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AI landscape and models 2025
AI landscape and models 2025 ,this diagram is a comprehensive 2025 AI model landscape map (originally compiled by Sebastian Raschka). It illustrates how different neural architecture families evolved from transformer-based LLMs into emerging hybrid, recursive, and state-space models (SSMs) — representing the major trends in AI foundation model design from 2021–2025. 1. Decoder-Style Transformers (Top…
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PyDxAI AI Agentic Intelligence.. From structured queries to autonomous reasoning
PyDxAI Agentic Intelligence — November 8, 2025 Progress Report “From structured queries to autonomous reasoning — today PyDxAI learned how to think, not just answer.” The development of PyDxAI continues to accelerate. What began as a diagnostic reasoning framework has now grown into an agentic intelligence system capable of adaptive reasoning, contextual learning, and safe…
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PyDxAI Achieves Successful Agentic RAG Integration with Intelligent Search Intent
Today marks a major breakthrough in the development of PyDxAI, our agentic medical knowledge system designed to combine reasoning, retrieval, and autonomous learning. After weeks of refinement, debugging, and optimization, the system has achieved a fully functional Agentic Retrieval-Augmented Generation (RAG) workflow — now capable of dynamically detecting search intent, fetching relevant documents, and integrating…
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PyDxAI Agentic Intelligence — System Progress Report (Nov 4, 2025)
Today marks a major milestone in the evolution of PyDxAI, our autonomous medical reasoning system designed to combine large language model (LLM) intelligence with structured medical retrieval, self-reflection, and memory management. For the first time, every layer of the pipeline—from query sharpening to vector retrieval, agentic web search, and contextual memory saving—worked seamlessly in a…
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Building MIKAI and PyDxAI’s Memory Brain: Integrating Global Knowledge into RAG
November 1, 2025 — Dr. Kijakarn Junda Today marked a major milestone in the development of MIKAI, my evolving AI assistant for medical reasoning and contextual understanding. The focus was on strengthening how MIKAI remembers, learns, and retrieves information — moving beyond traditional retrieval-augmented generation (RAG) into a hybrid model that integrates structured global memory…
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From MIKAI to PydxAI: The Evolution of Intelligent Medicine
Artificial intelligence in medicine has moved beyond the experimental stage. It now sits at the heart of modern diagnostics, research, and patient care — quietly reshaping how physicians access knowledge, process data, and make decisions. From this transformation came MIKAI — a local, privacy-first medical AI built to reason, learn, and assist clinicians. Today, that…
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Inside MIKAI: How Retrieval-Augmented Generation (RAG) Makes Medical AI Reliable
Artificial intelligence in medicine must never guess. When a doctor asks a question about a new diabetes guideline or a rare endocrine disorder, the answer must be accurate, transparent, and backed by data. This is where Retrieval-Augmented Generation (RAG) becomes the foundation of reliability in MIKAI, our evolving medical AI system. MIKAI’s mission is to…
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The Future of Medical AI: Transforming Healthcare in the Age of Intelligent Machines
Medical AI is reshaping the way doctors and patients interact with medicine. The integration of algorithms, vast health datasets, and machine learning has brought us closer to an era where AI becomes a true partner to human clinicians. What is Medical AI? Medical AI refers to the use of machine learning algorithms, natural language processing…
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The Evolution of MIKAI: How We Built a Smarter RAG-Powered AI Assistant
When I first set out to build MIKAI, my goal was simple: a personal AI assistant capable of managing medical knowledge, learning from interactions, and providing intelligent responses in Thai and English. But achieving that goal demanded more than just a large language model — it required memory, context, reasoning, and the ability to pull…
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Building MIKAI: The Journey of Developing a Doctor’s Own AI Language Model
Artificial intelligence has moved from the realm of science fiction into our daily lives, from virtual assistants on our phones to sophisticated diagnostic systems in hospitals. But the real power of AI lies not only in global corporations but also in the hands of individuals and small teams who dare to build something personal, purposeful,…