soup

[Lunar @LunarResearcher]

Google just released a free 2-hour course on full Graph Engineering.

How to go from one prompt to an agent graph that can build itself:

0% → 10:16 - build your first AI agent
25% → 41:05 - master prompt engineering
50% → 54:45 - turn agents into graphs
75% → 1:20:10 - run loops inside agent graphs
100% → 1:43:33 - build a graph that builds itself

Most people build one agent and stop there.

Google is teaching everything that comes after:

Prompt → Agents → Graphs → Loops → Self-Building Systems

Single agents are the old workflow.

Graphs that evolve themselves are the next one.

This 2-hour course is worth more than most paid agent engineering courses.

Bookmark it and watch today

Then read how to run 1,000 agents from one prompt below ↓

[divyansh tiwari @DivyanshT91162]

10 GitHub repositories that feel almost illegal to be free.

And yes — they're all open source.

1. Archify

Turn your codebase into beautiful architecture, workflow, sequence and data-flow diagrams with AI.
Perfect for developers who want system design without manually drawing everything.

https://t.co/FCv7b8YlQP

2. OpenMAIC

An open-source multi-agent environment built around interactive AI workflows.
It shows what happens when multiple AI agents can collaborate inside the same environment.

https://t.co/YmoEeurwr1

3. DeepSeek Harness

A powerful open-source harness for building and running AI coding workflows.
Built for developers who want more control over how AI agents work with real codebases.

https://t.co/R6bhDirKV3

4. Ponytail

Makes AI coding agents follow a surprisingly simple principle: write less code when you don't need it.
A fascinating approach to making agents behave more like experienced senior developers.

https://t.co/HBMfFxQZBr

5. Agent Skills

A collection of reusable skills that upgrade what AI coding agents can do.
Plug these into your agent workflow and give your AI much more specialized capabilities.

https://t.co/iyWBG5buKJ

6. OmniVoice Studio

An open-source AI voice generation and processing studio.
Useful for experimenting with modern voice workflows without depending entirely on closed platforms.

https://t.co/BXTpGydT9w

7. Scientific Agent Skills

A collection of specialized skills designed to help AI agents perform scientific research.
One of the more interesting projects if you're exploring AI agents beyond coding.

https://t.co/lVnFW0GysU

8. Orca

An agentic development environment for running multiple coding agents in parallel.
Think of it as giving your development workflow a whole fleet of AI workers.

https://t.co/GsA7Xbsjp0

9. MiniMind

A surprisingly compact project for understanding how modern language models work.
Great for developers who want to learn by actually building instead of only reading theory.

https://t.co/36mwVOOYPl

10. God's Eye View

A visual project exploring how AI can understand and represent complex systems.
A very interesting repository for anyone working around AI visualization and agent workflows.

https://t.co/EYSzVX5HEV

All open source.

Some are useful today.
Some are worth studying.
And some might become huge.

Bookmark this list and save it for the weekend.

[Man to Man @manly_talks]

12 Fragrances that announce your presence before you arrive.

1. Creed Aventus.

[NewUs @newusof]

6 trucos para tener a la chica que quieras:

1. Hablen sobre su infancia

[Metabolic Edge @DMetabolicEdge]

If you watch porn or you masturbate alot, you actually need to consume these three super ingredents to actually get you full potential back.

[Charlie Hills @charliejhills]

15 free skills that kill AI slop

I made a rank with the anti-slop skills people need to install

1. ui-ux-pro-max-skill - 120,460 stars
https://t.co/9IjcE1qQBw

2. awesome-design-md - 110,052 stars
https://t.co/1wIZpu4ruc

3. Understand-Anything - 80,310 stars
https://t.co/3ILwhVRvAb

4. taste-skill - 79,935 stars
https://t.co/IGiJnXTwV8

5. impeccable - 62,115 stars
https://t.co/fLQCjRMNq8

6. humanizer - 37,537 stars
https://t.co/SZhRNa7doH

7. frontend-slides - 28,047 stars
https://t.co/vFraAUFy9L

8. design.md - 27,479 stars
https://t.co/1nrwOAzt6V

9. hallmark - 26,835 stars
https://t.co/Aqg0v10255

10. diagram-design - 26,212 stars
https://t.co/IvV4em6VYv

11. i-have-adhd - 23,675 stars
https://t.co/MmpjQaFO1Q

12. stop-slop - 16,300 stars
https://t.co/lX8NUcL6K3

13. archify - 15,280 stars
https://t.co/0Sgr6ln74T

14. answer-first - mine, free
https://t.co/LKqXh51K3k

15. voiceprint - mine, free
https://t.co/ieE9EYUKcx

[kartikey singh @askwhykartik]

Free UI resources that actually slap ↓

- https://t.co/P7pHMsTAkl - liquid effects for React
- https://t.co/wrW6FGSoLY - animated border beam
- https://t.co/OAdoDr1o6s - liquid metal border
- https://t.co/wUk2ZuvuP4 - animated thinking orb

Bookmarking all of these for our next MVP build.

[Dhruv kumar @Dhruvkumar16797]

This guy literally explained why some people become successful while other stay average.

The reason is uncomfortable. Game Theory

Watch this:

[soup @GHD218]

@piyascode9 @primemans gemini

[alexei @alexeixbt]

you don't win a game by mastering the visible rules, you win by understanding the incentives driving the players.

in this video prof. jiang breaks down the three elements of game theory (players, boundary conditions, and incentives) to reveal how to predict human behavior, read macro trends, and claim sovereignty over your decisions.

in my opinion, no one has explained game theory better than professor jiang.

the framework and key concepts bellow.

[rari @0xwhrrari]

Google's former CEO just said what everyone in AI already knows

Building wealth is getting easier if you actually learn the tools

Not by scrolling AI threads

By understanding agents, Codex Code, prompts, memory, skills, MCP, and routines

Save this before it disappears from your feed

Everything below is free:

ChatGPT basics
https://t.co/p1ZEv4vG4f

OpenAI Academy
https://t.co/5AVN9CgCZq

Prompt engineering
https://t.co/gFV0OAXnQo

GPT-5.5 prompting guide
https://t.co/TJOxZ77Y6C

OpenAI API docs
https://t.co/24OlDTxEcA

Responses API
https://t.co/DLnWfUZEUS

Agents SDK
https://t.co/irt7DTJ745

Agents SDK quickstart
https://t.co/Mm2kgeMs39

Tools + function calling
https://t.co/A40Dege36x

Structured outputs
https://t.co/Jawb4njrJa

Conversation state
https://t.co/YkbSXmUk3A

ChatGPT memory
https://t.co/ojhvlLbVWp

ChatGPT projects
https://t.co/Svo7ATFTGc

Custom GPTs
https://t.co/chrd6IBz8L

Tasks in ChatGPT
https://t.co/pIEnCC5K8F

Codex overview
https://t.co/CVPKvEz9MY

Codex quickstart
https://t.co/sKNEmSMCXF

Codex CLI
https://t.co/kUySSiEBL5

Codex GitHub repo
https://t.co/FoiGgP5ash

Codex best practices
https://t.co/E1PtLvDDaj

AGENTS.md
https://t.co/eaAJkQDp4x

Codex skills
https://t.co/OsrLujQnkX

Codex MCP
https://t.co/uHCuY9Ram7

Codex subagents
https://t.co/QboZoCEzHT

ChatGPT Apps SDK
https://t.co/keDQV4wPUp

Apps SDK quickstart
https://t.co/OYKfU6EXaW

ChatGPT developer mode + MCP
https://t.co/iUE04OldHB

OpenAI Cookbook
https://t.co/LxteqEFzWZ

All of this costs $0

Most people will keep asking AI one question at a time

Save this and start learning the stack

[Vikas Singh @vikas_ai_]

The person who built Claude Code just showed exactly how to use it.

This single session is worth more than any $1000 course.

30 minutes. Free. Straight from Boris Cherny himself.

Bookmark this before you forget.

Most people using Claude daily are missing 40+ features hiding in plain sight.

[Jay Bisen @JayBisen473370]

Learn AI for free directly from top companies

𝟭 - 𝗔𝗻𝘁𝗵𝗿𝗼𝗽𝗶𝗰:
https://t.co/80Su968XRs

𝟮 - 𝗚𝗼𝗼𝗴𝗹𝗲:
https://t.co/DaXLnWmqQb

𝟯 - 𝗠𝗲𝘁𝗮:
https://t.co/t28OtaPBg3

𝟰 - 𝗡𝗩𝗜𝗗𝗜𝗔:
https://t.co/rRX5TQTTxZ

𝟱 - 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁:
https://t.co/qYhkzbtfuP

𝟲 - 𝗢𝗽𝗲𝗻𝗔𝗜:
https://t.co/PzisoYEmPX

𝟳 - 𝗜𝗕𝗠:
https://t.co/t4KSkWuxBd

𝟴 - 𝗔𝗪𝗦:
https://t.co/Utb0Td7mV2

𝟵 - 𝗗𝗲𝗲𝗽𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴𝗔𝗜:
https://t.co/K0zm3g33YQ

𝟭𝟬 - 𝗛𝘂𝗴𝗴𝗶𝗻𝗴 𝗙𝗮𝗰𝗲:
https://t.co/8tPRh8PH2U

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#AI #ArtificialIntelligence #AISkills #AIAgents #RAG #LLM #PromptEngineering

[CryptoSoulz @SoulzBTC]

I’m publishing my new PDF in 7 days

1. Master Trading
2. Trading with Claude AI

It’s free

Who wants it?

[soup @GHD218]

@SimslearnAi guide

[soup @GHD218]

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@primemans UGC

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