LLM Wiki for Personal Knowledge Base: The Harm of Automating Reflection https://sudonull.com/llm-wiki-for-personal-knowledge-base-the-harm-of-automating-reflection
Why Automating Note-Taking in a Personal Knowledge Base Harms Thinking? Learn How to Preserve the Reflective Function and Properly Integrate AI. Read the Analysis.
Updating knowledge base for LLM https://sudonull.com/updating-knowledge-base-for-llm
Learn how to automate knowledge base checks, implement document statuses and cursor rules. Avoid context entropy in LLM development. Practical scripts and priority hierarchy for middle/senior.
GraphRAG and Ollama: Knowledge Graphs for Advanced Response Generation https://sudonull.com/graphrag-and-ollama-knowledge-graphs-for-advanced-response-generation
Explore GraphRAG and Ollama for creating advanced RAG systems. Learn how knowledge graphs improve the accuracy of responses, overcoming the limitations of vector search.
JuliaLM: RAG for knowledge bases without ChatGPT https://sudonull.com/julialm-rag-for-knowledge-bases-without-chatgpt
Implement a personal RAG system on FastAPI and SurrealDB. Cascade parsing, 4 search strategies, context budgeting. For middle/senior dev. Study the architecture and code.
AI for knowledge management in companies https://sudonull.com/ai-for-knowledge-management-in-companies
Learn how AI speeds up employee training 3–4 times. Solutions for corporate security, integration, and compliance. Implement a system for productivity growth.