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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.
Industry InsightsHow should enterprises choose open-source LLMs? This guide compares Llama 3.1, Qwen 2.5, DeepSeek, and Mistral across model capabilities, hardware requirements, and business scenarios.
Product ReviewsReal-world test of Qwen 3.6 Multi-Token Prediction (MTP): boost inference speed from 34.2 to 41 tokens/s with just three parameters in ik_llama.cpp — zero quality loss, zero extra models.
Tech FrontiersDeep dive into GitHub Universe 2024: Copilot adds Claude 3.5 Sonnet, Gemini multi-model support, VS Code multi-file editing rivaling Cursor, and the new AI micro-app tool Spark launches.
Product ReviewsHands-on review of GitHub Copilot CLI public preview: installation, MCP server extensions, deep GitHub integration, and a comparison with Claude Code to help you decide if it's worth switching.
Deep DivesDeep dive into Claude Code's privacy policy: data storage duration, model training usage, comparison with Cursor and GitHub Copilot, plus practical privacy tips for developers.
TutorialsA comprehensive guide covering AI programming tool selection, GitHub Copilot installation and configuration, Premium Request mechanics, AI model comparison, and extending models via Open Router.
TutorialsLearn how to get free Claude Opus access in Claude Code via GitHub Student verification and AnyGuardianManager proxy, with full setup steps and caveats.
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.
TutorialsStep-by-step tutorial: Connect VS Code's Claude Code plugin to DeepSeek V4 Pro via CCSwitch, bypassing auth limits and cutting AI coding costs to 25%.
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?
Expert OpinionsControl of AI superintelligence is becoming a defining issue of our time. This article analyzes centralization risks, the open-source movement, and a balanced third path for AI governance.
Tech FrontiersOpenAI partners with SoftBank and Oracle on the $500B Stargate project in Abilene, Texas. Deep dive into site selection, computing scale, jobs, and AI strategy.
Tech FrontiersAnthropic releases a five-point AI cybersecurity action plan, advocating responsible acceleration of arming defenders rather than restricting AI use. Analysis of its strategy, the offense-defense asymmetry, and industry impact.
Product ReviewsIn-depth review of ChatGPT Images 2.0 for brand design, covering logo generation, color schemes, and Brand Kit creation, analyzing its strengths in style consistency, text rendering, and conversational iteration alongside real-world limitations.
Product ReviewsDeepWiki is an AI-powered open-source tool that analyzes GitHub, GitLab, and Bitbucket repos to generate structured Wiki docs. Learn its core features, technical highlights, and use cases.
TutorialsComplete guide to building a WordPress online business site from scratch, covering domain setup, Hong Kong server config, BT Panel, WordPress deployment, and Zibll theme customization.
Tech FrontiersHetzner servers reportedly hit by massive traffic surge causing service issues. Analysis of budget cloud architecture trade-offs, AI inference infrastructure pressure, and developer mitigation strategies.
Deep DivesAn open-source tool lets you visualize LLM token generation speeds from 5-800 TPS, helping developers make rational choices about model selection and inference optimization.
Industry InsightsIn-depth analysis of SMB AI adoption: automated workflows, vertical AI apps, internal tools, with practical tips and open-source recommendations for low-cost digital transformation.