#Instruct model
3694 related articles
Industry Insights·2 min
ChatGPT Starts Running Ads: The Deep Logic Behind OpenAI's Commercialization Shift
OpenAI runs its first paid ChatGPT ad on Product Hunt, signaling a shift from tech-driven to operations-driven growth amid rising competition from Gemini, Claude, and Meta AI.
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Product Reviews·2 min
Contral Review: An AI Coding Assistant That Teaches You While You Code — Bridging the Gap Between Tutorials and Real-World Practice
In-depth review of Contral, an AI coding teaching tool with Build and Learn dual modes that provides context-aware guidance during actual coding to help developers learn while building real projects.
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Tech Frontiers·1 min
Go 1.26 Officially Released: New GC, SIMD Support, and Other Major Updates Explained
Go 1.26 officially released with a new garbage collector, significantly reduced cgo overhead, experimental SIMD support, and runtime/secret key management package.
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Tutorials·2 min
Building a GitHub Repo Stats Tool with a Single Prompt: An AI-Assisted Development Case Study
Simon Willison built a GitHub Repo Stats tool with a single prompt, solving the pain of not seeing commit counts on mobile. A breakdown of the implementation and prompt engineering lessons.
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Tutorials·2 min
AI Skill Development in Practice: Test-Driven Iteration and Model Pairing Strategies
A complete guide to AI Skill development: from requirement description, model selection to test-driven iteration. Includes model pairing strategies for CodeX, Claude Code, DeepSeek and more.
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Tutorials·2 min
Automating Video Editing with Claude Code: 3 Skills to Build a Complete Recording-to-Publishing Pipeline
Learn how to build a video production automation pipeline with Claude Code using 3 Skills for script generation, smart editing, subtitles, and thumbnails — cutting recording-to-publishing time to 30 minutes.
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Product Reviews·2 min
Heima vs Tarena vs Atguigu: Honest Comparison of China's Top 3 IT Training Institutions
In-depth comparison of Heima, Tarena, and Atguigu across curriculum, teaching methods, instructor quality, and ideal student profiles to help you choose the right IT training institution.
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Product Reviews·1 min
Gemini 3.1 Pro Coding Real-World Test: #1 in Benchmarks, #3 in Practice — An Honest Comparison with Claude and GPT
Real-world coding comparison of Gemini 3.1 Pro, Claude Opus 4.6, and GPT 5.3 Codex. Two practical tasks reveal how the benchmark leader stumbles on complex projects.
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Tutorials·1 min
Claude Code Desktop Tutorial: Chinese Localization, Login-Free Setup & DeepSeek Integration Complete Guide
Step-by-step tutorial for installing Claude Code Desktop with Chinese localization, login-free setup, DeepSeek model integration, and custom Skill loading.
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Tutorials·2 min
baoyu-skills: An Open-Source Skill Set That Auto-Generates Article Illustrations with a Single Command
baoyu-skills is a GitHub open-source skill set with ~19K Stars that enables Claude Code and other AI tools to auto-generate and insert article illustrations with a single command.
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Product Reviews·2 min
ccusage: One Command to Calculate Your True AI Coding Costs
ccusage is an open-source CLI tool that helps developers analyze token consumption and costs from AI coding assistants like Claude Code, Cursor, and more.
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Tutorials·2 min
Claude Code Installation Guide: Complete Setup for CLI + VS Code + Desktop
Complete guide to installing Claude Code on Windows in CLI, VS Code, and desktop modes, plus connecting to DeepSeek API via CC Switch for affordable AI coding.
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Industry Insights·2 min
In-Depth Analysis of C++ + AI Full-Stack Training Programs: Career Transition Paths for Developers in 2026
An in-depth analysis of C++ + AI full-stack training programs covering CUDA, YOLO, RAG, and interest-aligned employment guarantees for C++ developers transitioning to AI roles.
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Tutorials·2 min
A Must-Read Guide to AI Coding for Non-Programmers: Model Selection, Tool Setup, and Real-World Applications
A beginner's guide to AI coding for non-programmers: how to choose between GPT and DeepSeek, get started with Cursor/Codex/Claude Code, and build real-world applications.
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Tech Frontiers·2 min
Gemini Omni Video Editing: The New AI Era Where Conversation Is Editing
Google Gemini Omni enables conversational video editing—upload videos and describe edits in natural language to complete cutting, remixing, and effects. Full breakdown of features, workflow, and industry impact.
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Tech Frontiers·1 min
Gemini Integrates OpenTable, Canva, and Instacart: AI Assistants Move from Search to Action
Google Gemini integrates OpenTable, Canva, and Instacart, letting users book restaurants, design posters, and order groceries via AI. Analysis of Gemini's ecosystem strategy vs ChatGPT and Apple Intelligence.
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Tutorials·3 min
How to Buy a Cloud Server and Deploy Your Personal Website from Scratch (2024 Practical Guide)
Step-by-step guide to buying a cloud server and deploying a personal website from scratch — covering Alibaba Cloud vs Tencent Cloud, SSH setup, BT Panel, and free trial options.
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Tutorials·3 min
AI-Generated Data Visualization Dashboards: Prompt Engineering Best Practices and Iterative Development Techniques
Learn how to use prompt engineering to drive AI generation of commercial-grade visualization dashboards, covering layout and content descriptions plus iterative development strategies.
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Expert Opinions·1 min
Naval on Vibe Coding: Personal App Stores and the End of Apple's Dominance
Silicon Valley investor Naval Ravikant shares his deep dive into Vibe Coding, revealing how to build personal apps in 30 seconds and why Apple abandoning in-house AI may be the decade's biggest strategic blunder.
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Tutorials·2 min
Claude Code with DeepSeek V4: Complete Setup Guide to Save 99% on Costs
Step-by-step guide to connecting Claude Code with DeepSeek V4 via CC Switch for 99% cost savings. Includes setup, multi-model workflow demo, and free OpenRouter option.
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