The iKang tech team shares their technical and practical experiences in medical‑health projects.
This article explains WebRTC’s peer‑to‑peer architecture, common use cases, performance metrics, how it works with STUN/TURN/ICE, compares it to WebSockets, and outlines future trends for real‑time communication in web applications.
This article introduces Spring AI, explains its core features for integrating various AI models, and walks through creating a Spring Boot chat application that connects to the DeepSeek model using both synchronous and streaming endpoints.
Retrieval‑Augmented Generation (RAG) using LangChain lets developers enhance large language models by embedding user queries, fetching relevant documents from a vector store, inserting the context into a prompt template, and generating concise, source‑grounded answers, offering low‑cost, up‑to‑date knowledge while reducing hallucinations and fine‑tuning expenses.
The award‑winning Aikang multipurpose intelligent health‑check robot introduces a modular, split‑design that separates the printing unit from the mobile chassis, reducing weight and energy use, while offering flexible charging stations, conversational interfaces, and scalable functions, reflecting rapid growth and innovation trends in the global service‑robot market.
This article explains how to integrate artificial‑intelligence capabilities such as image classification, speech‑to‑text, and facial‑expression analysis into iOS applications using Apple’s Core ML, Create ML, and Vision frameworks, providing step‑by‑step guidance, code samples, and future‑direction insights.
Enterprises should follow a six‑phase plan—inventorying domains, securing and installing SSL certificates, configuring servers, redirecting traffic, updating links and sitemaps, testing, and finally enforcing HTTPS‑only access—while monitoring performance impacts such as latency, bandwidth, CPU load, and handshake overhead.
AI-driven medical imaging leverages deep learning and massive datasets to detect lesions—often earlier than human eyes— with high accuracy and speed, reducing fatigue‑related errors and workload, while challenges such as data quality, interpretability, privacy, and regulatory compliance must be addressed for widespread clinical adoption.
HTML5 provides a cross‑platform, multi‑device web standard with rich media and interactivity, offering responsive design, flexible layouts, and resource adaptation, while supporting native, hybrid, and framework development modes; however, developers must address security, legacy browser compatibility, performance, SEO, and platform‑specific integration challenges.
LangChain is a modular framework that streamlines integration of large language models by providing unified model interfaces, prompt optimization, memory handling, indexing, chains, and agents, enabling developers to quickly build and deploy sophisticated NLP applications such as text generation, information extraction, and dynamic tool‑driven workflows across various industries.
A RESTful API is an HTTP‑based design that treats each resource as a URI, uses standard verbs (GET, POST, PUT, PATCH, DELETE) for CRUD operations, returns appropriate status codes, supports content negotiation, versioned secure endpoints, clear noun‑based naming, pagination, filtering, HATEOAS links, and avoids embedding actions or verbs in URLs.
