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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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Recent Articles

Latest from Sohu Tech Products

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Sohu Tech Products
Sohu Tech Products
Sep 2, 2026 · Backend Development

Git Worktree: The Right Way to Run Parallel AI Coding Agents

This article explains how Git Worktree solves workspace conflicts in AI-assisted development by providing isolated working directories that share a single repository, detailing creation workflows, advantages for parallel agent tasks, limitations like disk usage and toolchain compatibility, and best practices for integrating worktrees into AI coding platforms.

AI codingAgent WorkspaceCode Isolation
0 likes · 29 min read
Git Worktree: The Right Way to Run Parallel AI Coding Agents
Sohu Tech Products
Sohu Tech Products
Sep 2, 2026 · Fundamentals

Archify: Turn Code Repositories into Interactive Architecture Diagrams

Archify is a developer tool that integrates with coding agents to generate interactive architecture diagrams from natural language or code repositories, using a typed JSON intermediate representation that enables iterative editing, validation, diffing, and export as standalone HTML files with multiple visual styles.

AI-assisted developmentJSON IRarchify
0 likes · 16 min read
Archify: Turn Code Repositories into Interactive Architecture Diagrams
Sohu Tech Products
Sohu Tech Products
Aug 26, 2026 · Artificial Intelligence

DeepSeek-V4-Flash-Vision-Exp Multimodal Evaluation: Strong Recognition but Over-Inference on Real-World Context

The author evaluates DeepSeek's new multimodal model across four visual reasoning challenges, finding excellent recognition and structured reasoning capabilities but a consistent tendency to hallucinate real-world details not present in images, a common limitation in vision-language models.

DeepSeekHallucinationModel Evaluation
0 likes · 9 min read
DeepSeek-V4-Flash-Vision-Exp Multimodal Evaluation: Strong Recognition but Over-Inference on Real-World Context
Sohu Tech Products
Sohu Tech Products
Aug 26, 2026 · Artificial Intelligence

Superpowers: The 185k-Star Plugin That Forces Discipline on AI Coding Agents

The article dissects the Superpowers plugin for Claude Code, revealing how its 14 Markdown-based skills enforce engineering discipline — from brainstorming's hard-gate design approval to systematic debugging's four-phase root-cause process, writing-plans' granular task breakdown, subagent-driven execution, and finishing-a-development-branch's clean closure — forming a complete workflow that eliminates AI shortcut-taking.

AI-assisted developmentClaude CodeGit worktrees
0 likes · 20 min read
Superpowers: The 185k-Star Plugin That Forces Discipline on AI Coding Agents
Sohu Tech Products
Sohu Tech Products
Aug 19, 2026 · Artificial Intelligence

DeepSeek Harness Plugin Tutorial: Build and Run Your First Plugin

This guide walks through preparing the DeepSeek Harness source, creating a minimal TypeScript plugin that registers a greeting tool, inserting it via cordis.yml, launching the web service, verifying the tool call, and then shows how to install and configure third‑party plugins such as the DSH Vision Toolkit, with safety tips.

AIDeepSeekHarness
0 likes · 10 min read
DeepSeek Harness Plugin Tutorial: Build and Run Your First Plugin
Sohu Tech Products
Sohu Tech Products
Aug 12, 2026 · Mobile Development

Beyond Loading, Success, and Error: Modeling Complex UI States in Compose

This article explains why the simple Loading/Success/Error pattern is insufficient for Android Compose pages, demonstrates how to model a comprehensive immutable UI snapshot with data classes, sealed types, and StateFlow, and provides practical guidelines for state ownership, restoration, performance, and testing.

AndroidComposeKotlin
0 likes · 24 min read
Beyond Loading, Success, and Error: Modeling Complex UI States in Compose
Sohu Tech Products
Sohu Tech Products
Aug 5, 2026 · Artificial Intelligence

MemoHarness: The Next Evolution of Agents Happens Outside the Model

MemoHarness proposes an Agent Harness that keeps the language model frozen while learning to adjust external control layers across six editable dimensions, showing measurable gains on terminal, code‑generation, and finance benchmarks but acknowledging limited scale, selective transfer, and cost dependencies.

AI AgentsExternal ControlLLM
0 likes · 16 min read
MemoHarness: The Next Evolution of Agents Happens Outside the Model
Sohu Tech Products
Sohu Tech Products
Jul 29, 2026 · Artificial Intelligence

How to Turn Any Text into a Beautiful Web Article with an AI‑Powered Harness

This article walks through the design and implementation of a reusable Harness that uses Claude Code, MiniMax M3, and the new Beautiful Article Skill—built on the Reacticle component protocol—to transform arbitrary text into a richly styled, shareable HTML article through an eight‑phase pipeline with mandatory checkpoints, review stages, and self‑evolving logs.

AI AgentsAutomationClaude Code
0 likes · 27 min read
How to Turn Any Text into a Beautiful Web Article with an AI‑Powered Harness
Sohu Tech Products
Sohu Tech Products
Jul 29, 2026 · Artificial Intelligence

The Three Paradoxes of AI Agents: Memory, Reasoning, and Self‑Improvement

Rapid advances in AI agents have exposed three intertwined contradictions—memory, reasoning, and self‑improvement paradoxes—where more data hurts decision quality, engineering scaffolds create new failures, and reliable evaluation becomes a structural bottleneck, as detailed through recent industry systems and academic studies.

AI AgentsHarness EngineeringLLM evaluation
0 likes · 18 min read
The Three Paradoxes of AI Agents: Memory, Reasoning, and Self‑Improvement