#ChatGPT stuck thinking
64 related articles
·3 min
The Era of Agent-Driven Automated Research: Where Should Graduate Students Be Heading?
AI Agents are reshaping research workflows, taking over execution from experiment design to paper writing. Learn how grad students can shift from executors to decision-makers.
Read more →
·3 min
Andrew Ng's Prompting Course: Four Core Gaps Between AI Beginners and Power Users
Andrew Ng's AI Prompting for Everyone course reveals four key gaps between AI beginners and power users: deep thinking tasks, context, neutral prompting, and iterative workflows.
Read more →
·4 min
Codex Hands-On Tutorial: A Complete Guide from Installation to Enterprise-Level AI Programming
A complete hands-on guide to OpenAI Codex covering installation, CLI interaction, agents.md setup, MCP protocol integration, Rules governance, and building a RAG intelligent customer service system.
Read more →
·3 min
Andrew Ng's Advanced AI Prompting Guide: Core Methods for Going from Beginner to Expert
Based on Andrew Ng's latest AI prompting tutorial, learn the core gaps between beginners and experts: providing context, overcoming sycophancy, iterative workflows, and four key principles.
Read more →
·2 min
Coze Agent in Practice: Building an AI Test Case Generation Workflow from Scratch
Learn how to build an AI test case generation agent on Coze, covering agent vs. LLM differences, workflow orchestration, model selection, and prompt engineering tips.
Read more →
·4 min
ChatGPT vs Gemini vs Claude: Testing Three AI Models Recreating Classic Roblox Games from Scratch
We tested ChatGPT, Gemini, and Claude recreating Murder Mystery 2, Natural Disaster Survival, and MeepCity — comparing visual fidelity, feature completeness, and debugging difficulty in AI game dev.
Read more →
·3 min
Codex vs. Cloud Code Practical Guide: Mastering AI Coding Agents from Beginner to Expert
In-depth analysis of OpenAI Codex and Anthropic Cloud Code—two top-tier AI coding agents. Learn their differences, use cases, and practical tips to boost development efficiency.
Read more →
·2 min
ChatGPT Codex vs Claude Code: A Hands-On Comparison of AI Coding Agents
In-depth comparison of OpenAI Codex vs Claude Code AI coding agents, covering Chinese understanding, requirements analysis, and full-stack capabilities to help you choose the right tool.
Read more →
·3 min
Andrew Ng's AI Prompting Guide: Four Key Gaps Between Beginners and Experts
Andrew Ng's AI prompting methodology reveals four core gaps between beginners and experts: deep thinking, sufficient context, neutral questioning, and iterative writing. Applicable to ChatGPT, Claude, Gemini, and all major AI tools.
Read more →
Expert Opinions·2 min
One Month After GPT5.5 Launch: People Who Use AI Are Quietly Getting Raises
One month after GPT5.5's launch, AI users are quietly getting raises while non-users remain anxious. Real usage insights, practical strategies, and why AI is your super assistant, not your competitor.
Read more →
Expert Opinions·2 min
Karpathy's Epic Interview: In the Software 3.0 Era, Understanding Is Humanity's Only Moat
OpenAI co-founder Karpathy explains the Software 3.0 paradigm revolution at AI Ascent: from Vibe Coding to Agentic Engineering, programming's essence is fundamentally shifting. When AI can refactor 100K-line codebases, understanding becomes humanity's ultimate moat.
Read more →
Tutorials·2 min
Harness AI Engineering: A Practical Methodology for AI-Assisted Programming in Enterprise Projects
Explore the Harness AI Engineering methodology for enterprise AI programming — solving code hallucinations, quality issues, and more with systematic human-AI collaboration.
Read more →
Tutorials·3 min
Harness Engineering: A Practical Guide to AI Programming — From Prompts to Mastery
Explore the three stages of AI programming evolution: from Prompt Engineering to Context Engineering to Harness Engineering. Master enterprise-grade AI coding with Cloud Code + VS Code.
Read more →
Industry Insights·3 min
AI Agents Deep Dive: The Paradigm Shift from Chat Tools to Autonomous Execution Systems
Deep analysis of AI Agents vs LLMs, covering three evolution stages, four core architecture components, three penetration paths, multi-agent collaboration, and societal impact.
Read more →
Product Reviews·2 min
GPT-5.1 Pro Deep Dive: The Smartest AI Trapped in the Worst Interface
Deep testing GPT-5.1 Pro and Codex Max: Pro model solves a 3-day crypto puzzle in 30 minutes but is locked to ChatGPT's broken web UI; Codex Max coding falls short of promises.
Read more →
Tech Frontiers·1 min
Claude Opus 4.5 Crushes Humans in Engineering Test: AI Coding Ability Now Surpasses Top Engineers Across the Board
Anthropic's Claude Opus 4.5 beats all human candidates on internal engineering exam, sets SWE-Bench record at 80%. Deep dive into benchmarks, creative problem-solving, safety alignment, and enterprise applications.
Read more →
Expert Opinions·2 min
Not Making Money with Your AI Side Hustle? 3 Fatal Mistakes Are Holding You Back
Why can't you make money with AI side hustles? This article reveals 3 fatal mistakes: lacking business systems, replacing data with guesswork, and monetizing by intuition.
Read more →
Expert Opinions·4 min
Using AI All Day But Still Not More Productive? You're Chatting, Not Using an Agent
Using Doubao, Kimi, or ChatGPT daily but still overwhelmed? The problem isn't AI — it's how you use it. Learn the key difference between AI chat and AI Agents, and how to shift from talking to AI to having AI actually do the work.
Read more →
Product Reviews·3 min
GPT-OSS 120B Local Deployment Review: Comprehensive Comparison with O4 Mini on Code Generation and Reasoning
Hands-on review of OpenAI's first open-weight reasoning model GPT-OSS 120B, locally deployed via Ollama, benchmarked against O4 Mini on code generation, reasoning, and UI design.
Read more →
Tech Frontiers·4 min
OpenAI's $3B Windsurf Acquisition: How AI Is Reshaping the Programming Landscape
OpenAI acquires AI coding tool Windsurf for $3B. We break down the three-layer strategic logic, the impact on programmer jobs, and the rise of AI product managers.
Read more →