AI – Ling's Note

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[ 2026-04-20 ] [AI] Stateful Knowledge Management: Implementing the LLM-Wiki Architecture AI
[ 2026-04-16 ] MCP vs. OpenAPI: A Technical Architecture Judgment for 2026 AI
[ 2026-04-15 ] [Architectural Analysis] Multi-Agent Design Patterns in C# LLM Workflows .net Core
[ 2026-04-11 ] [Terraform] Managing Vault Secrets via Terraform and OpenTofu: A K3s Token Implementation Computing
[ 2024-10-11 ] [Proxmox] Setup proxmox cluster and join node Computing

[AI] Stateful Knowledge Management: Implementing the LLM-Wiki Architecture

2026-04-20 C.H. Ling 0

Standard Retrieval-Augmented Generation (RAG) processes execute static retrieval at query time, forcing the model to rediscover connections across disparate document fragments without compounding knowledge [1]. The LLM-Wiki paradigm delegates the maintenance of a structured, interlinked […]

MCP vs. OpenAPI: A Technical Architecture Judgment for 2026

2026-04-16 C.H. Ling 0

As AI agents move from “chatting” to “acting,” the industry is shifting from static Structural Contracts (OpenAPI) to dynamic Orchestration Protocols (MCP). While OpenAPI remains the gold standard for software-to-software communication, the Model Context Protocol […]