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Tech FrontiersQwen3.6 experimental MTP-GGUF benchmarked: single GPU pushes 35B-A3B model to 220 token/s, 1.4x faster with zero accuracy loss. Covers MTP principles, optimal Draft Tokens strategy, and RTX 5090 results.
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.
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 ReviewsIn-depth analysis of 14 AI coding agents and personal AI assistant tools from DeepSeek's official Awesome DeepSeek Agent list, covering terminal, IDE, and IM scenarios with selection advice.
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.
Tutorials3 top DeepSeek V4 Pro Skills collection sites: a 1.46M open-source repo, a curated quality store, and a popularity leaderboard to help you find reliable AI plugins fast.
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.
Tech FrontiersReplit launches free mobile app conversion for imported Web projects. Analysis of core value proposition, competitive strategy, and key considerations for users.
Product ReviewsFirst hands-on review of Claude 4 series: multi-dimensional comparison of Opus 4 and Sonnet 4 across coding, document analysis, reasoning, and AI Agents, with benchmarks against GPT-4o and Gemini 2.5 Pro.
Deep DivesWhy do AI agents still underperform despite premium subscriptions and dozens of tools? Learn the 3 cognitive traps blocking most users and how to think like an agent architect.
Tech FrontiersThis week's AI roundup covers NVIDIA's 2.6B parameter world model, Xiaomi's open-source autonomous driving model, OpenAI Codex upgrades, and Anthropic's $900B valuation funding round.
TutorialsIncident.io shares three battle-tested patterns for using AI to debug AI: Agent-driven Eval workflows, debug UI as file systems, and AI analysis pipelines for complex system debugging.
Product ReviewsDeep analysis of the latest AI live-action short drama production techniques, comparing traditional workflows with Cdance 2.0's efficiency gains in character consistency, auto-dubbing, and stability.
Product ReviewsHerdr is a terminal management tool designed for AI Agents, supporting visual tracking and free switching between Claude Code, Codex, Aider and more, with remote management and mobile support.
Deep DivesDeep dive into Agent Loop, the core mechanism of AI Agents, based on ReAct architecture. Covers Tool Call ID handling, context management, assistant message feedback, with full Python code and common bug fixes.
TutorialsStep-by-step guide to creating an API key in Google AI Studio and configuring it in Gemini CLI to use Gemini 3 for free, including project setup, $300 free credits, and preview feature activation.
Product Reviews2025 hands-on comparison of GPT-5.2, Claude Sonnet 4.5, Gemini 3 Pro, and Grok 4.1 across image generation, deep research, writing, and reasoning, with pros/cons summary and budget-friendly access tips.
TutorialsLearn to configure Hermes Agent in 6 steps: Graphify saves 71x tokens, Smart Model Router cuts 70% costs, crawler matrix for web perception, and browser automation.
TutorialsA deep dive into the Harness Engineering four-step closed-loop principle (Goal, Action, Verification, Memory), clarifying its relationship with Prompt Engineering, Context Engineering, and MCP.
Expert OpinionsAnthropic's Founders Playbook warns that AI lowers dev costs but not demand validation costs. When execution is cheap, judgment becomes the scarcest startup skill.