#scope creep
18 related articles
·3 min
Vibe Coding in Action: How AI Collaboration Built an Award-Winning Sleep Aid Product
A Bilibili creator used Vibe Coding to independently build 'Breath Garden,' an AI sleep companion app, winning third place at the Tencent Music Hackathon. Full breakdown inside.
Read more →
·4 min
Making Money with AI Coding Gigs: Platform Selection, Pitfall Avoidance, and a Rational Guide to Getting Started
AI coding tools have dramatically lowered the barrier to freelance gigs, but what risks lurk behind claims of "earning over 10,000 a month"? This article breaks down platform tiering on Zhubajie, Upwork, and more, plus three key pitfalls for beginners.
Read more →
·4 min
EFF Writes to FTC: X Platform Allegedly Violates Privacy Consent Order, Raising Serious User Data Protection Concerns
EFF formally writes to the FTC alleging X (formerly Twitter) violated its privacy consent order. Mass layoffs, AI data misuse, and weakened FTC enforcement raise serious user privacy concerns.
Read more →
·6 min
Chat Control Explained: The EU's Chat Monitoring Legislation vs. Encryption Privacy
An in-depth analysis of the EU's Chat Control legislative proposals: from 1.0 voluntary scanning to 2.0 mandatory detection orders, revealing the threat of client-side scanning to end-to-end encryption and the privacy vs. child protection debate.
Read more →
·3 min
Why Does Chain-of-Thought (CoT) Boost Reasoning? A Four-Layer Deep Dive
A four-layer breakdown of why Chain-of-Thought (CoT) boosts LLM reasoning: compute allocation, external working memory, pretraining pattern activation, and DeepSeek R1 RL evidence.
Read more →
·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.
Read more →
·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.
Read more →
·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.
Read more →
·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.
Read more →
·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).
Read more →
·2 min
Why Are AI Startups Getting Into Smart Home? A Viral Tweet Reveals the Product Boundary Dilemma
An AI startup's product page unexpectedly features pool cover and sauna automation, sparking industry debate about feature creep, blurred product boundaries, and the real challenges of AI-smart home convergence.
Read more →
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.
Read more →
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.
Read more →
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.
Read more →
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.
Read more →
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.
Read more →
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.
Read more →
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.
Read more →