#function creep
37 related articles
·3 min
Claude Sonnet 5 Hands-On Review: The Hidden Token Trap That Makes 'Low Cost' an Illusion
Claude Sonnet 5 promises near-Opus 4.8 performance at lower cost, but hands-on tests reveal a critical trap: a new tokenizer inflates token consumption, making real costs far higher than expected.
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·3 min
Vibe Coding in Practice: How Four Tools Work Together to Make AI Programming More Convergent and Controllable
Explore the four-layer AI programming architecture: SuperPrompt for project-level decomposition, Gstack for module-level code layering, and Cursor/Claude Code for execution. Master this workflow to make Vibe Coding truly engineering-grade.
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·4 min
GitHub Spec-Kit in Practice: 5 Core Commands to Keep AI Coding on Track
Deep dive into GitHub's open-source Spec-Kit: 5 core commands and 2 optional checkpoints that solve AI coding drift. From setting Rules to generating code, every step makes the AI pause for your approval.
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·3 min
Codex Hands-On from Scratch: Building a Full-Stack World Cup App Without Writing Code
Learn how to build a full-stack World Cup app with OpenAI Codex without writing code, covering multi-session concurrency, MCP voice synthesis, Skill encapsulation, and scheduled task automation.
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·3 min
DeepSeek Researcher Summarizes 10 Rules for Using AI Agents
A DeepSeek researcher shares 10 universal rules for using AI agents, covering the shift from execution to judgment, memory file systems, human-AI collaboration boundaries, and more.
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·3 min
6 Core Skills to Stay Irreplaceable in the AI Era: From Getting Started to Building Your Competitive Moat
Master 6 core skills for the AI era: become the AI expert in your circle, develop taste, context engineering, rapid iteration, automation systems, and multiple income streams.
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·3 min
Hooks and Skills: A Guide to Upgrading AI Programming Workflows from Manual Reminders to Automated Systems
Deep dive into Claude Code's Hooks and Skills mechanisms. Learn to build safe, reliable AI programming workflows with a three-layer architecture (Cloud.md + Hooks + Skills).
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Tutorials·2 min
The Core Technique of Vibe Coding: Give Your Judgment Criteria to AI
Most people using AI for coding state actions without judgment, causing outputs to miss the mark. Learn the core Vibe Coding method: provide AI with six judgment dimensions for precise collaboration.
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Tutorials·2 min
Beyond Vibe Coding: A Practical Guide to Systematic AI Programming Workflows
A deep dive into systematic AI programming workflows covering context management, custom commands, and code review. Move beyond Vibe Coding with a Plan-Prompt-Generate-Review-Iterate process.
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Tutorials·2 min
Beyond Vibe Coding: A Practical Guide to Systematic AI Programming Workflows
A deep dive into systematic AI programming workflows covering context management, custom commands, and code review. Move beyond Vibe Coding with a Plan-Prompt-Generate-Review-Iterate process.
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Tutorials·2 min
20-Day Indie Game Dev with AI: A Full Godot + Cursor Postmortem
A veteran game dev used AI tools (Cursor + Godot + GPT Image 2) to build a complete indie game in 20 days. Full breakdown of tech choices, art generation pitfalls, and lessons learned.
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Tech Frontiers·2 min
Reviving a 1983 Classic Computer Game with Claude AI: A Cross-Generational Rebirth from BASIC to JavaScript
Developer Simon Willison used Claude AI to translate a 1983 Usborne BASIC game "Mad House" into modern JavaScript with just two prompts. A look at AI code translation in action.
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Tutorials·1 min
How to Independently Develop a Profitable App with Zero Coding Experience: A Complete 0-to-1 Roadmap
Zero coding experience? You can still independently develop a profitable app! A complete roadmap covering mindset, tech stack, AI tools, monetization, landing pages, and marketing strategies.
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Deep Dives·4 min
Will Frequent Git Commits Fill Up Your Hard Drive? Delta Compression & Packfile Mechanism Explained
Will frequent Git commits fill your hard drive? Deep dive into Git's Delta compression and Packfile mechanism, revealing why pure code commits cost almost nothing and identifying the real culprit — large binary files.
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Expert Opinions·3 min
From WeChat Codex to AI Agent Best Practices: A Developer's Pivot
After completing core WeChat-Codex integration, the Codex Bridge author validated three directions and pivoted to AI Agent best practices—sharing product thinking and methodology insights.
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Tech Frontiers·3 min
Why Linux Developers Are Resisting OS-Level Age Verification: Colorado Bill Sparks Open Source Community Backlash
Colorado's SB26-051 bill requires OS-level user age collection. Linux developers push back hard, citing privacy risks, open source incompatibility, and threats to digital rights.
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Industry Insights·3 min
The Border Is Everywhere: How Security Surveillance Technology Is Infiltrating Everyday Life
Security surveillance tech is spreading from national borders to city streets, schools, and phones. This article examines AI surveillance, facial recognition, predictive policing, and the fear economy threatening privacy and civil liberties.
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