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Practical guide

2026年8月31日1 min read

Codex 2500 万用户重置：现在恢复了什么

解读 2026 年 8 月 31 日的 Codex 全球重置：覆盖谁、哪些限制要看，以及如何稳妥使用恢复的额度。

CodexOpenAI使用限制

+2 VPOpen guide

Quick explainer

The vibe-coding loop

Good AI projects are not created in one giant prompt. You work in short loops and verify every visible step.

Define the goal and the smallest next step
Write a concrete prompt with context
Run the result and make it visible
Verify, give feedback and improve deliberately

+5 VP

Mini quiz

Which prompt gets you closer to the goal?

You want to build a responsive landing page. Which instruction gives the AI a better foundation?

+10 VP

Practical guide

2026年7月31日2 min read

Claude Opus 5：对你的 vibe coding 项目究竟改变了什么

务实解读 Claude Opus 5：为什么思考现在默认开启、effort 阶梯怎么用、从 Opus 4.8 升级要付出什么，以及哪些验收仍然属于你。

人工智能AnthropicClaude Opus 5

+2 VPOpen guide

Quick explainer

From idea to published site

ChatGPT Sites shortens the path to a web experience, but not the review. Move from a clear brief through a private preview to a version you deliberately release.

Describe the audience, task, and constraints
Open a private preview with realistic states
Check content, interaction, mobile, and failures
Save the reviewed version and publish consciously

+5 VP

Mini quiz

Which projects fit ChatGPT Sites?

Select the two projects that are especially suitable for a focused Sites starting point.

Select every answer that applies.A landing page for one offer with a clear contact pathA small calculator with understandable inputs and outputsA system that must control services inside a private company networkA distributed platform with custom background services and complex infrastructure

+10 VP

Practical guide

2026年7月29日1 min read

把 AI 成本管住：用 AI 做东西到底花多少钱

为什么 AI 账单常常出人意料、真正有效的四个杠杆是什么，以及第一次调用 API 之前必须设好的那个上限。

AI成本Token

+2 VPOpen guide

Quick explainer

Anatomy of a good prompt

A useful prompt is not a novel. Four clearly separated parts are often enough for focused work and a verifiable result.

Goal: What must actually work in the end?
Context: What already exists and must be preserved?
Output: Which format, route or component is expected?
Check: How will you know the task is complete?

+5 VP

Mini quiz

Can you verify an AI news item?

What should you check before repeating a current AI announcement?

Select every answer that applies.The original announcement from the provider or projectThe publication date and actual release windowAvailability, limits, and clearly labeled vendor claimsHow many likes a social post receivedWhether one screenshot looks convincing

+10 VP

Practical guide

2026年7月24日1 min read

用 AI 做出来的网站，发布前怎么检查

用七个发布检查项走一遍：范围、主流程、错误状态、表单、无障碍、安全、性能与回滚。

Vibe Coding测试网站

+2 VPOpen guide

Quick explainer

Context works in layers

AI works better when you move from a stable goal toward the specific work surface instead of pasting everything at once.

Goal layer: user outcome and success criterion
Project layer: existing rules, stack, and components
Task layer: smallest next step and affected files
Check layer: tests and the visible real flow

+5 VP

Mini quiz

Order the build loop

Put the four steps into a dependable working order.

1Build the smallest useful step
2Define the goal and success criterion
3Check tests and the real user flow
4Read the existing context and constraints

+10 VP

Practical guide

2026年7月24日2 min read

Claude Opus 4.8：新模型给 vibe coding 带来了什么

Claude Opus 4.8 实用指南：Anthropic 的新模型在复杂编程中何时有用、effort 怎么起作用，以及哪些检查依然必不可少。

AIAnthropicClaude Opus 4.8

+2 VPOpen guide

Mini quiz

What comes after the first AI result?

The new interface looks good on your laptop. What is the best next step?

+10 VP

Quick explainer

Debug signals, not guesses

When something fails, reduce uncertainty with observable signals. That also gives the AI better context.

Capture the error and reproducible steps
Isolate the smallest affected state
Change one hypothesis instead of several things
Confirm the fix with a test and the real flow

+5 VP

Mini quiz

What do you do when the failure is too broad?

A new feature fails in several places at once. Which next step creates the most clarity?

+10 VP

Mini quiz

Who is responsible for a published site?

ChatGPT created the site and you published it. Who must review its content, privacy, access, and behavior before release?

+10 VP

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Explainers understood: 0/5

More guides Back to landing

Learn vibe coding like a feed.

Codex 2500 万用户重置：现在恢复了什么

The vibe-coding loop

Which prompt gets you closer to the goal?

Claude Opus 5：对你的 vibe coding 项目究竟改变了什么

From idea to published site

Which projects fit ChatGPT Sites?

把 AI 成本管住：用 AI 做东西到底花多少钱

Anatomy of a good prompt

Can you verify an AI news item?

用 AI 做出来的网站，发布前怎么检查

Context works in layers

Order the build loop

Claude Opus 4.8：新模型给 vibe coding 带来了什么

What comes after the first AI result?

Debug signals, not guesses

What do you do when the failure is too broad?

Who is responsible for a published site?

Your first feed loop is complete.

我们可以统计匿名化的页面浏览并录制会话吗？