#GIL
821 related articles
Product Reviews·1 min
Replit Agent 4 Hands-On Review: Multi-Agent Collaboration + Canvas Variants, A New AI Coding Experience
Hands-on review of Replit Agent 4's three core features: canvas design variants generating 4 UI options in 2 minutes, multi-agent parallel building like managing a team, and code-generates-everything.
Read more →
Product Reviews·2 min
Visual Programming to Control a Cat: Analyzing a Creative Coding Game from Bilibili's AI Game Track
Analysis of a creative coding game from Bilibili's AI game track: control a cat through levels by dragging visual modules. Covers loops, conditionals, sensors, tech trees, and resource management.
Read more →
Expert Opinions·2 min
Are Foreign Companies Still Worth Joining? Career Choice Priority Ranking for Programmers in 2025
With Citi and Microsoft mass layoffs, should programmers choose foreign companies, SOEs, or big tech? Analysis of career priorities and barbell strategy for risk management.
Read more →
Product Reviews·2 min
Complete Guide to the Claude Code Red Book: ByteDance's AI Programming Playbook
Deep dive into ByteDance's Claude Code Red Book covering environment setup, Prompt Engineering, multi-turn dialogue strategies, debugging, and refactoring techniques to maximize AI coding efficiency.
Read more →
Tutorials·2 min
LangChain Agent Executor Architecture: Building a ReAct Agent from Scratch
Deep dive into LangChain Agent Executor internals, covering the ReAct reasoning-action-observation loop, tool choice strategies, and building a custom Agent Executor from scratch.
Read more →
Tutorials·2 min
Vibe Coding Beginner's Guide: Programming with Natural Language — No Experience Required
Vibe Coding lets anyone program using natural language — no coding experience needed. Learn what it is, how it differs from traditional programming, and how to get started with AI tools.
Read more →
Expert Opinions·2 min
A Critical Look at AI Coding: Copilot Is Not a Developer's Replacement
An in-depth look at how to properly use AI coding tools like GitHub Copilot, exploring hybrid development, prompt evolution, and the risk of eroding developer learning abilities.
Read more →
Product Reviews·3 min
10 Must-Have Codex Plugins: From Animated Videos & Mobile Apps to Office Automation
Hands-on guide to 10 high-value Codex plugins covering Hyperframe animations, Remotion data videos, Figma mockups, iOS/Android development, Computer Use, and Browser Use automation.
Read more →
Tutorials·2 min
Writing Web Novels with DeepSeek: A Complete 6-Step AI-Assisted Fiction Writing Workflow
A detailed guide to AI-assisted web novel writing with DeepSeek, covering 6 key steps from outline generation to content polishing, with practical prompt tips.
Read more →
Industry Insights·2 min
3,500 Enterprise AI Use Cases Reveal: Is AI Investment Actually Worth It?
Survey of 1,000+ enterprises and 3,500 AI use cases reveals: 44% see moderate ROI, 37% see high ROI. AI Agent adoption surged from 11% to 42%. Coding and risk use cases top the charts.
Read more →
Tutorials·2 min
Claude Code Keeps Writing Garbage Code? A Configuration Guide for CLAUDE.md and AGENTS.md
Deep dive into CLAUDE.md and AGENTS.md configuration for Claude Code. Real cases show proper setup reduces context explanation time from 60% to near zero, letting AI truly understand your project.
Read more →
Expert Opinions·2 min
How Can a One-Person Company Achieve a Computing Power Leap with AI Clusters? A Practical Guide from Executor to Decision-Maker
How can indie developers build a one-person company with AI clusters? This guide covers AI automation agents, information arbitrage, and bio-optimization for the transition from executor to decision-maker.
Read more →
Product Reviews·1 min
Qwen3.6 27B: Real-World Testing of Three Unconventional Quantized Models — Code Performance +15.8PP, 40B Distillation, 16GB Adaptation
Real-world comparison of three community-built Qwen3.6 27B variants: OmniMerge V4 with +15.8pp code gains, 40B OPUS distilled for roleplay, and a 16GB-optimized version for limited VRAM.
Read more →
Industry Insights·1 min
Recursive Self-Improvement: The Flywheel Effect of AI Giants and the Acceleration of Industry Oligopoly
Recursive self-improvement is reshaping AI competition. Leading labs form talent siphoning flywheels through AI-assisted R&D, rapidly closing the entry window for competitors.
Read more →
Tutorials·2 min
2025 Frontend Learning Roadmap: A Complete Guide from Zero to Employment
Complete 2025 frontend learning guide covering industry salary analysis, HTML5/CSS3/JavaScript/Vue3 tech paths, and Shu-Ha-Ri methodology to help beginners master frontend development in 3-6 months.
Read more →
Tutorials·3 min
Build a Free Audio-to-Subtitle Tool in 5 Minutes with Codex: A Practical Alternative to JianYing SVIP
JianYing subtitle recognition now SVIP-only? Use OpenAI Codex with Whisper to build a free audio-to-subtitle tool in 5 minutes. Full walkthrough from planning to Web UI included.
Read more →
Product Reviews·2 min
OpenAI Codex on Windows: Features, Quotas, and Real-World Testing
A deep-dive test of OpenAI Codex on Windows: GPT-5.4 capabilities, quota comparison with Claude Code, Work Tree parallel tasks, sandbox security, and two real-world projects.
Read more →
Tutorials·2 min
Streamlining AI Agents from 10 to 5: How the Single Responsibility Principle Doubled Efficiency — A Practical Retrospective
Real-world guide to streamlining AI Agents from 10 to 5 using the Single Responsibility Principle, doubling efficiency with focused agents for memory, design, copy, video, and publishing.
Read more →
Tutorials·2 min
Linear + Claude Code in Practice: Let AI Autonomously Complete 90 Development Tasks
Deep dive into Linear and Claude Code integration for autonomous AI development: auto-planning 90 tasks, multi-agent parallel coding, and complete workflow tutorial.
Read more →
Deep Dives·3 min
The Essence of AI Alignment: Aligning What to Do, Not How to Do It
The core of AI alignment is aligning What to do, not How to do. Through an Alembic database migration case, learn how Harness engineering crystallizes dev standards into reusable assets for automated programming.
Read more →