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3 contributions to The AI Advantage
The structure that precedes the equation 🎤📜🛰
Before mathematics, there was meaning. Every tower that still stands. Every bridge that still endures. Every city that still breathes. None of them began with a formula. They began with a belief. Understand this: The pyramids were built before we could calculate the load of limestone. Ships crossed oceans before we wrote the laws of buoyancy. Aqueducts transported water before we developed fluid dynamics. What came first? A structure. The belief that the world has order. The conviction that effort must endure. An ethic that says "we build for those we will not know." A tolerance for risk that says "send the ship, even if the map runs out." Structures shaped intuition—the visceral feeling that a wall must be thick, a roof must be sloped, a barn must be full before winter. Structures shaped ethics—the rule that the builder is responsible if the house collapses, that the well belongs to the village, that knowledge must be taught. Structures shaped risk tolerance—the choice to plant when the rains might fail, to sail when the sea might rise, to invest when the return is not guaranteed. Equations came later. They described what belief had already dared. They measured what courage had already built. Even today: science presupposes that the universe is intelligible. It presupposes that tomorrow will follow the same rules as today. It presupposes that logic works, that evidence matters, and that cause leads to effect. These are not equations. They are commitments. Philosophical. Metaphysical. Therefore, remember: physics tells you how much the beam can support. The structure tells you why the beam must support it. One tells you the limits of nature. The other tells you your own limits. So, if you're going to build: 1. Give your structure a name first. What do you believe about order, duty, and loss? Write it down before you calculate. 2. Let ethics guide the engineering. Decide what must never fail before deciding how strong it must be. 3. Define risk by principle, not by impulse. Your tolerance is not a feeling. It's a rule you chose when your mind was clear. 4. Know that equations serve beliefs. If the belief is superficial, the mathematics will only build something empty.
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Work smart, that's what makes you rich, not hard work!
Work smart, that's what makes you rich, not hard work. Here in Brazil, what I see as common is: The moment people around the world start discussing "state-issued money = means of subsistence" as something personal and relevant to themselves, it will have already begun. The moment the old customs begin to crumble, the next world will move. (Translating: "state-issued money = means of subsistence") This is the basis of the current game: Work → receive a salary → withdraw → repeat Depending on controlled currency = depending on the system. And I will never do that. I don't see myself earning minimum wage here in Brazil. I see in reports that it's really humiliating. That's why every day I seek knowledge and, preferably, reach where small-minded people haven't yet reached, because they think small, which is common here in Brazil... BUT NOT FOR ME!! I believe that artificial intelligence will change my reality and that of my little daughter Aylla... LET'S DO THIS TOGETHER, MY FRIENDS!! Always like and comment on the posts of those who truly want to follow your progress here!
Your like and subscription, which cost me nothing but greatly benefit me, on my videos about related ideas, already help me stay ahead of those who think small here in Brazil and bring me closer to people like us in this wonderful group, who think about the future and the progress of our people!
📰 AI News: OpenAI Just Turned ChatGPT Into a Shared AI Coworker for Teams
📝 TL;DR OpenAI has launched workspace agents in ChatGPT, shared AI agents that can handle long-running workflows across tools, teams, and systems. This is a bigger shift than custom GPTs, because these agents do not just answer questions, they keep working in the background and help move real work forward. 🧠 Overview Workspace agents are OpenAI’s new team-focused agents built directly into ChatGPT. They are designed to automate repeatable workflows like report prep, lead research, software reviews, and internal support tasks, while pulling context from connected tools and continuing to work in the cloud even after you log off. The big picture is simple: ChatGPT is moving from assistant to operator. 📜 The Announcement OpenAI introduced workspace agents on April 22, 2026 in research preview for ChatGPT Business, Enterprise, Edu, and Teachers plans. The company says these agents are powered by Codex, can be shared across a workspace, run on schedules, and work inside ChatGPT or Slack. OpenAI also says GPTs will remain available for now, with conversion tools coming later so teams can migrate existing workflows more easily. ⚙️ How It Works • Shared team agents - Teams can build one agent and reuse it across the organization instead of creating separate personal setups. • Cloud-based execution - Agents keep running in the background even when the user closes their laptop or leaves ChatGPT. • Codex-powered actions - These agents can write or run code, work across files and tools, and handle more than simple chat tasks. • Workflow builder - Users start by describing a recurring process, and ChatGPT guides them step by step to turn it into an agent. • Slack integration - Teams can deploy agents into Slack so they can respond where people already work. • Connected context - Agents can pull from workspace tools, memory, files, and systems to complete multi-step work with more context. 💡 Why This Matters
📰 AI News: OpenAI Just Turned ChatGPT Into a Shared AI Coworker for Teams
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Victor hugo Nunes abreu
2
14points to level up
@victor-abreu-8854
From Rio to the world · The future of branding is driven by AI. I'm building it. Over 150K followers Rio de Janeiro🇧🇷 AI builds what vision dreams!

Active 4h ago
Joined May 3, 2026
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