Andrej Karpathy’s latest concept ‘LLM Wiki’ and the future of enterprise knowledge
Executive summary Andrej Karpathy’s public GitHub Gist, published on April 4, 2026, describes LLM Wiki not as a finished product, but as an “idea file” for agentic knowledge work: instead of re-retrieving raw fragments on every question, an LLM incrementally compiles curated…
AI Developments in April 2026
Executive Summary Full Article As of April 29, 2026, the clearest conclusion from the month is that frontier AI competition has entered a new phase. The center of gravity moved away from a simple “which lab has the best model?”…
Why Conceptual Investigation?
Kunihiro Tada / Mindware Research Institute A Methodology for Thinking in the Age of Innovation We are living in the midst of a profound wave of innovation.Technological advances—especially in AI—are transforming not only industries, but the very structure of reality…
GPT-5.4 and the March 2026 ChatGPT Upgrade Cycle: Official Release, Media Narratives, and Real-World Reactions
Introduction On March 5, 2026 (US time), OpenAI released GPT-5.4 across three surfaces at once: ChatGPT (as “GPT-5.4 Thinking”), the OpenAI API (as gpt-5.4), and Codex. In the same rollout, OpenAI also introduced a higher-end variant, GPT-5.4 Pro (gpt-5.4-pro), positioned for maximum performance…
Ambient AI and Ambient Intelligence: Current Trends and Future Outlook
1. Definition and Conceptual Clarity Ambient Intelligence (AmI) refers to digital environments embedded with sensors, IoT devices, and AI that are context-aware, adaptive, and responsive to people’s presence and needsen.wikipedia.orgen.wikipedia.org. In an AmI environment, computing “weaves itself into the fabric…
Potemkin Understanding in AI: Illusions of Comprehension in Large Language Models
Executive Summary Figure: A newly painted façade of a building in Kolín, Czech Republic conceals the decayed structure behind it. The term “Potemkin” originates from such facades that create an illusion of substance – a fitting metaphor for AI systems…
Trends in Idea Extraction and Information Organization powered by AI
Traditional methods like the KJ Method, Grounded Theory Methodology (GTM), and mind mapping have long been used to extract ideas and organise information. The introduction of Large Language Models (LLMs) and generative AI has revolutionized these practices by automating processes…






























