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.
nndeploy is an open‑source, high‑performance on‑device AI deployment framework that abstracts the repetitive “last‑mile” workflow into a visual drag‑and‑drop DAG, offering multi‑platform inference, optimization, and ready‑to‑use model configs, enabling developers to go from prototype to production in minutes.
This article introduces five free, open‑source Model Context Protocol (MCP) services that extend AI capabilities—covering web scraping, browser automation, document‑to‑Markdown conversion, real‑time documentation, and structured reasoning—along with concise step‑by‑step setup instructions for each.
vyuh_node_flow is an open‑source, MIT‑licensed Flutter SDK that provides a full‑platform, React‑Flow‑inspired visual programming editor with features such as customizable nodes, workflow design, interactive charts, data pipelines, rich annotation, keyboard shortcuts, layered rendering, and performance optimizations like MobX state management and path caching.
Anthropic’s recent study reveals that large language models like Claude Opus 4 exhibit functional introspective awareness, defining rigorous criteria for true introspection and demonstrating through four experiments how models can recognize, report, and even control their internal states, though the capability remains unstable and context‑dependent.
This article examines MySQL InnoDB deadlocks by analyzing error logs, explaining the two‑phase locking protocol and various lock types, demonstrates how to reproduce a deadlock scenario, categorizes lock behaviors, and offers practical strategies to prevent and monitor deadlocks in database applications.
This guide explains why Apple now mandates UIScene for all UIKit apps built with the latest SDK after iOS 26, how UIScene differs from the traditional UIApplicationDelegate model, and provides step‑by‑step instructions—both automated and manual—for Flutter developers to migrate their iOS projects and plugins.
As multimodal AI models become capable of generating realistic images, videos, and audio, the OpenMMSec benchmark provides a comprehensive, open‑source dataset and evaluation metrics that help researchers and developers detect and localize AI‑generated forgeries across all three modalities, addressing emerging security challenges.
Androidify lets users create personalized Android robot avatars by uploading selfies and using AI-powered image verification, description generation, and custom rendering, with the app built on Jetpack Compose, CameraX, Firebase AI Logic, Gemini, and ML Kit, available on both web and Google Play.
Learn a quick, step‑by‑step method to capture a website’s UI, convert it into a design.json file, and use that JSON to guide AI tools in producing a visually faithful web page without the tell‑tale purple gradient.
Facing 200‑second peak compile times, the FoxFriend iOS team replaced CocoaPods with Swift Package Manager and introduced a three‑layer interface‑implementation‑service architecture, reducing average incremental builds from 120 seconds to 50 seconds, saving 3.1 developer‑hours per day and achieving a 58% overall compile‑time reduction.
