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Real-scenario comparison tests of mainstream AI tools, with exclusive data and tables.
A side-by-side of four open-source AI gateways - LiteLLM, one-api, OmniRoute, Portkey - based on official READMEs and public star counts (representative, not hands-on). Verdict by scenario: LiteLLM for production, one-api for domestic key distribution, OmniRoute for free models, Portkey for enterprise guardrails, with the stall signals on one-api and Portkey called out.
AI PPT generator showdown: Gamma vs Meitu AI vs WPS AI vs ChatPPT. Generation quality/templates/Chinese support/export/pricing comparison tables + representative data, per-scenario picks and four pitfalls.
Kimi K3 vs Tongyi Qwen3 vs Zhipu GLM: China's big-three LLM showdown with long-context/coding/Agent/pricing comparison tables and representative test data (not self-tested). Long context K3, coding Qwen3, agents GLM-with selection advice and pitfalls.
Use APIs long enough and the anxiety creeps in. Field-tests of five local deployment options, with a core comparison table, exclusive Qwen2.5-7B test data (memory / speed / latency), selection advice, and three pitfalls. Domestic go-tos: Qwen / DeepSeek / GLM, one-line pull in Ollama, no VPN.
From Selenium to Playwright, browser automation has battled for a decade; AI re-ignited it. Field-tests of Browser Use / Playwright MCP / Skyvern / Stagehand / Zhipu AutoGLM, with a core comparison table, exclusive three-task test data, selection advice, and three pitfalls.
Created by Alibaba's ATH Business Group, Meoo integrates Qwen3.6-Plus/Kimi K2.5/GLM-5/MiniMax-M2.5 models with Fast/Agent/Swarms execution modes. Through three real-world cases (e-commerce form, brand H5, knowledge base), this article details pricing, competitor comparisons (vs Bolt.new/Cursor/Ant Lingguang), and pitfall prevention guides to help you decide if it's worth using.
RAG isn't magic-it's a three-stage pipeline, and most failures happen at chunking. Breaks down two personas (librarian vs intelligence analyst), a six-tool comparison (RAGFlow/Dify/FastGPT/MaxKB/Tencent IMA/BetterYeah on doc parsing/retrieval+reranking/agent workflow), an indie Obsidian+NotebookLM+Chatdoc trio, an enterprise RAGFlow three-step, and three pitfalls (chunk strategy/data cleaning/not a panacea).
5 AI coding IDEs field-tested (cross-file distributed lock + JWT API + Agent orchestration 3 scenarios). Trae Solo most aggressive (free 6M users), Claude Code reasoning top-tier, Qoder enterprise-steady, CodeBuddy WeChat ecosystem. Cost comparison + selection guide.
Hardcore review of Tencent's first AI creative agent Miora (Design Miaojing), launched May 2026. Multi-agent collaboration delivers full projects (not single images) + memory system + point-and-edit local editing + Skill reuse. Comparison vs Lovart vs Midjourney/SD, Qingluan supercar brand hands-on, three pitfalls (creative ceiling/complex logic/Tencent ecosystem lock-in).
Hardcore review of GitHub hot TradingAgents (arXiv paper + multi-provider). Breaks down the 5-layer architecture (analysts/researchers/trader/risk/portfolio manager), comparison vs single-LLM vs traditional quant, field-tests DeepSeek/Claude/GPT-5 model choice, three pitfalls (look-ahead/sentiment sources/not investment advice).