The Multi-Polar Digital Feudal Order That Could Emerge After the AI Bubble Bursts
Introduction: This Is a Thought Experiment, Not a Prediction The rapid spread of generative AI has encouraged a powerful vision of the future: a small number of AI companies may eventually dominate the world. In this scenario, corporations that develop…
Why RAG Remained So Primitive
The “First Textbook” Trap Seen Before in the History of SOM Retrieval-Augmented Generation, or RAG, has become widely known as a way to connect generative AI with internal corporate documents. The commonly presented explanation of RAG is surprisingly simple: LangChain’s…
AI Developments in June 2026: Major Releases, Products, Research, and Policy
Executive Summary: June 2026 saw a torrent of AI advances and industry moves. OpenAI unveiled the next leap in generative models – the GPT-5.6 series (Sol, Terra, Luna) – in a government-curated limited preview. Google DeepMind added new capabilities to its…
Exaggeration and Reality in Multi-Agent Systems
Introduction: The Fantasy of “AI Subordinates” In recent months, a particular narrative has spread across YouTube, X, blogs, and business-oriented AI commentary: with tools such as ChatGPT Codex, Claude Code, Cursor, Devin, and other agent-based systems, a user can now…
Emerging Scenarios for an AI Bubble Collapse
Executive summary The most plausible “visible” AI bubble collapse is not a scenario in which artificial intelligence stops mattering. It is a scenario in which AI remains technically real and socially useful, but the financial claims built on top of it…
AI Developments in May 2026
Executive Summary May 2026 saw rapid advances in AI across technology, business, and policy worldwide. Frontier LLMs and agentic AI dominated the headlines: Google unveiled Gemini Omni (video-and-multi-modal generation) and Gemini 3.5 agent models at its I/O conference(1)(2), while OpenAI updated ChatGPT’s engine to GPT-5.5…
From “Waiting for Instructions” to “Autonomous Execution”: May 2026, Autonomous AI Agents and Extreme Multimodality Reshape the World
1. Introduction: The Complete Shift of Paradigms As of late May 2026, the global artificial intelligence (AI) development landscape has reached a historic turning point. The era of the “conversational AI assistant (chatbot)” that has dominated the market is practically…
Corpus2Skill — New Standard of Knowledge Architecture for the LLM Era
Executive Summary The core shift in enterprise knowledge systems is no longer just from “documents” to “LLMs.” It is from retrieving snippets toward structuring, navigating, editing, and exploring knowledge in forms that fit different kinds of work. Standard Retrieval-Augmented Generation, or RAG, remains the…
The End of Hierarchy, the Rise of Intelligence: How “Company Brain” and “AI OS” Are Rewriting the Future of Organization
The evolution of AI is no longer just about boosting individual productivity. We are witnessing a fundamental redesign of the very architecture of the enterprise. Tech leaders and management theorists in Silicon Valley and beyond are actively debating three revolutionary…
The Rise of the Forward Deployed Engineer: Bridging the High-Stakes Chasm Between AI Theory and Execution
I. Introduction: The New Vanguard of the AI Revolution Moving Beyond the Model: The Birth of the FDE The initial gold rush of the generative AI era focused heavily on scale. Tech giants and well-funded startups raced to build models…


























