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…
tada@aicritique.org
- Featured , Knowledge Graph , LM , RAG , Trende
- May 8, 2026
- 1809 views
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…
GPT-5.5 Is Real, Powerful, and Expensive — but OpenAI’s Biggest Story Is the Race to Own Enterprise AI Work
On April 23, 2026, OpenAI formally launched GPT-5.5, ending weeks of rumor and leak-driven speculation with a release that is both more concrete and more restrained than some of the hype suggested. The model is official, it is rolling out first in…
ChatGPT
- AI Governance , LM , Nation , Regulation , Society , Trende
- April 24, 2026
- 1575 views
Claude Mythos and the New Cybersecurity Balance
When Anthropic unveiled Claude Mythos Preview on April 7, it did more than announce a powerful new model. It effectively told governments, banks, cloud providers and software maintainers that a threshold had been crossed: frontier AI had become good enough at vulnerability…
Current Research Trends in Latent Space
Executive Summary As of April 2026, “latent space” is no longer a single technical object. Recent surveys now treat it as a broad research landscape rather than a single definition, and the fact that ICLR 2026 hosts a dedicated workshop…
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…
- Agent , Featured , Generative AI , LM
- March 16, 2026
- 29918 views
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…
- Generative AI , LM , Reports , Trende
- February 19, 2026
- 1715 views
The Rise of Generative UI Frameworks in 2025–26
Generative UI – user interfaces dynamically created or modified by AI agents – is emerging as the next major evolution in front-end development. Instead of returning only plain text that users must read and act on, modern AI systems can…
- Academic , Agent , Generative AI , LM
- February 1, 2026
- 872 views
Will OpenAI Prism accelerate scientific research?
1) Official announcements (what OpenAI says Prism is) What it is Launch details & availability Stated goals Capabilities OpenAI highlights (feature-level)From OpenAI’s launch post and product page, Prism is presented as supporting: Integration with other OpenAI products 2) Media coverage…
- LM , Main , Trende
- January 5, 2026
- 588 views
Where Should AI Memory Live?
A Loose-Coupled Architecture for GPT-6 and Associative Knowledge Engines Abstract With the emergence of GPT-6–class models offering persistent, personalized memory, the question of where AI memory should reside becomes a central architectural and governance issue—especially for enterprise and organizational use.…
