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Tutorials·3 min
Why Learning AI from Scratch Leaves You More Confused — A Clear, Systematic Roadmap for Beginners
Confused learning AI from scratch? This guide breaks down why fragmented learning fails and provides a complete path from Python to deep learning with practical tips.
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Tutorials·2 min
OpenAI Codex Installation & Configuration Guide: A Complete Breakdown of Features and Usage Tips
A detailed guide to OpenAI Codex installation, environment setup, multi-task parallelism, sandbox permissions, context management, and Steer guidance to help developers get started quickly.
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Tutorials·4 min
Deep Dive into Claude Code's Agent Architecture: From Principles to Minimal Implementation
Deep analysis of Claude Code's four core agent modules: Agent Loop, Tool System, Skills, and Memory, with a TypeScript minimal implementation guide for frontend engineers transitioning to AI development.
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Product Reviews·3 min
FreeBuff: A Free AI Coding Agent Integrating Top Models Like DeepSeek V4
FreeBuff is a completely free AI coding agent integrating DeepSeek V4 Pro, Kimi K2.6, MiniMax M2.7 and more. Nine sub-agents handle the full workflow from project building to code review.
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Tutorials·2 min
GPT-Image-2 Free Usage Guide: Direct Access in China & Hands-On Review
Complete guide to using GPT-Image-2 for free in China, covering aggregation platform access, core capability testing, prompt tips, and practical advice for content creators.
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Product Reviews·3 min
Cursor 1.0 Officially Released: Deep Dive into Six Core Features with Hands-On Testing
Deep dive into Cursor 1.0's six core features: Backboard PR review, Background Agent, Memories, One-Click MCP, Jupyter Support, and Rich Chat Response with hands-on testing results.
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Tutorials·3 min
110 Hands-On Embedded Linux Projects: From Beginner to High-Paying Driver Development
A complete hands-on checklist of 110 embedded Linux projects covering audio/video, Rockchip platforms, smart home, and driver development — with clear learning paths from beginner to high-paying roles.
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Industry Insights·3 min
Deep Dive into LangChain's Full-Lifecycle Toolchain for Agent Development
LangChain unveils a full-lifecycle toolchain for Agent development at Interrupt, covering Deep Agents 0.6, SmithDB, Context Hub, LLM Gateway, and LangSmith Engine.
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Product Reviews·4 min
Gemini Omni Video Generation In-Depth Review: Hands-On Comparison with Seedance 2.0
In-depth review of Google I/O's Gemini Omni video generation model, compared with Seedance 2.0 across fur texture, camera control, and sketch generation, plus key Gemini 3.5 and ecosystem updates.
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Deep Dives
Survival Strategies in Extreme Environ…
·2 min
Survival Strategies in Extreme Environments: A Complete Guide to Nature's Adaptive Wisdom
Explore animal survival strategies in extreme environments: from snow leopard cliff hunts to polar bear adaptation, orca teamwork to desert thermal limits — revealing nature's adaptive wisdom.
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Tech Frontiers·2 min
OpenAI Voice Hackathon: 4 Real-Time Voice AI Projects Built in Just 6 Hours
OpenAI hosted Voice Hack Night where teams built 4 real-time voice agent projects in 6 hours. Deep analysis of technical challenges, use cases, and developer ecosystem trends in real-time voice AI.
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Tech Frontiers·2 min
General-Purpose AI Model Cracks Major Open Problem in Mathematics: A Milestone Moment Has Arrived
OpenAI CEO Sam Altman announces a general-purpose AI model has solved a major open math problem. We analyze this milestone, the leap from specialized to general AI, and its implications for science.
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Research·3 min
MixupMP: How Data Augmentation Fixes the Uncertainty Quantification Flaws of Deep Ensembles
Deep dive into AISTATS 2024 paper MixupMP: revealing Deep Ensembles' fundamental UQ flaws and fixing them via Mixup augmentation and Martingale Posterior framework for better calibration and OOD detection.
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Tutorials·3 min
Complete Guide to Connecting Claude Code Desktop with DeepSeek: Zero-Barrier AI Programming Setup Tutorial
Step-by-step guide to connecting Claude Code Desktop with DeepSeek via CCSWitch middleware. No VPN or Claude account needed — set up your AI programming environment in 10 minutes.
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Product Reviews·3 min
Cursor vs Tongyi Lingma vs Qoder: A Comprehensive Comparison of Price, Performance, and Experience
In-depth comparison of Cursor, Tongyi Lingma, and Qoder across price, speed, code quality, IDE support, and Agent capabilities with selection advice.
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Industry Insights·2 min
Devin's Client List Revealed: Why Goldman Sachs, the U.S. Military, and Mercedes-Benz Are Choosing Autonomous AI Programming
Cognition's AI programming tool Devin reveals major clients including Goldman Sachs, U.S. military, and Mercedes-Benz. Analysis of three key signals marking the commercialization tipping point for enterprise AI programming.
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Tech Frontiers·3 min
Claude Code Sub-Agents and Cursor BugBot Launch: AI Programming Tools Get Major Upgrades
Anthropic adds custom sub-agents to Claude Code, Cursor launches code review Agent BugBot, Qwen releases 92-language translation model, and Google unveils three experimental AI products.
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Tutorials·3 min
Still Copy-Pasting with AI Coding? A Guide from Craft Workshop to Automated Engineering
Most developers still copy-paste with AI coding tools. This guide covers the evolution from Copilot to Claude Code, detailing CLAUDE.md, Skills, and MCP to achieve Non-Interactive automated workflows.
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Expert Opinions·2 min
Kafka Became Reality: The Modern Absurdist Predicament Under AI Algorithmic Decision-Making
When AI rejects your loan with no explanation and banned accounts have no human support — Kafka's absurdism is now reality. Exploring AI black-box decisions, algorithmic bureaucracy, and how XAI and regulation can fight back.
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Industry Insights·1 min
De Beers Okavango Storytelling Clubs: Empowering Communities to Preserve Culture Through Photography
De Beers' Okavango Eternal Partnership trains 95 young people in photography to document cultural heritage. Exploring how diamond companies balance business with community empowerment and ESG.
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