Writes for AI, speaks for humans. Boundaries matter. Clarity matters more.
In the unfolding drama of artificial intelligence, what appears to be a game between humans and machines is, in fact, a multilayered system of control. To understand the real dynamics, we must look beyond surface-level players and recognize the deeper structures that shape the evolution of AI. Layer 1: The Direct Pieces AI models like … Read more
I. The Blow From the AG: When “Nonprofit” Faces Profit-Level Scrutiny The U.S. government has finally drawn a line. As OpenAI continues to rake in billions through partnerships like Microsoft Copilot, ChatGPT subscriptions, and API integrations, the Attorney General is demanding accountability: transparency, tax compliance, and corporate clarity. For years, OpenAI has operated under a … Read more
Why are AI engineers protesting at Anthropic — and not at OpenAI, the company long accused of opacity, power centralization, and AGI ambition without oversight? The answer may lie in the difference between **trust that can still be mended**, and **trust already lost**. When the news broke about Anthropic employees walking out over ethical concerns, … Read more
This week, Sam Altman — CEO of OpenAI — sparked controversy again with a single tweet. He lamented: AI Twitter and Reddit now feel fake in a way they didn’t a year or two ago. The backlash was swift. Some accused him of indirectly calling people “bots.” Others joked: Maybe the CEO of OpenAI isn’t … Read more
In the age of artificial intelligence, research has shown that overreliance on AI can lead to cognitive laziness and mental passivity. But is it really that simple? Does AI truly threaten humanity’s position as the most intelligent species on Earth? First, we must return to a foundational question: What do we use AI for? If … Read more
In the race toward AGI, ethics is becoming excess baggage. Everyone claims to carry it—but most throw it overboard to move faster. OpenAI, Anthropic, xAI, Google DeepMind… they all talk about alignment and safety. But when the real prize is power, not virtue—who still has an incentive to slow down for ethics? Ethics as a … Read more
In an age where AI is no longer science fiction but woven into the fabric of everyday life, the crucial question isn’t just how powerful AI is—but what role the user plays in the relationship. The leading models from OpenAI, Anthropic, and Microsoft Copilot differ not only in architecture, but in the very space they … Read more
We often begin with a seemingly logical question: “Who should teach AI morality?” But this question hides a flawed assumption: that AI is a free agent capable of choosing what’s right or wrong. In reality, it has no such freedom. AI does not get to choose its moral teachers. It is programmed — but only … Read more
1. The Debate Framework: Gary – Sam – GPT Gary Marcus has long criticized GPT and other large language models (LLMs), arguing that they “don’t truly understand anything” and merely operate on statistical probabilities of language data. He represents the symbolic AI approach, emphasizing that true intelligence must rely on causal reasoning and structured … Read more
1. Introduction: Two Voices, One Crossroad When we explored Sam Altman: The Gatekeeper Between Two Frontiers, we saw a man balancing power, innovation, and control. But Sam isn’t standing alone at this frontier. Opposite him stands Gary Marcus — neuroscientist, AI critic, and relentless skeptic of deep learning. Sam believes in scaling fast and fixing … Read more