most $1,500 agentic engineering courses

Bookmark it and watch today

Then read the full harness engineering guide below ↓

[rari🈀 @0xwhrrari]

https://t.co/3ANIWs48lJ

[godsystem @godsystemsmd]

This is f*cking insane. SpaceXAI senior engineer (ex-Cursor):

"99% of people still treat GrokBot like a search bar. I run 30+ Grok cloud agents with a Chief of Staff, 2 PMs and 25+ workers, and they never log off"

In just 22 minutes, this engineer shows how to turn one GrokBot into a team that works for you around the clock

GrokBot → Chief of Staff → PMs → Workers → Autonomous Fleet

A Chief of Staff agent maps out your day and hands every task to the right agent

A PM agent splits the work and checks everything before it ships

Anyone can chat with one GrokBot, almost nobody builds the team that keeps shipping while they sleep

Worth more than most $1,500 agentic engineering courses

Bookmark it today, then read the full harness engineering guide below before everyone else catches up ↓

[godsystem @godsystemsmd]

This is f*cking insane. SpaceXAI senior engineer (ex-Cursor):

"99% of people still treat GrokBot like a search bar. I run 30+ Grok cloud agents with a Chief of Staff, 2 PMs and 25+ workers, and they never log off"

In just 22 minutes, this engineer shows how to turn one GrokBot into a team that works for you around the clock

GrokBot → Chief of Staff → PMs → Workers → Autonomous Fleet

A Chief of Staff agent maps out your day and hands every task to the right agent

A PM agent splits the work and checks everything before it ships

Anyone can chat with one GrokBot, almost nobody builds the team that keeps shipping while they sleep

Worth more than most $1,500 agentic engineering courses

Bookmark it today, then read the full harness engineering guide below before everyone else catches up ↓

[rari🈀 @0xwhrrari]

https://t.co/3ANIWs48lJ