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ResearchShanghai Jiao Tong University proposes PhyAR with PACC dataset and VARC mechanism to fix Video-LLMs' inability to detect physical anomalies due to semantic prior hijacking.
Product ReviewsIn-depth review of 4 AI subscriptions totaling ~$300/month: GitHub Copilot Pro Plus, Perplexity Max, Grok, and Gemini covering coding, search, analysis, and knowledge management.
Industry InsightsGitHub Copilot quadruples prices, Claude Code gets cut then restored. AI tools are entering the harvest phase as VC-subsidized free lunches end. How should developers and enterprises respond?
Industry InsightsA deep-dive TCO comparison of Zapier, Make, and n8n across billing models, labor costs, technical debt, integrations, and compliance — with a decision matrix.
TutorialsStep-by-step guide to connecting Claude Code with TradingView via MCP protocol for real-time AI trading analysis with natural language chart control and PineScript generation.
Product ReviewsIn-depth coding tests of Gemini 2.5 Pro covering pixel games, Ultimate Tic-Tac-Toe, Rust refactoring, and landing pages. Crushes Claude at Rust but struggles with frontend development.
Product ReviewsTesting ChatGPT 5.2, Gemini 3 Pro, and Claude 4.5 building Super Mario 64 from scratch with the same prompt. Gemini wins overall with best playability, ChatGPT has best visuals but only 1 fps, Claude fails at collision detection.
Tech FrontiersGPT Image 2 generates flawless text and photorealistic APP interfaces from scratch. Combined with Codex, AI front-end development enters a paradigm revolution. Coverage includes Amap's ABOT, LLM interpretability breakthroughs, and Huang's TPU rebuttal.
Deep DivesDeep dive into AI Agent core principles: the Sense-Plan-Act-Observe decision loop, and how Planning, Memory, and Tools components transform LLMs into autonomous digital employees.
Industry InsightsIn 2024, AI projects command day rates up to 4,000 RMB while traditional IT budgets shrink. A freelance developer's real experience reveals AI premiums, workflow orchestration differentiation, and B2B survival strategies.
Tech FrontiersGoogle AI Studio is shifting from a free unlimited platform to an API-based dev tool. Learn about Logan's clarification, free tier changes, user impact, and transition strategies.
Product ReviewsHands-on test of AI zero-code platform generating a full procurement system from a requirements doc — supplier management, purchase orders, receiving, inventory alerts, and complete business loop.
Product ReviewsThree progressive real-world tests comparing Cursor Composite and Windsurf SWE 1.5 proprietary AI coding models across HTML games, e-commerce pages, and full-stack systems.
TutorialsA detailed guide on batch-producing AI short films with KLING 3.0 on a unified platform, covering character consistency, storyboard generation, multi-shot video, and audio synthesis.
Tech FrontiersCline v3.18 major update: free Gemini CLI with 1000 daily requests, Claude 4 diff editing success rate up to 84.3%, plus Claude Code support and free Grok 3 access for VS Code AI coding.
TutorialsStep-by-step tutorial on integrating Gemini CLI with Cline and RooCode for free. Get 1000 daily requests to Gemini 2.5 Pro for AI-assisted coding at zero cost.
Product ReviewsIndependent testing reveals Claude 4.5 Haiku fails dramatically in SVG generation, 3D rendering, and agentic coding. Compared to GPT-5 Mini and GLM 4.6, its value proposition collapses completely.
Product ReviewsBenchmark comparing Claude Haiku 4.5, Sonnet 4.0, Gemini 2.5 Pro, and GPT-5 across three frontend scenarios. Haiku 4.5 at one-third the price matches or beats flagship models.
Product ReviewsDimension Music is a free, open-source PWA music player for ACG fans, aggregating QQ Music, NetEase Cloud, and Bilibili sources with cross-platform support.
Tech FrontiersDeep dive into Hugging Face's open-source Agent ecosystem: open models matching closed-source performance, local deployment options, Skills for conversational model training, and MCP integration.