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Learn vibe coding like a feed.

One card, one clear impulse: news, visuals and small quizzes take you step by step from the first prompt to a better build.

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Brief in 5 sentences
产品更新

Why AI coding harnesses disagree over the right code context

  1. Ars Technica compares two approaches to supplying context for AI coding agents.
  2. Claude Code usually searches for the code it needs while working on a task.
  3. Augment Code indexes repositories in advance with embeddings, a retrieval model, and a vector database.
  4. Augment reports similar accuracy with 33 percent fewer tokens in its own Terminal-Bench comparison.
  5. The article warns that more autonomous agents do not replace human engineering judgment.
developer-tools
+2 VPRead the context

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
The digital Creaiter owl completes seven golden checkpoints between a website wireframe and an approved web portalPractical guide
5 min read

How do you check an AI-built website before publishing?

Use a seven-point release check for scope, user flows, failures, forms, accessibility, security, performance, approval, and rollback.

Vibe CodingTestingWebsites
+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.
+10 VP
Brief in 5 sentences
产品更新

Nvidia ties Japan’s AI strategy to robotics and Vera Rubin

  1. Nvidia chief Jensen Huang met numerous Japanese industrial and technology companies on July 15 and 16.
  2. The visit centered on Noetra’s planned national infrastructure for Japanese AI and robotics models.
  3. The proposed AI factory is expected to use 13,750 Vera CPUs, 27,500 Rubin GPUs, and 140 megawatts of capacity.
  4. Japanese robotics companies also intend to expand their use of Nvidia’s Cosmos platform.
  5. Japan’s pursuit of sovereign AI therefore remains dependent on American computing hardware for now.
business
+2 VPRead the context

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.
+10 VP
An orange-gold digital owl coordinates connected coding and verification stages in a dark faceted worldPractical guide
6 min read

Claude Opus 4.8: What the new model means for vibe coding

A practical guide to Claude Opus 4.8: when Anthropic's new model helps with complex coding, how effort works, and which verification steps still matter.

AIAnthropicClaude Opus 4.8
+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.

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

+10 VP
Brief in 5 sentences
政策与监管

Apple lawsuit creates uncertainty for OpenAI’s hardware plans

  1. Apple accuses OpenAI of unlawfully using trade secrets in a lawsuit.
  2. OpenAI says it knows of no evidence supporting the allegations.
  3. The dispute arrives while OpenAI is developing a device that has not been officially unveiled.
  4. TechCrunch’s authors consider delays or effects on a possible public offering conceivable.
  5. No court has established or ordered such consequences so far.
businesspolicy
+2 VPRead the context

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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