Mastery
10+ yrsYou have enough experience. The real questions now: how to monetize it, how to exit on your terms, or whether to start another round.
Code Review Is the Real AI-Era Bottleneck — And Your Team Isn't Doing It
I Built a Fully Automated Short-Video Pipeline with Claude Code. Two Months In, Here's the Real Data
Claude Code or Codex? You're Asking the Wrong Question
AI Coding Kills Middle Managers First, Not Juniors or Seniors
Next Month, Big Tech Starts Auditing the Token Bill
Lagou Is Dead: A 13-Year Job Board Killed by AI Pulling Out All Three Middleman Steps at Once
Why Vibe Coding Is Addictive: It Turns Coding Back Into a Game
8-Line Spec Beats 8-Hour Prompts: The Real Payoff of Spec-Driven AI Coding
Building a Personal AI Coding Harness: 14 Traps Between "It Runs" and "It Works"
Experience Sediment 2.0: Stop Writing for Colleagues, Start Writing for Agents
The Hardest Part of Rolling Out AI Coding Isn't Tech — It's Two Kinds of Old-Timers
How to Become a Super Individual: Taste Is the Ticket, Tokens Are the Fuel, Brainpower Is the Ceiling
The AI-Era Couple Business: She Builds Audience, He Builds Product
MCP One Year On: The Protocol Won, Vendor Moats Evaporated
AI Amplifies the Mid-Career, Not the Junior — A Counterintuitive Truth
Digital Coders Explored: An Overhyped Narrative on Top of Under-Built Engineering
Backend Falls First, Not Frontend: The Real Order of AI Replacement Across the Stack
AI Coding's Real Bottleneck in 2026: From Tokens to Your Physical Workstation
Cursor's $20B Peak: Users Are Quietly Migrating, And You Should Know Where
Measuring AI Coding Productivity: Why 5x Coding Doesn't Mean 5x Delivery
Vibe Coding's Security Debt: The Bill Comes Due in H2 2026
Chinese LLMs Won on Cost: DeepSeek + Qwen + Kimi at 1/10 the Per-Task Price of GPT/Claude
Local LLMs Are Already Daily-Driver Ready: M4 + GGUF, No Cloud Needed
Junior Onboarding Is Broken: AI Stole Mentor Time, Nobody's Coaching the New Hires
$10M ARR with 3 People: The Real Structure of Hyper-Solo Companies
Leetcode Is Dead, But 90% of Companies Still Ask Leetcode
The 'Ferrari Uncle' and 45 Years on One Craft: Senior Engineers Are Being Repriced in the AI Era
The Token Economy Collapse: From Pay-Per-Use to Unlimited Subscriptions — Who Pays the Subsidy
AI Coding Flips English Disadvantage: How Non-Native Developers Are Quietly Winning
Getting Out: The 18-Month Path from Decision to Exit
Reading the Next Industry Shift Two Years Early
AI Coding leverage check
Want to know whether AI Coding is amplifying your judgment or just speeding up execution? The post is a generic framework — your role, judgment, visibility, and team context decide what to fix next.