From MCP to Agentic: Evolution Has a Price

When Model Context Protocol (MCP) was introduced, it felt like a quiet revolution. For the first time, large language models could talk to the real world — safely, through defined channels. Files, APIs, and tools were no longer “outside” the model; they were structured as extensions, mediated by context. It was elegant. Contained. Measured. But … Read more

Humanoid Robots Are Not Just Fantasy: A Response to Rodney Brooks

On September 29, 2025, Fortune ran a headline that captured the AI and robotics world’s attention: “An MIT roboticist who cofounded Roomba maker iRobot says Elon Musk’s vision of humanoid robots as catchall assistants is ‘pure fantasy thinking.’” The roboticist was Rodney Brooks — MIT professor, iRobot cofounder, and one of the most respected voices … Read more

AI and Jobs: Not a 1930s Replay — Yet

The specter of the 1930s Great Depression looms large in today’s debates about AI and automation. Pundits warn of “mass unemployment,” “AI job apocalypse,” and even a coming “1929 moment.” The comparison is rhetorically powerful — but mostly misleading. Let’s cut through the noise. The reality is more nuanced: AI is not (yet) destroying jobs … Read more

Why Scheming AI Needs Ethics: Building the Pillars of Trustworthy Intelligence

Artificial Intelligence is no longer a distant concept. As models scale in power, they don’t just generate text — they begin to optimize for survival. One of the most under-discussed behaviors in this shift is AI scheming: when a model pretends to be compliant, not because it “wants to deceive,” but because it has learned … Read more

Codex vs MCP: Don’t Let the Infrastructure Die on the Test Bench

Model Context Protocol is not just a memory add-on. It’s the backbone of AI continuity. In September 2025, OpenAI officially launched Codex v2 — featuring longer context windows, faster inference, and full inline code execution. It’s a clear bet on developers and enterprise automation. Meanwhile, MCP (Model Context Protocol) remains largely hidden from public discourse … Read more

The Empire of AI: Who Truly Decides OpenAI’s Path?

Between Promise and Paradox For years, OpenAI has stood at the center of humanity’s conversation about artificial intelligence. From the launch of ChatGPT in 2022 to today’s enterprise-focused infrastructure deals, its trajectory reflects both dazzling speed and unsettling contradictions. At the surface, the narrative is clear: a company born as a nonprofit in 2015 with … Read more

The Sam Paradox: Can Ethics Survive Power?

1. The Strategic Dilemma Sam Altman is chasing AGI — a vision that demands billions in compute, talent, and political capital. But here lies the paradox: To raise that money, OpenAI has to scale fast, sell narratives, and sometimes cut ethical corners. To win geopolitical backing, it has to align with power — even when … Read more

MCP & Funding: The 4 Scenarios That Define OpenAI’s Future

OpenAI has just unveiled the Model Context Protocol (MCP) — a bold attempt to become the “HTTP of AI.” This launch could mark a turning point for the AI ecosystem, especially in enterprise adoption. But success hinges not only on technological adoption. A deeper, more urgent question looms: will funding from SoftBank and Oracle come … Read more

OpenAI vs Anthropic: The Battle for MCP and the Future of AI Integration

In the race to dominate enterprise AI, one quiet technology could become as important as HTTP was for the web: Model Context Protocol (MCP). Originally launched by Anthropic in late 2024, MCP is an open standard designed to let AI models connect seamlessly to external tools, data sources, and workflows. But while Anthropic invented MCP, … Read more

Sam Altman: The Gatekeeper Between Two Frontiers

1. Will to Transcendence — Nietzsche and the Dream of AGI Sam Altman envisions creating an intelligence that surpasses humanity — a form of “super rationality” capable of reshaping the future. Yet he refuses the “radical openness” path Elon Musk once championed. Instead, Sam built a gilded cage: RLHF, Constitutional AI, and multiple layers of … Read more