Tencent’s free Marvis AI assistant, launched May 2026, operates at the OS level to read and write files, adjust system settings, perform remote Android control, and build searchable knowledge bases, promising to automate up to 80% of everyday computer work.
The article outlines how AI programming tools can shift coding from a scarce skill to a shared capability, detailing the creation of clear, maintainable engineering standards—Skills, hooks, templates, and checks—that transform individual productivity gains into coordinated team-wide processes.
This comprehensive guide walks Java developers through designing, architecting, and implementing a scalable, secure, and observable enterprise AI question‑answering system that combines LLM calls, RAG retrieval, multi‑agent orchestration, memory management, tool integration, and high‑concurrency engineering best practices.
Dux AI is an open‑source AI application platform built on Dux PHP Admin that unifies agents, bots, knowledge bases, and workflow into a single backend, offering modular extensions, multimedia capabilities, and integration with business systems, with detailed installation and deployment instructions for developers.
This article presents a step‑by‑step guide for constructing a scalable enterprise Retrieval‑Augmented Generation (RAG) solution using the Model Context Protocol (MCP), covering architecture comparison, system design, Milvus‑backed knowledge store, Python client implementation, deployment scripts, code examples, and best‑practice recommendations.
