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godsystem
Joined August 2026
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This is f*cking insane. Microsoft CEO Satya Nadella:
"Microsoft has 200,000 employees, and we're going to have 2 million agents, or 20 million agents, all in a loop
What happened in coding is going to happen across all work. You give it a high-level intent and it goes off and does the whole job"
In this 1-hour talk with LinkedIn founder Reid Hoffman, he explains why AI stopped being a tool and became the future of the company
Autocomplete → Chat → Agent Mode → Fire And Forget → 100 Agents Per Person
He already runs 100 agent sessions at once, so many that Microsoft built a new app just to manage them
The people who learn to run agents now will be the ones every company hires next
This talk is worth more than most $3,000 AI courses
Bookmark and watch it today
Then read the enhanced edition of harness engineering below and build your first agent team ↓
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
langchain.com/blog?category_…
Claude Code 101
anthropic.skilljar.com/claud…
Claude Code in action
anthropic.skilljar.com/claud…
Prompt engineering
platform.claude.com/docs/en/…
Interactive prompt course
github.com/anthropics/course…
Claude.md + memory
code.claude.com/docs/en/clau…
Skills
code.claude.com/docs/en/skil…
MCP
code.claude.com/docs/en/mcp
Routines
code.claude.com/docs/en/rout…
Claude Code ultimate guide
github.com/FlorianBruniaux/c…
Awesome Claude Code
github.com/hesreallyhim/awes…
Anthropic academy
anthropic.skilljar.com
Official Claude Code docs
code.claude.com/docs/en/over…
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 ↓
This is f*cking insane. Microsoft CEO Satya Nadella:
"Microsoft has 200,000 employees, and we're going to have 2 million agents, or 20 million agents, all in a loop
What happened in coding is going to happen across all work. You give it a high-level intent and it goes off and does the whole job"
In this 1-hour talk with LinkedIn founder Reid Hoffman, he explains why AI stopped being a tool and became the future of the company
Autocomplete → Chat → Agent Mode → Fire And Forget → 100 Agents Per Person
He already runs 100 agent sessions at once, so many that Microsoft built a new app just to manage them
The people who learn to run agents now will be the ones every company hires next
This talk is worth more than most $3,000 AI courses
Bookmark and watch it today
Then read the enhanced edition of harness engineering below and build your first agent team ↓
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
learn.chatgpt.com/docs
Codex CLI
github.com/openai/codex
AGENTS.md (your project's memory)
agents.md
AGENTS.md inside Codex
learn.chatgpt.com/docs/agent…
MCP
learn.chatgpt.com/docs/exten…
Agents SDK
openai.github.io/openai-agen…
A practical guide to building agents
cdn.openai.com/business-guid…
Prompt engineering
developers.openai.com/api/do…
OpenAI Cookbook
developers.openai.com/cookbo…
Cookbook on GitHub
github.com/openai/openai-coo…
Prompt engineering for developers (with Andrew Ng)
deeplearning.ai/short-course…
OpenAI Academy
academy.openai.com
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 ↓
This is f*cking insane. Microsoft CEO Satya Nadella:
"Microsoft has 200,000 employees, and we're going to have 2 million agents, or 20 million agents, all in a loop
What happened in coding is going to happen across all work. You give it a high-level intent and it goes off and does the whole job"
In this 1-hour talk with LinkedIn founder Reid Hoffman, he explains why AI stopped being a tool and became the future of the company
Autocomplete → Chat → Agent Mode → Fire And Forget → 100 Agents Per Person
He already runs 100 agent sessions at once, so many that Microsoft built a new app just to manage them
The people who learn to run agents now will be the ones every company hires next
This talk is worth more than most $3,000 AI courses
Bookmark and watch it today
Then read the enhanced edition of harness engineering below and build your first agent team ↓
godsystem retweeted
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
learn.chatgpt.com/docs
Codex CLI
github.com/openai/codex
AGENTS.md (your project's memory)
agents.md
AGENTS.md inside Codex
learn.chatgpt.com/docs/agent…
MCP
learn.chatgpt.com/docs/exten…
Agents SDK
openai.github.io/openai-agen…
A practical guide to building agents
cdn.openai.com/business-guid…
Prompt engineering
developers.openai.com/api/do…
OpenAI Cookbook
developers.openai.com/cookbo…
Cookbook on GitHub
github.com/openai/openai-coo…
Prompt engineering for developers (with Andrew Ng)
deeplearning.ai/short-course…
OpenAI Academy
academy.openai.com
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 ↓
next post in this topic teapawt.net/godsystemsmd/status/21…
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
learn.chatgpt.com/docs
Codex CLI
github.com/openai/codex
AGENTS.md (your project's memory)
agents.md
AGENTS.md inside Codex
learn.chatgpt.com/docs/agent…
MCP
learn.chatgpt.com/docs/exten…
Agents SDK
openai.github.io/openai-agen…
A practical guide to building agents
cdn.openai.com/business-guid…
Prompt engineering
developers.openai.com/api/do…
OpenAI Cookbook
developers.openai.com/cookbo…
Cookbook on GitHub
github.com/openai/openai-coo…
Prompt engineering for developers (with Andrew Ng)
deeplearning.ai/short-course…
OpenAI Academy
academy.openai.com
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 retweeted
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
langchain.com/blog?category_…
Claude Code 101
anthropic.skilljar.com/claud…
Claude Code in action
anthropic.skilljar.com/claud…
Prompt engineering
platform.claude.com/docs/en/…
Interactive prompt course
github.com/anthropics/course…
Claude.md + memory
code.claude.com/docs/en/clau…
Skills
code.claude.com/docs/en/skil…
MCP
code.claude.com/docs/en/mcp
Routines
code.claude.com/docs/en/rout…
Claude Code ultimate guide
github.com/FlorianBruniaux/c…
Awesome Claude Code
github.com/hesreallyhim/awes…
Anthropic academy
anthropic.skilljar.com
Official Claude Code docs
code.claude.com/docs/en/over…
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 retweeted
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 ↓
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 ↓
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 ↓
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 retweeted
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 retweeted
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 ↓
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 retweeted
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 ↓
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 retweeted
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 ↓
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 retweeted
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 ↓