Sohu Tech Products
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Sohu Tech Products

A knowledge-sharing platform for Sohu's technology products. As a leading Chinese internet brand with media, video, search, and gaming services and over 700 million users, Sohu continuously drives tech innovation and practice. We’ll share practical insights and tech news here.

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Latest from Sohu Tech Products

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Sohu Tech Products
Sohu Tech Products
Jan 21, 2026 · Artificial Intelligence

Building an AI Knowledge Management System with Claude Skills & Dynamic Routing

This article explains how to design and implement a knowledge‑management and intelligent‑assistant system called Krawl using Claude Skills, covering the three‑layer skill architecture, progressive disclosure, dynamic routing, lazy loading, meta‑tool integration, and concrete Python examples for video summarisation and knowledge queries.

AIClaudeDynamic Routing
0 likes · 19 min read
Building an AI Knowledge Management System with Claude Skills & Dynamic Routing
Sohu Tech Products
Sohu Tech Products
Jan 21, 2026 · Backend Development

How Maven 4’s New Build Model Can Transform Your Java Projects

This article explains Maven 4’s release‑candidate status, its separation of Build and Consumer POMs, the upgraded 4.1.0 model with simplified syntax, tree‑shaped lifecycle, concurrent builds, and developer‑friendly features like resume and delayed deployment, helping you decide when to adopt it.

Build ToolJavaMaven4
0 likes · 8 min read
How Maven 4’s New Build Model Can Transform Your Java Projects
Sohu Tech Products
Sohu Tech Products
Jan 14, 2026 · Artificial Intelligence

How AI Code Assistants Are Redefining the Developer’s Role in 2026

Lee Robinson and Boris Cherny explain how AI‑powered coding tools like Claude Code are letting developers outsource routine programming, shift their focus to product design and UX, and require new workflow practices to stay effective in the coming AI‑driven era.

AIClaude Codecode generation
0 likes · 9 min read
How AI Code Assistants Are Redefining the Developer’s Role in 2026
Sohu Tech Products
Sohu Tech Products
Jan 14, 2026 · Artificial Intelligence

Build a Zero‑Cost Open‑Source RAG Smart Document Q&A System from Scratch

This guide walks through building an open‑source Retrieval‑Augmented Generation (RAG) system that indexes local files with Everything, uses hybrid BM25‑vector search via Elasticsearch, and answers questions with a local LLM, covering architecture, core techniques, deployment steps, performance tweaks, and common pitfalls.

Document RetrievalElasticsearchLLM
0 likes · 11 min read
Build a Zero‑Cost Open‑Source RAG Smart Document Q&A System from Scratch
Sohu Tech Products
Sohu Tech Products
Jan 7, 2026 · Artificial Intelligence

Master Retrieval-Augmented Generation (RAG): Concepts, Benefits, Implementation

This article explains Retrieval‑Augmented Generation (RAG), its dual‑stage architecture that combines parametric LLM knowledge with external non‑parametric data, outlines its technical evolution, discusses why it outperforms pure LLMs, and provides a step‑by‑step guide with toolchain choices, evaluation metrics, and future challenges.

AIKnowledge BaseLLM
0 likes · 14 min read
Master Retrieval-Augmented Generation (RAG): Concepts, Benefits, Implementation
Sohu Tech Products
Sohu Tech Products
Jan 7, 2026 · Mobile Development

How Android Studio’s New AI Agent Supercharges Mobile Development

The article explains Android Studio’s latest AI Agent, covering its three core concepts—Tools, Context, and Model Context Protocol—while showing practical examples of built‑in tools, knowledge‑base integration, Figma linking, and a full UI‑generation workflow that lets developers create, refine, and fix Jetpack Compose apps using natural language prompts.

AI AgentAndroid StudioJetpack Compose
0 likes · 7 min read
How Android Studio’s New AI Agent Supercharges Mobile Development
Sohu Tech Products
Sohu Tech Products
Dec 17, 2025 · Frontend Development

How Frontend Engineering Evolved: Choosing Between Webpack, Vite, and Rspack

This article traces the evolution of frontend engineering from static pages to modern modular workflows, explains the core responsibilities of bundlers, compares Webpack, Vite, and Rspack in terms of architecture, performance, configuration complexity, and ecosystem, and offers guidance on selecting the right tool for a project.

RspackViteWebpack
0 likes · 23 min read
How Frontend Engineering Evolved: Choosing Between Webpack, Vite, and Rspack
Sohu Tech Products
Sohu Tech Products
Dec 17, 2025 · Artificial Intelligence

How We Cut Vision Transformer Inference Latency from 53 ms to 8 ms

Facing 53.64 ms per‑image latency in a Flask‑served Vision Transformer classifier, we iteratively optimized the pipeline—switching to ONNX Runtime, leveraging TensorRT, replacing Pillow with OpenCV, eliminating URL downloads, and finally batching requests—reducing average server‑side processing to 8.34 ms, a 6.4× speedup.

BatchingFlaskONNX
0 likes · 28 min read
How We Cut Vision Transformer Inference Latency from 53 ms to 8 ms
Sohu Tech Products
Sohu Tech Products
Dec 17, 2025 · Mobile Development

Inside the AI Phone: How Bean Bag’s Device Bypasses Android Security and Captures Screens

An in‑depth analysis reveals that the Bean Bag AI phone avoids Android’s Accessibility Service by directly reading GPU buffers and injecting input events via hidden system APIs, runs a headless virtual screen, streams low‑resolution frames to the cloud for inference, and raises significant privacy and security concerns.

AIAndroid SecurityCloud Inference
0 likes · 8 min read
Inside the AI Phone: How Bean Bag’s Device Bypasses Android Security and Captures Screens