Every few years, a new technology is predicted to kill DevOps. Cloud was supposed to do it. Kubernetes was supposed to do it. Serverless was supposed to do it. Platform engineering was supposed to do […]
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 […]
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 […]
This article provides a complete technical analysis and code walkthrough of a C# Large Language Model (LLM) multi-agent workflow utilizing LangChain.Providers. It deconstructs core agentic implementation architectures—starting with the foundational state contract and scaling up […]
Storing and externalizing sensitive data is a foundational architectural pattern for secure platforms and applications. The following documentation demonstrates the procedure for setting and retrieving secrets within HashiCorp Vault utilizing Terraform or OpenTofu on deploying […]
It is easy to find many material on how to setup cluster, but sometime it will have variance issues when join cluster. Lesson learnt from previous work, I will conclude them into steps and hope […]
When git checkout commit, found error Fix Unable to read tree like that.
For DTO validation, normally it will implement in different class property and trigger with @Validate annotation. However, it will not be trigger when method call due to performance issue. We can trigger the checking in […]
To standardize code style among different project and teams, snippet is one of the tools to implement coding standard. However, snippet is the two-side blade for developer. It will introduce duplicate code and result difficult […]
For executing pipeline, it is common to get package version. One of the patrice is mark the package version in package info file. In this example, it will use Gradle as example to show how […]
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