Original title: How to Become an Expert Vibe Coder in 6 Months
Original by: Avid
Photo by Peggy Block Beats

The editor presses: Vibe Coding is not simply "let AI write your code" but a complete construction from ideas to online products. The way to be truly effective is not to repeat vague demands and wait for the model to become magic, but rather to learn to plan, prompt, review and deploy。

The road map broke Vibe Coding down into six months: first to complete Web, Git and the basic technology warehouse, then to acquire tools such as Cursor, Claude Code; then to learn tips, context engineering, MCP, RAG, testing, safety and production deployment. Its core is not to make beginners traditional programmers, but to help anyone who has a product idea to use AI more systematically to make it a real application。

One of the most important recommendations for beginners is not just to look at the curriculum, but to keep doing it. A small, operational, accessible and iterative project should be completed every month. The real progress comes not from how many courses you've learned, but from whether you actually published the product。

The following is the original text:

Vibe Coding has become one of the most admired builders' skills from a small Twitter experiment。

I just broke up how to become the first 1% Agenic Coder。

The early entrance window is still open, but it belongs only to those who really do things。

The problem is that most beginners have no idea where to start. They usually: download Cursor, enter a vague idea, and then wonder why it's a mess; read countless YouTube tutorials, but never really make a thing; jump into a complex tool without understanding how to organize hints, manage context, or deploy。

The result is usually the same: the half-finished Demo, the death cycle of "repairing Bugs and creating new Bugs" and the absence of a real online product。

The guide is intended to address this issue. It's a month-by-month detailed road map, with proven resources for 2025-2026, covering every skill you need to grow from completely zero base to deliver a real product, Vibe Coder. Each month there is a milestone and each skill has a resource link。

There's only one rule before we start: everything is done by hand。

It's not about reading, it's about seeing people do it, it's about really opening tools, following steps, breaking things, fixing them, and finally publishing them。

Vibe Coding, what is it

The word "Vibe Coding" was proposed by the AI researcher Andrej Karpathy. He uses it to describe a programming approach that is fully entrusted to AI: accepting every suggestion from AI, not reviewing the code manually, focusing all attention on describing the end result, rather than writing logic in person。

IN PRACTICE, IT MEANS THAT YOU DESCRIBE WHAT SOFTWARE YOU WANT IN NATURAL LANGUAGES, AND THEN LET AI GENERATE, INVERT, TEST AND REPAIR THE CODE FOR YOU。

But most beginners tend to ignore one thing: Vibe Coding is not passive waiting, it's not magic. It is a structured process that essentially transforms human intentions into operational software。

THE QUALITY OF OUTPUT DEPENDS ALMOST ENTIRELY ON THE QUALITY OF INPUT: YOUR HINTS, CONTEXT DOCUMENTS, PLANNING CAPABILITIES, AND YOUR ABILITY TO REVIEW AI OUTPUT CONTENT. AND MASTERING THESE INPUTS IS THE CORE OF THE WHOLE GAME。

By 2026, the Vibe Coding tool is divided into two broad categories:

AI applications builders: e.g., Loveable, Bolt and Reprit. Such tools can generate full-scale applications based on a description, including hosting and deployment. They are oriented towards non-technical users and fast-track prototype developers and do not require local configuration environments。

AI programming IDE: e.g. Cursor 3.0, Claude Code and Windsurf. Such tools are embedded in the development environment and help developers to prepare, debug and iterative codes. They need a technical base, but provide a higher control and capacity cap in serious production-level development。

This road map will bring you into both worlds: starting with the basic skills that make all tools work better, before moving towards specialization。

Month 1: Basic capacity, everything every Vibe Coder must have

THIS MONTH'S GOAL IS TO UNDERSTAND HOW SOFTWARE WORKS AT THE CONCEPTUAL LEVEL, SO THAT THE CODE THAT AI PRODUCES NO LONGER LOOKS LIKE A BLACK BOX, AND THAT IT IS MORE INTELLIGENT TO DIRECT IT。

Vibe Coder's most common mistake is to skip this month completely. They open up a tool, write the following vague hint, see the results and get confused, and then fall into what the community often calls the "circle of death": to allow AI to fix Bug, and AI to create new Bugs, and to recycle。

THOSE WHO ARE ABLE TO ESCAPE THE CYCLE USUALLY HAVE SUFFICIENT BASIC KNOWLEDGE. THEY'RE NOT SIMPLY RESPONDING TO AI'S OUTPUT, BUT THEY CAN READ IT AND GUIDE IT。

You don't need to be a programmer. You just need to have enough conceptual foundations to be able to ask smart questions and find obvious mistakes。

How do we work

Before you build any Web product, you need to understand what infrastructure you're developing. Most Vibe Coding products are Web applications. This means you need to know what the basic client -- the server model, how the browser communicates with the back end, what the URL does, and what the API is。

Resources:

MDN Web Docs: How the Web Works
Links:https://developer.mozilla.org/en-US/docs/Learn/Getting Start with web/How the Web works
This is one of the clearest and most authoritative interpretations of browsers, servers and HTTP, maintained by Mozilla。

MDN: HTTP Overview (free of charge)
Links:https://developer.mozilla.org/en-US/docs/Web/HTTP/Overview
Describe the difference between GET and POST, the state code (200 OK, 400 Bad Request, 401 Unauthorized, 404 Not Found, 500 Server Error) and why these tips appear in your application。

RET API Tutorial (free of charge)
Links:https://restfulapi.net/
It is short, practical and directly applicable. After learning, you'll understand what happened to each backend written through Vibe Coding when calling API。

What you need to understand:

FROM YOU ENTER A URL TO THE PAGE FINISH RENDERING, WHAT HAPPENED IN THE MIDDLE

Distinction between the front and back end: the front end is the interface that the user sees and the back end is the server logic and database

API IS WHAT, REQUEST IS WHAT, RESPOND IS WHAT

WHAT DOES HTTP STATE CODE MEAN AND WHAT THEY REPRESENT WHEN DEBUGGING APPLICATIONS

What's an "environmental variable" and why the key can't be written directly in the code。

Git and GitHub: Your time machine

This is one of the most important practical skills of the entire guide. Every serious Vibe Coder will use Git。

Without Git, a bad AI hint could ruin your hours of work and there's no way back. With Git, every normal state will be a check point you can return to at any time。

Git is not optional. It determines whether you're building the product efficiently or whether you're going to start over every time AI screws up。

The way to learn is not to try to write down orders, but to understand their models first. Git will track file changes over time and allow you to move forward or back in this history. Once you understand that, orders become natural。

Resources:

Git for Vibe Coders: What Actually Matter
Links:https://www.youtube.com/watch?v=ADEFvP5Gw5c
For Vibe Coder. Through a real Next.js project, talk about guit add, Git part, git push, git pull, branch and roll back。

Git and GitHub for Vibe Coders (free guide, DeepakNess.com)
Links:https://deepakness.com/blog/git-for-vibe-coders/
The guide is intended for AI auxiliary developers at the end of 2025, covering the daily Git workflow of Vibe Coder, including submission every 15-20 minutes, and checking changes with git diff before accepting AI generation changes。

Learn Git Blanching (free, interactive)
Links:https://learkitbranching.js.org/
One of the best visual tools to understand branching and merging can be run directly in the browser without the need to configure the environment。

GitHub Skills (free, interactive)
Links:https://skills.github.com/
The GitHub official interactive course, which was conducted directly within GitHub。

Focus on:

it's not like it's a good idea, it's a good idea, it's a good idea

Create a new branch before starting any new functionality

view history using guit logs and unmodified with guit revert

creates the .gitignore file and adds the .env file before the first push

Use functional branches when experimenting with AI: first create branches, then merge them in branches。

The rule is, from now on, every project you do must be in the GitHub warehouse without exception。

Basic HTML, CSS and JavaScript literacy

You don't need to be a front-end developer. You just need to be able to understand the components generated by AI and understand in general terms what div, button, onclick and usestate。

IT'LL TAKE ABOUT A WEEK, BUT YOU'LL SAVE A LOT OF TIME WHEN YOU NEED TO DIRECT AN AI MODIFICATION OF A SPECIFIC PART OF THE INTERFACE。

Resources:

The Odin Project: Foundations (free, self-study)
Links:https://www.theodinproject.com/paths/foundations
One of the best free basic courses on the Internet. All you have to do is study HTML Foundations, CSS Foundations and JavaScript Basics. Medium speed takes about 1-2 weeks。

freeCodecamp: Free Web Design
Links:https://www.freecodecamp.org/learn/2022/responsive-web-design/
No environment needs to be configured based on browser practice. Could complement Odin project。

JavaScript.info (free reference)
Links:https://javascript.info/
Currently one of the clearest JavaScript documents. When AI generates codes you don't understand, you can use them as references. It's equivalent to the MDN of JavaScript interpretation。

Focus on:

HTML: ELEMENTS, ATTRIBUTES, EMBEDDED RELATIONSHIPS, AND PAGE STRUCTURE

CSS: Selector, Flexbox, and why the interface presents a style

JavaScript: the meaning of variables, functions, arrays, objects and async/await

React Foundation: What are components, what are props and state。

Choose your technology and stick to it

One of the most common errors of beginners is the constant switching of frameworks。

THE AI MODEL WAS TRAINED ON OPEN CODE. THEY PERFORM SIGNIFICANTLY BETTER ON POPULAR AND WELL-DOCUMENTED TECHNOLOGY BARS THAN COLD-DOOR TECHNOLOGY. THE MORE POPULAR A TECHNOLOGY WAREHOUSE IS, THE MORE RELEVANT CURRICULUM, CASE AND TRAINING DATA, THE HIGHER THE QUALITY OF AI OUTPUT。

In 2026, the technology warehouse recommended to the Vibe Coder beginner:

Frontend: React, used through Next.js (App Router)

Style: Tailwind CSS

Database + Authentication: Supabase (Postgres database, authentication, storage, all used through API)

Deployment: Vercel

Languages: Prefer to TypeScript or JavaScript。

THIS TECHNOLOGY WAREHOUSE IS FRIENDLY TO STARTERS, FULLY HOSTED, SUITABLE FOR AI SUPPORT DEVELOPMENT, AND ALLOWS YOU TO GO ONLINE FROM THE DATABASE WITHOUT MANAGING THE SERVER INFRASTRUCTURE AND RELEASE A COMPLETE WHOLE STACK PRODUCT。

It's also one of the most common technology houses in the world, so AI tools are very familiar with it。

Resources:

Next.js Official course: Learn Next.js (free, interactive)
Links:https://nextjs.org/learn
The official interactive course will build a complete dashboard application step by step. The App Router version was updated in 2024 and is still applicable。

Taylor CSS Docs (free of charge)
Links:https://tailwindcs.com/docs
Tailwind is a CSS framework for independence-first. It's of high quality. Due to the high density of training data, AI generation of tailwind codes usually works better than most other style systems。

Supabese Docs: Getting Started
Links:https://subbase.com/docs/guides/getting-stard
Supabese provides Postgres database, line security policy, identification (mailbox, social login, one-time password) and file storage, all of which can be accessed through a simple JavaScript SDK。

Vercel: Getting Started
Links:https://vercel.com/docs/getting-stard-with-vercel
Connect your GitHub warehouse to Vercel, and every time you push deploy. The entire configuration will take about five minutes。

Month 1 milestones

By the end of the month, you should be able to:

EXPLAIN WHAT API IS AND WHAT HAPPENED WHEN THE BROWSER INITIATED THE REQUEST

Create a Git repository, submit codes, create branches and push them to GitHub

Read the React component generated by AI and understand its approximate structure

Create a basic Next.js project and run locally with npm run dev

A static page was deployed to Vercel by connecting GitHub repository。

Month 2: mastery of tools, Cursor 3.0, Claude Code and builder ecology

This month's goal is to truly master the core, understand what different tools fit and complete your first complete project。

From this month on, Vibe Coding was actually at the operational stage. The tools available in 2026 are already very powerful, but they reward those who know how to use them, and they punish those who treat them as "magic."。

Full tool chart to understand (2026)

By 2026, Vibe Coding was clearly mature. The following is the status of all mainstream tools worth understanding as of May 2026。

AI PROGRAMMING IDE

Fits semi-technological to technical builders。

Cursor 3.0
Full power AI-first editor. Free / Pro version $20 per month. Supports Agents Windows, Parallel Clouds Agent, Composer 2, Marketplace, Internal Browser。

Claude Code
I'm good at Agenic programming and full code library reasoning. Based on usage, it can also be used through Claude Pro at $20 per month. Currently supports the CLI, VS Code plugin, desktop application and Webend。

Windsurf
Better suited to business users and developers with limited budgets. Free / Pro version $15 per month. Cascade Agent was acquired by Google in 2025 at $2.4 billion。

GitHub Copilot
Suits to provide daily support in any IDE. Free / Pro version $10 per month. Support the development of the environment by VS Code, Jetbrains, Neovim, Xcode, etc。

Cline
For advanced open-source users. The tool itself is free, paid by API Token. It is a VS Code plugin that connects Claude, GPT-5.5, Gemini or local models。

Google Antigravity
Fits for more Agent parallel construction. Price to be determined. In November 2025, following Gemini 3, a "Manager View" was launched to manage parallel Agent。

No code / Full application builder

Fits to complete zero base user and fast prototype development。

Loveable
Fits to non-technical background founders and React UI build. Free / Pro version $25 per month. You can generate a complete React + Supabase whole house application that is most friendly to non-programmers。

Bolt.new
Fits to quickly generate Web applications without local configuration. Free / Pro version $29 per month. It's fully run in the browser, and it's good for starters to start quickly。

Vercel v0
Fits to generate UI components. Free version / $20 per month. More suitable for use by developers, supporting GitHub synchronization and direct deployment to Vercel。

Reflit
Set construction and hosting are integrated. Free version / $20 per month. The most complete feature, Agent 3 can build, run and deploy applications directly in the browser。

Base 44
FITS TO CODELESS INTERNAL TOOL DEVELOPMENT. FREE VERSION / $20 PER MONTH. FOR NON-TECHNICAL BUILDERS, PROVIDE AI ASSISTIVE APPLICATIONS AND BACK-END CAPABILITIES。

Select Recommendations

If you're a beginner with no technical background, you can start with Loveable or Bolt.new。

If you are a developer, you can choose Cursor 3.0 or GitHub Copilot if you want to integrate AI into the current workflow。

If you're used to the terminal, and you want complete code library control, you can choose Claude Code。

If you're a budget sensitive developer, you can choose $15 a month for Windsurf。

If you're going to build an enterprise-level application with the team, you can consider being acquired by Google and then by Windsurf。

Resources

readmap.sh: The 10 Best Video Strategies in 2026
Links:https://roadmap.sh/vibe-coding/best-tools
This is a community-maintained list of best tools for 2026。

BuildMVPFast: 10 Best
Links:https://www.bildmvpfast.com/blog/best-vibe-coding-tools-2026
Provision of complete decision tree and dismantling of tools, price information verified by 2026。

2026 Vibe Working Tool Comparison (free, Technically.dev)
Links:https://technical.dev/posts/vibe-coding-tool-comparison
Reflit, V0, Loveable and Bolt were compared to the project。

Vibe Coding: Why We Prefer Windsurf Over Liveable and Bolt
Links:https://www.koncile.ai/en/ressources/best-vibe-coding-tools-windsurf-vs-lovable
Based on the real Web project, a team assessment of four tools was conducted and published in April 2026。

Cursor 3.0: A complete remodel

Cursor 3.0 was released on 2 April 2026, the most important update since Anyshe was based on VS Code in 2023。

It is no longer just an "AI function superimposed on the file editor" tool, but has become a unified workspace for building software with Agent。

Cursor 3.0.00 new functionality

Agendas Windows
An entirely new stand-alone interface can be opened through Cmd/Ctrl+Shift+P →AgentsWindow to run multiple AIAgents in parallel. Agent can run in local machines, cloud environments, SSH or Git workstreams at the same time。

Composer 2
Cursor ' s self-study forward programming model, dedicated to multi-document code editing and iterative training。

Cloud Ages
Runs Agent in a remote cloud sandbox. You can start a mission and come back later and check the results. The enterprise hosted clouds and Agent came online on March 25, 2026。

Internal Browser
The integrated browser allows Agent to view the actual rendering directly and to test its own fixes without having to use a manual screenshot。

Cursor Marketplace
Set up a one-click plugin to wrap Skills, Subagents, MCP Servers, Hooks and Rules together. Available plugins include AWS, Figma, Linear, Stripe, Vercel, Datadog, Snowflake, etc。

Design Mode
YOU CAN CLICK AND DRAG DIRECTLY ON THE UI ELEMENTS RENDERED BY THE BROWSER SO THAT AI EDITS THE CORRESPONDING PART WITH PRECISION. IT IS NO LONGER NECESSARY TO DESCRIBE THE LOCATION OF A COMPONENT IN WORDS。

Organisation
This function was published on March 5, 2026. It is a permanent Agent that can be triggered by external events such as time missions, Slack messages, Linear issue, GitHub incidents and PagerDuty alerts. Agent will start a cloud sandbox and use the MCP you've configured to carry out your mission。

New Diffs View
Supports word-level change reviews, temporary saving and the creation of Pull Request, and the entire process can be done within the Agenda Windows。

/worktree command
Lets the task run in a stand-alone Git worktree to avoid Agent working to contaminate the main branch。

/best-of-n command
Lets the same task run in multiple models and returns the best result。

Resources

Cursor Changelog: 3.0 (official, free)
Links:https://cursor.com/changelog/3-0
Cursor 3.0。

Datacamp: What Is Cursor 3
Links:https://www.datacamp.com/blog/cursor-3
For Cursor 3.0. One of the most complete text of each new function, published on 7 April 2026。

Cursor 3 Changes Everything for Economic Coding
Links:https://www.youtube.com/watch?v=HTKGyLar8AU
A complete demonstration of Argentinas Windows, Composer 2, built-in browser, parallel Agent and Marketplace by real project。

Cursor Tutorial 2026: Learn AI Coding in 15 Minutes
Links:https://www.nxcode.io/resources/news/cursor-tutorian-beginners-2026
A step-by-step guide for beginners covering Composer, Agent Mode and Cloud Ages。

Build Fast with AI: Cursor 3 vs Google Antigravity
Links:https://www.buildfastwithai.com/blogs/cursor-3-vs-antigravity-ai-ide-2026
Compares Cursor 3.0 with Google's new AI IDE Antigravity。

Claude Code: An Actic Coding tool that understands the entire repository

Claude Code is an endogene Agenic programming tool launched by Anthropic。

Unlike the IDE tools that work mainly around open files, Claude Code can read the entire code library, deduce across multiple files, run commands, handle Git operations, and perform multistep tasks autonomously, requesting your approval at every step。

It is now available in four environments: terminal CLI, VS Code plugin, Jetbrains IDE and desktop application。

How to start

You need a Claude Pro subscription, $20 or more per month, and you need to use terminals on MacOS, Linux or Windows 11。

install through npm:

@antropic-ai/claude-code

Other Organiser

cd ~/projects/my-app & claude

Start with an exploratory tip:

What does this project do?

This will allow Claude to analyze your code library before he changes anything。

Core Workstream: Excelre Plan Code

Excellore: Exploration
Press Shift + Tab twice to enter Plan Mode. Claude will read the document and answer the question, but will not change anything. This model allows you to understand project structures, track data flows, comb the code library structure。

Plan: Planning
In Plan Mode, let Claude create a realization plan. You need to review it, fine-tune it and counter those parts that do not agree. "go ahead" only after confirmation。

Code: Code
Cut back to Normal Mode. Claude will function as planned, display diff and request your approval at every step。

Committee: Submit
review diff, run a test, then complete it with a clear submission。

What's CLUDE.md

CLUDE.md is a Markdown file in the project root directory to tell Claude Code:

How your project works

Which agreements should be followed

Which orders should run

Nothing can be changed。

You can run:

@claude /init

to generate an initial version and then customize it according to the project context。

Resources

bilder.io: How to Use Claude Code
Links:https://www.bilder.io/blog/how-to-use-claude-code
Currently one of the most complete Claude Code Presbyterians courses covering installation, Plan Mode workflow, CLADE.md settings and best practices, published in April 2026。

Full Claude Code Tutorial for Non-Technical Beginners (YouTube, free of charge)
Links:https://www.youtube.com/watch?v=bqJziWAEn40
A step-by-step video tutorial for building applications from Claude Code, without programming experience, was published in April 2026。

Claude Code Full Course; 4 Hours
Links:https://www.youtube.com/watch?v=QoQBzR1NIqi
Currently one of the most complete Claude Code video courses, covering the full process from configuration to product release and sale。

Claude Code Tutorian for Beginners 2026 (free guide, Dev.to)
Links:https://dev.to/ayyazzafar/claude-code-tutorian-for-beginners-2026-from-establishment-to-building-your-first-project-1ma
Text sessions, covering installation, end configuration, and construction of the first project。

Getting Started with Claude Code: A Researcher's Setup Guide
Links:https://paulgp.substack.com/p/getting-stard-with-claude
It is particularly appropriate to understand the principle of being sufficiently specific, context window management, and an iterative reminder。

OpenSaaS.sh: Best Way to Vibe Code a Saas in 2026
Links:https://docs.opensaas.sh/blog/2026-03-16-best-way-to-vibe-code-saas-2026/
Introduction of Saas Vibe Coding: Claude Code + Structured SaaS Template + LLM friendly document (llms.txt). It also includes how to run backstage development servers so Claude can see real-time logs and how to automate browsers through the Chrome DevTools MCP。

Month 2 milestones

By the end of the month, you should be able to:

Selection of appropriate tools for different project types

Use Cursor 3.0. , Genents Window to carry out tasks via cloud Agent

Before writing any code, plan with Claude Code's Plan Mode

Sets a CLAUDE.md file for any item

Builds and deploys at least one complete project, a Web application that can run properly and has a real URL on the line。

Month 3: Art of hint, context, structure and stable output

The goal of this month is to have the core skills of Vibe Coding, which is to write the hints, manage the context, and enable AI to do what you really want in a steady first attempt。

In the whole of Vibe Coding technology, hints are the most leveraged skill. If your hints are vague, the tool itself is almost irrelevant. An ordinary tool with a good hint is always better than a top tool with a vague hint。

Okay, Vibe Coding, how does the hint work

The difference between a new and a good hint lies almost entirely in structure。

The newcomers would say:

Adds a login page。

The master will say:

Creates a login page in app/login/page.tsx, using the existing Supabase south channel in lib/subabase.ts. Form styles follow app/signup/page.tsx. Includes mailboxes and password input boxes, submit buttons, and handles error tips for invalid login vouchers. Do not modify any other document。

The former may generate a usable component, may destroy other documents, or introduce models that are inconsistent with the current code library. The latter is more likely to produce a truly operational component that is consistent with the project structure。

A good hint usually consists of four parts:

Target: What does this function do
Context: Which documents are relevant? What's in the current project
Constraints: Where cannot be changed? What models should be followed
Output format: What should be the end result

Resources

Anthropic: Interactive Prompt Engineering Tutoric (free of charge, GitHub)
Links:https://github.com/antropics/prompt-eng-interactive-tutorian
This is a nine-chapter interactive course that includes exercises designed to run through Claude API in Jupyter notebook. It is one of the best hands-on hint engineering courses available。

ProptingGuide.ai (free of charge)
Links:https://www.promptingguide.ai/
Covers the full content of the technology from the basic tip, the thought chain, the few-shot example, to the Agenic alert, and updates it on an ongoing basis。

r/PromptEngineering: The Ultimate Vibe Coding Guide (free of charge, Reddit)
Links:https://www.reddit.com/r/PromptEngineering/comments/1kyboo0/the multimate vibe coding guide/
Eighteen operational experiences from Vibe Code, including how to handle AI deviations, how to maintain consistency between multiple functions, and how to create the "Common AI Mistakes" document。

Roadmap.sh: Vibe Coding Best Practices
Links:https://roadmap.sh/vibe-coding/best-practices
Provides 10 rules of practice to help you get steady results from the Vibe Coding tool, which has been updated to 2026。

Appwrite: Complete Vibe Working Guide 2026 (free guide)
Links:https://appwrite.io/blog/post/the-complete-vibe-coding-guide-2025
A complete description of the passengers who are Vibe Coding, how to write a clear message and how to maintain control as builders rather than as tools。

PRP FRAMEWORK: PLANNING, THEN TIP

The most common cause of the "cycle of death" is the direct start of the development of the function without any planning。

AI WROTE A CODE THAT BROKE SOMETHING; YOU FIXED IT, AND IT BROKE SOMETHING ELSE; AND THEN THE WHOLE PROCESS WENT DOWNWARD。

The solution is really simple: write a plan before writing any code word。

PRP Framework:

Before opening the Vibe Coding tool, answer three questions in one document:

For whom
Who are the target users? How comfortable are they

What does it solve
Clear core values in one sentence。

What does success look like
Writes specific, testable criteria。

Then hand this document over to Claude or ChatGPT, and expand it into a full product demand document, or PRD. This PRD will be your opening phrase in Cursor or Claude Code。

This habit is a watershed between "persons who can actually publish their products" and "persons caught in the cycle of death."。

Especially in Claude Code, you should press Shift + Tab twice into Plan Mode before anything happens. Let Claude indicate which documents it will create or modify, which functions it will introduce, which boundary situations or structures will need to be considered for decision. You have to review the plan to refute the suspicious elements and then say "go ahead" only after confirmation。

llms.txt: Standards for AI-readable documents

One of the most undervalued techniques in Vibe Coding is llms.txt。

It is a plain text Markdown file that is placed under a library, frame or project root directory to provide the AI tool with the exact context needed to use the project correctly。

It solves the problem of most library documents being made accessible and optimized for browser reading. The AI model does not work well with HTML, or JavaScript's document pages and navigation menus. Allms.txt removes all these interferences and provides the model with a clean, structured, focused API reference that can be placed in context windows。

where's allms.txt and how to use it

most mainstream libraries now publish llms.txt. for example:

https://docs.subabase.com/llms.txt

You can paste this URL to Claude Code, Cursor or ChatGPT, and say: Read this document first, and then help me build the functionality with this library。

For libraries that do not have llms.txt, you can generate one of your own: a copy of the API document of the library, pasting it to Claude, and then say: Please organize the document into a clear llms.txt format, which includes categories, methods, necessary parameters and examples. Controlled within 5,000 tokens。

OpenSaaS technology vault, which is Claude Code + Open SaaS Boilerplate, uses llms.txt for both the Boilerplate and the Wasp framework. And that's one of the reasons why Claude Code can produce a significantly more stable code under this configuration than any technology warehouse。

Resources

llms.txtOfficial Standard
Links:https://llmstxt.org/
official regulation, which lists the libraries and frameworks of all the llms.txt documents issued。

OpenSaas: The Best Way to Vibe Code a Saas in 2026
Links:https://docs.opensaas.sh/blog/2026-03-16-best-way-to-vibe-code-saas-2026/
This is a real case of how to combine llms.txt, SaaS boilerplate and Claude Code into one of the most stable Vibe Coding configurations in 2026。

Cursor Rules and CLAUDE.md: Long-term command to AI

Cursor Rules and CLAUDE.md documents are one of the practices with the lowest rates of use in Vibe Coding but the highest output。

THESE ARE DURABILITY COMMAND FILES THAT AI WILL READ AT THE BEGINNING OF EACH SESSION. THEY DEFINE YOUR PROJECTS, YOUR CONTRACTS, YOUR TECHNOLOGY VAULTS, AND WHAT AI CAN'T DO。

Cursor Settings for 2026

Cursor now replaces the previous single .cursorrus file with .cursor/rules/catalogue and adopts separate .mdc file management rules。

The rules have four active modes:

Always Apply
Each dialogue is loaded, regardless of the context。

Auto Attached (globals)
automatically activated when referring to file matching mode, for example *.tsx files。

Agent Requested (based on description)
AI JUDGED WHEN TO APPLY BASED ON MISSION DESCRIPTIONS。

Manual (@rule-name)
Only if you explicitly quote it in the hint。

What should a good rule set include

(a) a .cursor/index.mdc document to describe the project profile, the technology warehouse and the general agreement, which is proposed to be contained within 100 lines

Create several separate .mdc files in .cursor/rules/, corresponding to specific contexts, such as authentication, database mode, UI components, etc.

Puts a CLUDE.md file in the root directory to write the same information for Claude Code。

Resources

Vibe Coding Academy: Cursor Rules Complete Guide + 15 Templates
Links:https://www.vibecodingacademy.ai/blog/cursor-rules-complete-guide
This is one of the most detailed 2026 guides on Cursor Rules, covering the .mdc format, four activation modes and a replicable template for 15 common technology stacks。

CLUDE.md and Cursor Rules: Multi Loves (YouTube, free of charge)
Links:https://www.youtube.com/watch?v=Ia54BXaci5o
In-depth discussion on how to set multilayer rules for Cursor and Claude Code, containing real cases. The video was released in mid-2025, but is still fully applicable。

How to Create and Use SKILLS.md in Cursor (YouTube, free of charge)
Links:https://www.youtube.com/watch?v=DfL5 zbWGc
Introduction to Cursor's skills system, published in February 2026. Content overwrites how to create.cursor/skills/ files that Agent can call with a slash command。

Cursor Directory (free, community)
Links:https://cursor.directory/
A catalogue of rules documents for community contributions, covering a large number of technology stores. Select a rule file that matches your technology stack and then customise it。

Awesome Cursor Rules (free, GitHub)
Links:https://github.com/PatrickJS/awesome-cursorrules
A repository of selected high-quality rule documents, classified by framework and continuously updated。

Synch Coding Rules: Cursor, Claude Code, and Windsurf
Links:https://www.concret.io/blog/sync-coding-standards-across-cursor-agentforce-vibes-claude
A MORE ADVANCED APPROACH: AUTOMATICALLY SYNCHRONIZE A MASTER RULE FILE INTO ALL AI TOOLS BY HARD LINK。

Spec-Driven Development: Vibe Coding Professional upgrading

Spec-Driven Development, a specification-driven development called SDD, is a specialized approach that emerges when Vibe Coding enters a real project and needs to be expanded。

This approach was officially introduced by Jetbrains in the DeepLearning.AI course in 2026. It emphasizes what should be done through the structured specification document definition system before any Agent is allowed to write codes and puts them directly into the code repository。

Vibe Coding usually crashes walls around the third month of the project. Models begin to generate codes that contradict previous decisions; context accumulates; conflict patterns begin to emerge; and death cycles follow。

Spec-Driven Development tries to solve this problem by allowing specs, i.e. specification documents, rather than a single reminder, to become the factual source of the project。

SSD WORKFLOW

Write specification documents
Before any code appears, describe the behaviour of the system precisely: what this function does from the outside, what it enters, exports, boundaries and constraints. It's not about details, it's about observable behaviour。

Generate demand
Give the specification document to AI Agent to generate a structured demand document. And then you examine: Does it cover everything? Is ratification or amendment required

Create Design Document
AI TRANSLATES APPROVED REQUIREMENTS INTO A TECHNICAL PLAN CONTAINING SPECIFIC CODE, TEST AND DOCUMENTATION TASKS. YOU NEED TO REVIEW THE PLAN BEFORE YOU WRITE DOWN THE FIRST LINE。

Achieved
AI WRITES CODE BASED ON THE SPECIFICATION DOCUMENT, NOT BASED ON A VAGUE HINT. RETRYING LOGIC, PROCESSING, ETC., AND OVERTIME BEHAVIOUR SHOULD BE DECIDED IN THE SPECIFICATION DOCUMENT RATHER THAN IN MODEL IMAGINATION。

Generate and run tests
Since the specification document already identifies input, output and boundary, test examples can also be generated directly from the specification document。

MAKE SSD A REALLY EFFECTIVE DOCUMENT STRUCTURE

i'm sorry, miss
Explain what you're building and why you're building it。

.md
Core technical decision-making documented。

i don't know
Dismantling the subproject phase in order of achievement。

specs/[feature-name]/plan.md
The numbering task force for this function。

specs/[feature-name]/requirements.md
Scope, key decision-making and context of this function。

specs/[feature-name]/validation.md
Criteria for success and conditions for consolidation。

When to use SSD, when to use pure Vibe Coding

Vibe Coding can be used if it is prototype, experiment, proof of concept, or the direction is explored in the 3-4 months of the road map。

IF A FUNCTION REQUIRES LONG-TERM MAINTENANCE, THE PROJECT INVOLVES A SECOND CONTRIBUTOR, OR IF THE FUNCTIONAL ACT INVOLVES COMMERCIAL OR LEGAL INFLUENCE, SDD SHOULD BE USED。

The compromise path is to run the "constitution" with SDD, i.e. mission, technology and architecture; within these borders, specific tasks are carried out with Vibe Coding。

Resources

Toward Data Science: From Vibe Coding to Spec-Driven Development
Links:https://towardsdatascience.com/frum-vibe-coding-to-spec-diven-development/
One of the most detailed SSD practitioners' guides at this time contains a complete document structure, plan →implement →validate loop, and how to automate the spec workflow into Claude Code skills。

GitHub Spec Kit (free, open source)
Links:https://github.com/github/spec-kit
GitHub Official Open Source Specification Driving Toolkit. Provides templates, specify CLI, and structured commands that can be used in conjunction with Claude Code, GitHub Copilot and Gemini CLI, including /specify, /plan and /tasks. Supports 30 multiple encodings。

GitHub Blog: Get Started with Spec-Driven Development
Links:https://github.blog/ai-and-ml/generative-ai/sec-driven-development-with-ai-get-stard-with-a-new-open-source-toolkit/
GitHub official introduction to the use of Spec Kit includes four phases: Spectify Plan Tasks Implementing, how to install a specify CLI, and how to build project governance principles with /speckit.constitution。

Jetbrains Course: Spec-Driving Development with Coding Agencies
Links:https://www.deplearning.ai/courts/spec-driven-development-with-coding-agents/
Formalization of the methodology curriculum. Covers the complete plan, realization, validation cycle, and how to automate SSD workflow into reusable skills in Claude Code。

Test Collab: From Vibe Coding to Spec-Driven Development (free guide)
Links:https://testcollab.com/blog/from-vibe-coding-to-spec-diven-development
The SDD interpretation article, which does not bind specific tools, contains real cases and illustrates how the CLUDE.md, Cursor Rules and GitHub Copilot PRD workflows achieve the same bottom pattern。

Red Hat: Vibes, Specs, Skills, and Ages; The Four Bills of AI Coding
Links:https://developmenters.redhat.com/articles/226/03/30/vibes-specs-kills-agents-ai-coding
A more advanced framework: explore with vibe, use spec to ensure accuracy, seal reusable Agent capabilities with skill, and execute tasks with anagent. This is one of the understanding professions AI supports the development of more complete mental models。

18 practices used by each expert-level Vibe Coder

These practices come directly from the r/ClaudeAI and r/PromptEngineering communities and were validated with the experience of practitioners from 2025 to 2026。

Start with a detailed vision
Write everything you want before you open any tools。

Massive use of Git and branch
Each functional experiment creates a new branch。

synchronising folder
Creates a /docs or /interdictions directory to record your architecture, components and decision-making with a Markdown file。

Dismantling functionality into multiple stages
DO NOT ASK AI AT ONCE TO DO FULL FUNCTIONALITY. DISTINCT IT INTO THREE TO FIVE HINTS。

Start a new conversation when the context is too long
Long-term dialogue reduces output quality. When developing a new feature, it is advisable to restart a session。

Every hint quotes specific files
TELL AI EXACTLY WHICH FILES TO LOOK FOR。

Don't plug in too much context
Just mention the most relevant documents and do not leave everything behind。

References to existing components
WHEN YOU ASK AI TO CREATE A NEW COMPONENT, POINT TO AN EXISTING COMPONENT AS A STYLE REFERENCE。

Second examiner with Gemini 3.5 Pro
Copy the generation code to Gemini to check for security loopholes or bad patterns。

Always verify and clean data at service level
Never trust data submitted by the client。

Keys on the server
Use the environment variable to never put API Key into front-end code。

Visible processing error
COPY THE ERROR INFORMATION FROM THE CONSOLE AND PASTE IT TO AI。

If the repairs fail three times, re-examine your hints
DO NOT USE THE SAME PROBLEMATIC HINT TO ASK AI TO TRY FOURTH TIME。

LET AI ADD A LOG
When debugging, don't guess. Request AI to add console.log to key node。

Clear scope
Insert in every hint: "Do not modify anything that I have not asked for."

Maintain a "Common AI Mistakes" file
RECORDS REPEATED ERRORS MADE BY AI AND QUOTES THEM WHEN STARTING THE NEW FUNCTION。

First plan, not code
ALWAYS LET AI GIVE THE PLAN AND THEN YOU APPROVE IT。

LET AI EXPLAIN THE STRANGE CODE
DON'T ACCEPT THE CODE YOU DON'T UNDERSTAND AT ALL. BEFORE PROCEEDING, LET AI EXPLAIN。

Milestone 3

By the end of the month, you should be able to:

(b) Write structured hints and get a steady output at the first attempt

USE THE PRP FRAMEWORK TO COMPLETE PLANNING BEFORE CONSTRUCTING ANY APPLICATION

Setup Cursor Rules and CLAUDE.md for any item

(b) The customary application of the above 18 expert practice

A common AI Mistakes file is available for your project。

Month 4: Building real projects, from ideas to online products

THE GOAL FOR THIS MONTH IS TO BUILD 2-3 COMPLETE PROJECTS FROM IDEAS TO REAL URLS. THESE PROJECTS WILL BE YOUR COLLECTION。

The gap between the curriculum, Demo, and the real product is where most Vibe Coder permanently stops. Real products have users who cause problems in an unexpected manner, require databases and authentication, and must be functional at the mobile end. The focus of the month was to fill that gap。

1. Projects of real value

Forget the custom tracker, forget the weather applications. The best Vibe Coding projects are often narrow, very vertical products that can address a distinct pain point for a specific group of people。

These are real ideas: some of them have been converted by independent developers in 2026, some of them have actually been made. None of them are a single template item。

Primary: Start with real hands (month 3-4)

These projects are single, clear-cut, with real-use scenarios that can usually be made over a weekend and not just Demo, but really useful。

Reddit Diss Track Generator

This tool connects Reddit API through PraW (Python Reddit API Wrapper), extracts comments from any of the posts, identifies the best sarcasms and offensive expressions, links them with LLM, and ultimately outputs a .wav file via text transliteration and basic audio editing。

It's weird, it's funny, it's good for dissemination, it's the kind of project that gets attention on Twitter。

YOU CAN LEARN: THIRD PARTY API INTEGRATION, LLM CHAIN CALL, AUDIO FILE GENERATION。

AI Meeting Brief Generator

Before the meeting begins, the user enters the name of the company and the purpose of the meeting. The tool captures the company's network of officials and LinkedIn information, reads a recent e-mail exchange between you and each other (via Gmail API) and then produces a one-page meeting brief that includes talking points, key risks and recommendations。

YOU CAN LEARN: MULTIPLE SOURCE DATA CAPTURE, HINT LINK, API AUTHENTICATION。

Liquidity: for consultants and client managers, $19 per month. It is particularly appropriate for people who have more than five customer calls per week。

It's the first time I've heard of this

This tool connects a GitHub repository with GitHub API. Reads the most recent call on a weekly basis, what changes have been made in extraction and automatically prepares a clear, client-oriented update log。

developers usually don't like writing changelogs, and this tool can automate this。

You can learn: GitHub API, structured LLM output, timed tasks。

Target users are very clear: independent founders and development teams。

Freelance Chaser

It is a tool designed for freelancers to address their failure to recover overdue payments。

It can integrate Stripe or use manually recorded invoice data. The system automatically sends polite but progressive payment alerts according to a pre-set schedule. The longer the invoices are overdue, the stronger the tone and the recording of all operations。

You can learn to send mail through Resend/Nodemailer, cron time job, Stripe webbook processing。

This is a tool that a liberal kind of person would want at first glance。

StickyCanvas: A Notebook Tool Unlike Notion

This is a real project that creators use every day。

It is a very brief canvas, and users are free to drag and stickers. Can not get folder: %s: %s Its full value proposition is simple enough。

No menu, no command, no notion kind of complexity. Just a canvas and some notes。

You can learn: drag and drag, canvas and local storage。

This project can be online in one weekend。

Secondary: Workgroup projects that attract attention (4-5 months)

These projects require databases, user authentication and real design to demonstrate your product thinking。

A VERTICAL AI CHAT MACHINE FOR SPECIFIC INDUSTRIES PEOPLE

This is not a universal chat robot, but a chat robot trained for a specific business knowledge base。

Select a vertical area: dental clinic, auto repair shop, real estate broker, yoga gallery. Build a chat robot that can answer reservations, price questions and frequently asked questions, and sell deployment services to such businesses。

Some independent developers responded that such vertical projects could generate $850-3200 per month in a single sub-market。

You can learn: RAG pipe, Supabese vector search, embedded widget, multi-tenant structure。

Proposal Version Tracker

It is a tool for freelancers and agents to track every version of the sales proposal sent to clients。

It can show which edition has been opened, how long the client has watched, and send a notice when the client reopens the proposal. The reopening of proposals by clients usually means that they are beginning to think seriously again。

You can interpret it as: DocuSign analtics, made specifically for proposal。

You can learn: PDF upload and storage, email opening tracking, real-time notification, Supabase database design。

Screenshot-to-React Constable

User uploads random UI screenshots, such as landing pages, competitive application interfaces, or Figma designs that they intercepted。

The tool sends a screenshot to visual models such as GPT-5.5 or Claude, and then produces a clean React +Tailwind component that matches the original layout and style as much as possible。

YOU CAN LEARN: VISUAL MODELS API, IMAGE UPLOADS, STRUCTURED OUTPUTS OF MULTI-MODULAR MODELS。

This tool is really useful to developers and can easily support a 25-dollar pricing per month。

Water Pipeline / Infrastructure Map Tool

This is a real project on Vibe Coding subreddit: an interactive mapping tool that allows municipalities or utility teams to draw pipes and watersheds, add maintenance history, costs and maintenance logs, and search and screen by date or location。

SUCH CUSTOMIZED OPERATIONAL TOOLS OFTEN HAVE SEVERAL CHARACTERISTICS: VERTICAL, SOMEWHAT BORING, BUT EXTREMELY USEFUL. B2B BUYERS WILL NOT HESITATE TO PAY FOR SUCH TOOLS。

You can learn to use Mapbox or Leaflet to render maps, store geospatial data in Supabase, heavy forms UI, upload files。

Gamified Family Chore App

The creators of the project did not intend to publish it at first, simply because they needed it at home, and did so on a weekend. A month later, over 100 families are already in use。

The application allocates household chores to family members, obtains points after the completion of the mission, which can unlock incentives set by parents. The technology warehouse is FastAPI + PostgreSQL + PWA。

It's a simple experience: to build a product for the problems you've actually encountered。

It's faster and more real. Because you're one of the users, other real users are easier to find。

Advanced: complex project to prove real capacity (5-6 months)

These projects are sufficiently complex to require a reasonable structure, context engineering and multi-conference construction. Every one can be a real product, not a Demo。

VC Invester CRM

THIS IS A TRANSACTION TRACK DESIGNED FOR VENTURE INVESTORS OR ANGEL INVESTORS。

It tracks entrepreneurial project transactions, history of management relationships, automatic wrap-up dialogue, and points companies with LLM investments based on the definition of thesis。

The key insight is that existing CRMs, such as Salesforce, HubSpot, are designed for marketing teams, not for investors. The mental models are completely different。

The construction of products for a particular group of users neglected by existing tools is one of the most likely income-generating pathways。

Basketball Management Simulation Game

a full browser-side basketball business simulation game, the real project case is azario.floot.app。

Players can set up their own basketball teams, upgrade their players through training programmes, trade with other players in real-time markets and simulate the game through real-time points。

You can learn: complex state management, game simulation, multi-user real-time data, ranking。

Such projects can demonstrate real engineering ambitions。

AI-Powered Speech Therapy App (Aphasio)

This is an iPhone application that uses Cursor to build for people with post-traumasis。

Applications provide AI-generated language training, users practice reading words and sentences, and App listens to and evaluates pronunciation, and then adjusts the difficulty to performance dynamics。

The creator did this because the family really needed it。

You can learn: voice recognition API, self-adaptation practice generation, moving end construction, process tracking cloud storage。

It's kind of a really meaningful project。

PDF Accessibility Tool for Vital Impairments

THIS IS AN AI TOOL TO CONVERT ANY PDF INTO A REALLY ACCESSIBLE VERSION FOR VISUALLY IMPAIRED PERSONS。

It is not just a basic text extraction, but it is a translation of complex tables and charts into popular language descriptions, generating att text for embedded pictures, adding a reasonable reading order and exporting accessible HTML or EPUB versions。

You can learn: PDF parsing (PyMUPDF or pdfplumber), multi-modular AI for graphic descriptions, access to HTML output。

This direction has not only the potential for SaaS liquidity, but may also receive funding or institutional procurement。

Resources for project discovery

r/vibecoding: Show Me Your Awesome Projects (free of charge, Reddit)
Links:https://www.reddit.com/r/vibecoding/comments/1rl5ccj/show me your awesome vibe coded projects/
Real community displays are already online Vibe Coding projects. It was appropriate to look for inspiration and to see the true picture of the scope and difficulty of the project。

r/vibecoding: What Is Your Most Unique Video Project? (free of charge, Reddit)
Links:https://www.reddit.com/r/vibecoding/comments/1rxjc3u/what is your host unique vibecoded project/
There are some really strange and innovative projects here, including the Diss track database, PDF accessibility tools, and a geospatial database produced within 30 days。

DodoPaments: 30 Profitable Micro SaaS Ideas for 2026 (free guide)
Links:https://dodopayments.com/blogs/micro-saas-ideas-2026
Provides 30 certified Micro SaaS ideas, including market size, MRR potential, start-up costs and liquidity paths. Each project is suitable for independent developers。

SuperFrameworks: Vibe Coding Hits a Tipping Point
Links:https://subscriptionworks.com/articles/vibe-coding-pint-what-founders-need-to-know
Listing 7 specific sub-markets, independent developers have earned $500-3200 per month through Vibe Coding products, with actual income figures。

IdeaProof: 50 Micro-SaaS Ideas for Solo Foundations in 2026 (free of charge)
Links:https://ideaproof.io/lists/micro-saas-ideas
Each idea includes a technical difficulty rating, a start-up cost estimate (US$ 1000-15000) and a market-specific gap analysis. It is one of the most operational ideas available today。

Cursor Forum: Built with Cursor in 2025 (free of charge, community)
Links:https://forum.cursor.com/t/bilt-with-cursor-in-2025-share-your-projects/147737
Project display at the Cursor official forum. They're real projects, real builders, and they're honest about where they are。

Plan-Review-Fix Cycle: Professional construction approach

Most of the newcomers Vibe Coder use the loop of "tips, picks, takes."。

It could be useful for 20 lines, but if it's the real function in the real product, it's a catastrophic failure。

Professionals use Plan-Review-Fix loops, with three different roles: you, code Agent, and an independent AI reviewer。

Workstream

Planning first。
BEFORE WRITING ANY CODE, LET AI LIST WHICH FILES IT WILL CREATE OR MODIFY, WHICH FUNCTIONS IT WILL ADD, WHAT DEPENDENCIES IT NEEDS, AND WHAT BOUNDARIES IT MAY HAVE。

Tell it clearly: don't write anything, just show the plan。

Then you review the plan and make changes。

Achieved。
AFTER THE PLAN IS APPROVED, LET AI WRITE THE CODE。

Review。
Copy the resulting code and paste it to a new Gemini 3.5 Pro session. Select it because it has a very large context window. It acts as a senior security engineer and code examiner, checking Bug, security breach, hallucinating package names, and bad patterns。

Fix it。
Feedback of the reviewers ' findings to the code Agent continues in an iterative manner until the results are clean。

Resources

ProjectTalk: Vibe Coding Best Practices; Avoid the Doom Loop
Links:https://www.projecttalk.org/vibe-coding-best-practices/
One of the most detailed guides on the "Circle of Death" and Plan-Renew-Fix cycles, containing practical examples。

5 Vibe Making Workflows That Actually Ship Production Code in 2026
Links:https://dev.to/dohkoai/5-vibe-workflows-that-actually-ship-project-code-in-2026-1 nmn
Description of practical processes using Claude Code, Cursor and Windsurf to deliver real production codes, not Demo. Content covers test drivers, context loading patterns and real cost data。

Three. Every Vibe Coder must have a secure base

THE CODES GENERATED BY AI ARE SUBJECT TO SOME RECURRING AND PREDICTABLE SECURITY PROBLEMS. YOU DON'T NEED TO BE A SAFETY EXPERT, BUT YOU NEED TO KNOW THAT THESE MODELS EXIST AND DEVELOP INSPECTION HABITS BEFORE ANY PRODUCT GOES ONLINE。

Vibe Code Security List

API Key and key
all keys should be in .env.local. this file must be added .gitignore before the first push. no exceptions。

Service Validation
ALWAYS AUTHENTICATE AND CLEANSE ALL USER INPUT AT THE SERVICE END. AI OFTEN SKIPS THIS STEP。

Authentication Mode
Supabase can handle authentication correctly by default. If you want to customize authentication, use a fully validated mature library。

CORS CONFIGURATION
LET AI EXPLAIN WHAT CORS SETTINGS IT GENERATES, AND WHY. THE WRONG CORS CONFIGURATION IS AN AI COMMON PROBLEM。

Reliance on audit
PRIOR TO DEPLOYMENT, AI WAS ALLOWED TO CHECK WHETHER THERE WAS A KNOWN LOOPHOLE DEPENDENCY OR WHETHER THERE WAS AN ILLUSION-GENERATED PACKAGE NAME. AI OCCASIONALLY CREATES NON-EXISTENT PACKAGE NAMES。

Prompt Injection
IF YOUR APPLICATION PASSES THE USER INPUT TO LLM, THE USER MAY TRY TO HIJACK THE SYSTEM HINT. YOU NEED TO READ THE OWASP GUIDE。

Resources

OWASP Top 10 for LLM Apps: Prompt Participation
Links:https://genai.owasp.org/llmrisk/llm01-prompt-injection/
This is the authoritative reference for Prompt Injection and is the first security risk in LLM applications. It covers both direct and indirect injections of attack and defensive models。

OWASP API Security Top 10 (free)
Links:https://owasp.org/API-Security/
API AUTHORITATIVE LIST OF SECURITY RISKS. THESE ELEMENTS SHOULD BE UNDERSTOOD BEFORE ANY PRODUCT RECEIVING USER DATA IS ON THE LINE。

Clarifai: Vibe Coding Best Practices and Security
Links:https://www.clarifai.com/blog/vibe-coding-explained
A STEP-BY-STEP SECURITY LIST FOR AI GENERATION, WITH SPECIFIC TIPS TO HELP YOU MAKE AI SAFER。

Sycode MCP Server: Secure AI Code in Real Time
Links:https://cycode.com/blog/international-cycodes-mcp-server/
Cycode's MCP server can be integrated directly into Cursor and Windsurf, as a real-time secure scanner, to check the AI generation code without leaving the Vibe Coding workflow。

4 Supabese: Your whole back end

Supabese deserves to be singled out because it is one of the most important infrastructure for Vibe Coder to build a real product。

It provides Postgres database, authentication, file storage and real-time subscriptions, all of which can be called through JavaScript SDK and do not require server management。

Resources

Supabese: The Vibe Coder's Guide to Environment
Links:https://subbase.com/blog/the-vibe-coders-guide-to-subbase-environments
This article is dedicated to Vibe Coder. The content covers the setting of the development and production environments, the migration of databases, and the most serious errors of beginners: testing the real data directly online。

Supabese YouTube Channel: Quickstart Guides (free of charge)
Links:https://www.youtube.com/@Supabase
Each major function has short, practical video guides such as authentication, database, storage, real-time functions. Each video is about 5-10 minutes。

Supabese Minorities Docs
Links:https://supabase.com/docs/guides/development/database-migrations
consider every database schema change as a migration rather than directly editing the database. this is the key to avoiding the loss of catastrophic data. the guide also contains rollback scripts。

Five, nine failed models for Entrent: where will your project go wrong

The University of Colombia’s DAPLab researchers have published the most rigorous Vibe Coding failure model study to date. In the same mission, they analysed Cline, Claude, Cursor, Refrit and v0, and eventually found nine key failure patterns。

The two most common and dangerous are:

Silence failed
The code seems to work and it's not wrong, but it's not exactly what you asked. Terminals do not report red errors, procedures do not collapse, they are misbehavioural and are usually discovered long after, and may even have entered the production environment。

Business logic failure
The model correctly achieved a mechanism, but misconstrued the true intent. For example, the serial card counter was replaced under a condition you forgot to specify; the total invoice did not include the taxes that should have been included. Such mistakes could be catastrophic for real products。

The other seven models identified by researchers include:

Error Processing Gap
the text similar to the try {...} catch(e){} appears, completely swallowing the error and recording no log。

Over-edit scope
Agent modified the file you did not ask it to move, causing other malfunctions。

Floating old context
As the conversation grew longer, the model gradually forgot your project engagement。

self rational test mark
The test is just testing AI's own mock, not testing real behavior. The result is a 100% pass rate, but the actual coverage is zero。

Magnificent components spread
A file of more than 600 rows, containing more than 10 uses State, could hardly be maintained。

Rules blind
Agent sees your restraint as a preference, not a rule. It will abide by those constraints until it finds a reason for non-compliance。

Transparency gap
When things fail, the current tool can hardly make you see what Agent was trying to do, where he went wrong。

For the rule-blind areas, the study offers the means of repairing your CLAUDE.md and the rules document as compulsory contracts, not recommendations。

You need to add clear conditions for failure, for example:

If this table doesn't have RLS policy, stop and ask me not to continue。

Test 6: Most of Vibe Coder's skills will be regretted after skipping

Without structured QA processes, Vibe Coding applications accumulate technical debt at about three times the rate of traditional software development. This conclusion is derived from the meta-analysis of 101 AI supporting sources of development。

The real result is that a Vibe Coding application that looks "workable" usually costs $5,000-$30,000 if it requires a professional re-engineering。

THE SOLUTION IS NOT TO STOP USING AI, BUT TO ALLOW AI TO WRITE A TEST WHILE WRITING。

Test Priority Vibe Coding Method

Before writing a functional code, let AI write tests for expected behavior. It will force you to define functional behavior more precisely, and it will immediately improve the quality of functional codes. Run the test, watch it fail. Then let AI write the code that allows the test to pass. After every major change, let AI run npm test. The failure test is the feedback loop that prevents return。

70/30 Rule

THIS IS A PRACTICAL GUIDELINE FOR DETERMINING WHICH JOBS ARE MOST SUITABLE FOR AI。

70% FOR AI SUPPORT:
Template code, CRUD operation, form validation, writing tests for existing codes, writing documents, remodelling based on clear mode, format conversion (JSON → TypeScript), regular expression, one-off script。

Thirty percent should be human-led:
System architecture decision-making, security key codes (certification, encryption, payment), complex competitive conditions, new problem areas, performance critical algorithms, legal and compliance logic。

If you give 95% to AI, probably the Bug. If you only finish 20% with AI, that means you're wasting a lot of productivity。

Resources

Testemat: 8 Best AI Testing Tools for Vibe Coders
Links:https://testomat.io/blog/best-ai-testing-tools-for-vibe-coders/
This is one of the most complete 2026 guidelines for the Vibe Testing tool, covering the Vitest, Playwright and AI original QA tools。

Vibe Testing with Playwright + MCP (free guide, Tim Deschryver)
Links:https://timdeschryver.dev/blog/vibe-testing-with-playwright
Describe how Playwright MCP server is used in Cursor or VS Code Copilot to write and run browser tests in natural languages. Playwright's "copy as problem" button in the wrong tab allows you to paste the failed test directly to AI Agent。

AI Vibe Coding Notes from the Basement
Links:https://www.awasome-testing.com/2025/04/ai-vibe-coding-notes-fe-the-basement
This is one of the most detailed practitioners' guides on TDD-first Vibe Coding. Elements include the use of o1 planning, the use of Cursor + Sonnet 4.6, continuous running tests as feedback loops, and the use of gatingest to flatten the coding library into a single file for reasoning in thinking models。

Playwright Codegen
Links:https://playwright.dev/docs/codegen
Run:

no, no, no

And then click on your application in the browser like a normal user. Playwright records every click and automatically generates Playwright testing files. This is one of the fastest ways to write out browser tests。

Vitaest Official Docs (free)
Links:https://vitest.dev/
This is the standard module testing framework for the 2026 Vite is the Next.js project. It's fast, compatible with Jest, and progeny supports TypeScript。

Month 4 milestones

By the end of the month, you should have had:

2–3 COMPLETE AND DEPLOYED PROJECTS, ALL OF WHICH HAVE REAL-LINE URLS

At least one project has user-certified and Supabese databases

Each key feature is synchronized or pre-written

Plan-Review-Fix Workstream is embedded in your construction habits

Security clearance becomes a standard step for each predeployment

GitHub has at least three real warehouses on the home page。

MONTH 5: CONTEXT ENGINEERING AND MCP, DISTINGUISHING BETWEEN "EXCELLENT" AND "TOP" META-SKILLS

THE OBJECTIVE FOR THIS MONTH IS TO CAPTURE CONTEXT WORK, I.E. AT THE RIGHT TIME, AND PROVIDE AI WITH THE RIGHT INFORMATION TO ENABLE IT TO PRODUCE HIGH-QUALITY, STRUCTURED AND SUSTAINED RESULTS。

Contextwork is the key to distinguishing between common and excellent Vibe Code. The former often create a confusing and inconsistent coding pool, while the latter build clean and sustainable products. As the scope of the project expands, context management will become your most important capability。

1. What is the context project

CONTEXT PROJECT IS THE CONSCIOUS SHAPING OF INFORMATION ENTERING THE AI CONTEXT WINDOW BEFORE AND DURING EACH REMINDER。

IT IS NOT A SINGLE TECHNIQUE, BUT A SYSTEM. THIS SYSTEM INCLUDES YOUR RULE FILE, THE PROJECT DOCUMENT STRUCTURE, THE FILES CITED IN THE HINT, HOW THE CODE LIBRARY IS ORGANIZED, AND HOW YOU HANDLE THE CONTEXT LENGTH LIMITS OF AI。

IN CASES WHERE THE CONTEXT IS INADEQUATE AI, INCONSISTENT, OUTDATED AND EVEN CONFLICTING CODES ARE GENERATED. AN AI WITH A GOOD CONTEXT GENERATES A CODE THAT FITS THE PROJECT MODEL, UNDERSTANDS YOUR ARCHITECTURE AND AVOIDS KNOWN ERRORS。

2026 Context Engineering Tile

.cursor/rules/+CLAUDE.md
Project Level Long-Term Directive, 3 months already。

synchronising "%s"
Markdown documents record key architecture decisions, modules and third-party integration。

Functional specification file
Each key function corresponds to a Markdown document describing what it does, how it connects to the rest of the system, and what the constraints are。

Example file
Use existing components as style references in the hint。

Develop server backstage
Runs the npm run dev as a backstage task, allowing AI to see the compiled error and service end log in real time during the build。

AUTOMATION OF BROWSER THROUGH MCP
For example, in the case of Chrome DevTools MCP or Vercel, an anent Browner allows AI to see real rendering, console errors and web requests without a screenshot。

Resources

NXCode: Agency Engineering; The Complete Guide to AI-First Software Development (free guide)
Links:https://www.nxcode.io/resources/news/regional-english-complete-guide-vibe-coding-ai-agendas-2026
In early 2026, Karpathy introduced the term "agentic engineering" to describe the evolution from the casual evolution of Vibe Coding to a professional AI-aided development. This guide covers the full PEV cycle, which is Plan →Execute → Verify, context structure and quality door. Published in March 2026。

10 GitHub Repositories to Master Vibe Coding (free guide, KDnugets)
Links:https://www.kdnuggets.com/10-github-repositories-to-master-vibe-coding
A selection of the most useful GitHub warehouses was made, covering context projects, workflow templates, rulebook configurations, etc。

Awesome Vibe Coding (free, GitHub)
Links:https://github.com/filipecalegario/awesome-vibe-coding
One of the most complete selection lists of Vibe Coding references, tools, guides and resources。

MCP: Model Context Protocol

MCP, full name Model Context Protocol, is an open standard created by Anthropic to connect AI tools to external data sources such as databases, API, real-time data, external documents and third-party services。

MCP is now supported by Cursor 3.0, Claude Code and Windsurf. Where Cursor 3.0 can be used by Marketplace。

Understanding MCP means you're going to the bottom level of Vibe Coding: Agent is no longer just writing codes, but can search for your real data, find documents in real time, interact with third-party services and perform operations on the external system。

WHAT IS MCP LIKE IN PRACTICE

Stripe MCP server
Let your Agent read and create Stripe's invoice。

Supabese MCP
Get your Agent to consult real-time databases in the development process。

Figma MCP
Let Cursor Agent read your design file and get the components there。

GitHub MCP
Let Agent create issues, open PR, manage streams。

Qdrant MCP
Allows Agent to access vector databases to construct applications that support RAG。

Resources

MCP Official Documentation
Links:https://modelcontextprotocol.io/international
The official documents and specifications of Mode Context Protocol。

Building Your First MCP Server with Vibe Coding
Links:https://www.qpython.com/building-your-first-mcp-server-with-python-and-vibe-coding-pk/
Builds the first MCP server practical tutorial with Cursor, allowing AI to pull the real-time context from outside sources。

Build Your MCP Server in 5 Winters with Vibe Coding
Links:https://www.claranet.com/uk/blog/bild-your-mcp-server-just-5-minutes-using-vibe-coding-kiro/
One of the fastest MCP server hands-on courses。

Vibe Coding RAG with Qdrant's MCP Server (free of charge, Qdrant)
Links:https://qdrant.tech/blog/webinar-vibe-coding-rag/
Describes how to use Qdrant's MCP server to allow Cursor and Claude Code to access vector databases directly during construction。

Cursor Marketplace (application)
Links:https://cursor.com/markplace
You can browse and install prebuild MCP server plugins, including AWS, Figma, Linear, Stripe, Vercel, Datadog, etc., and install them in Cursor 3.0。

3; Figma to Code: Design workflow for Vibe Code

If you want the product not to be "workable," but to look sufficiently sophisticated, the Figma →Code workflow is the most leveraged design capability in the Vibe Coder toolbox。

Instead of describing the interface by text, make visual design in Figma and then use Figma MCP to allow AI to generate matching codes directly from the design file。

Workstream

Connect Figma MCP to Cursor or Claude Code first. A Figma plugin can be installed in Cursor Marketplace。

Then quote the Figma file in the hint:

Study the design tokens in this Figma file. Extracts palettes, font numbers and spacing and organizes them into tailwind config. Do not write components first。

, and then refer to specific components:

Creates Navbar components based on Figma design. Accurate matching spacing, font layout, and over status. Using Taylor CSS, only TypeScript。

Gradually constructed by blocks, always citing size and layout logic in the Figma file。

A key recommendation

Even without Figma MCP, beginners can use a faster alternative: make a page sketch with Canva。

Before opening any construction tool, 30 minutes to draw a layout in Canva. This will force you to answer a few questions: what is on each page? Where's the navigation? What does every block contain

This would remove a large amount of uncertainty well in advance of the first hint and save a few hours of correction。

Resources

Figma MCP + Cursor: The New AI Design System WorkFlow
Links:https://www.youtube.com/watch?v=09VgyFFLraw
A complete demonstration of how to connect Figma to Cursor, import design tokens, and generate components that accurately meet Figma specifications. Published in November 2025。

Claude Code x Figma MCP: The Designer's Playbook
Links:https://adplist.substack.com/p/how-to-build-with-figma-mcp-the-designers
The author, in his capacity as designer, performed 100 days of Vibe Coding and summarized a smoother version of the Figma → Claude Code → Production React component. Contains a template of hints that can be copied directly, to extract the standard tokens and to generate a response block。

Figma Make (official, free level)
Links:https://www.figma.com/laws/vibe-coding-tool/
Figma Native Vibe Coding Tool. You can describe UI or prototype in a natural language directly in Figma, generate interactive prototypes and export clean codes. It can be integrated with Figma MCP for external Agent。

Anima: Vibe Code With Your Figma Design System
Links:https://www.animaapp.com/blog/design-systems/vibe-code-your-figma-design-system/
Import the Figma design system into Anima, and then generate a React component that follows design tokens. Output can be sent to Claude Code or Cursor to continue processing via Anima MCP。

Muzli: Complete Vibe Working Guide for Designers
Links:https://muz.li/blog/the-complete-vibe-coding-guide-for-designers-2026/
Build a complete guide for non-developers for AI-generated products, covering design system hints, visual references in hints, and how to maintain brand consistency in the Vibe Coding component。

4. Add AI function to product: Vercel AI SDK

If you want to build an "AI-based product" and not just an "AI-based product", then Vercel AI SDK is one of the fastest and cleaner options in the Next.js technology vault。

Resources

Vercel AI SDK Documentation (official document free of charge)
Links:https://sdk.vercel.ai/docs
Official reference document. It supports over 20 AI providers through a unified interface, including OpenAI, Anthropic, Google, Mistral, Groq, etc. , and support current output, tool call and structured generation。

AI SDK V5 Tutorial Series (Youtube, free of charge)
Links:https://www.youtube.com/playlist?list=PL4cxeGkcC9h2NkvFCBO4kvA4Y9wiDrIO
A multi-pool tutorial on using Vercel AI SDK to construct Next.js AI applications. The first set of presentations and the second set of project configurations were published in August 2025, covering the full set-up process。

Build a Freeing AI Chat App with Vercel AI SDK and Next.js
Links:https://dev.to/nikolasbarwicki/bild-a-streaming-ai-chat-app-with-vercel-ai-sdk-and-textjs-10f6
BUILD A STEP-BY-STEP CODE TUTORIAL FOR STREAMING AI CHAT APPLICATIONS FROM SCRATCH。

What can we do this month

Select one of your 4th month projects to add an AI function to the Vercel AI SDK. For example: Add AI Auto-labels to the notes application; add an AI assistant to the custom tracker "Query your custom data"; automatically generate AI flashcards based on the user pasted text。

RG: LET AI ANSWER QUESTIONS BASED ON YOUR DOCUMENT

RAG, full name Retrieval-Augmented General, is Retrieval Enhancement. It is the core competencies behind most serious corporate-level AI applications, such as passenger robots, internal knowledge banks, document question and answer tools。

RAG IS ALSO ONE OF THE MOST POPULAR AND NEEDED SKILLS FOR PEOPLE WHO WANT TO FOLLOW THE "AI PRODUCT ENGINEER" ROUTE。

THE CORE CONCEPT IS SIMPLE: LET LLM ANSWER QUESTIONS WITH TRAINING DATA ONLY, BUT FIRST RETRIEVE THE RELEVANT CLIPS FROM YOUR OWN FILE, THEN PUT THEM IN THE HINTS, AND LET THE MODEL ANSWER ON THE BASIS OF THE INFORMATION YOU PROVIDE。

Resources

LlamaIndex: Introduction to RAG (official free files)
Links:https://developmenters.llamaindex.ai/python/framework/understance/rag/
Covers five key stages: loading, indexing, storage, searching and assessment。

LlamaIndex Starter Tutorial
Links:https://developmenters.llamaindex.ai/python/framework/getting stard/starter example/
BUILDS A RUNNING RAG SYSTEM WITHOUT LESS THAN 30 LINE CODES。

Langchain Tutorial For Beginners (2026 Guide) (Youtube, free of charge)
Links:https://www.youtube.com/watch?v=AOQyRiwydyo
A complete 2026 LangChain course covering Agents, RAG and the RectAgent Framework for Data-based Construction of AI Act。

Building Efficient RAG Applications with Langchain and LlamaIndex (Youtube, free of charge)
Links:https://www.youtube.com/watch?v=D7YwcDJ75lQ
Horizontal comparison of the use of Langchain and LlamaIndex in RAG scenes by real code cases。

How to Choose an AI Argentina Framework (LlamaIndex)
Links:https://workforcenext.in/blog/how-to-choose-ai-agent-framework/
Published in April 2026. The proposal is to use LlamaIndex if the most difficult is to retrieve; and Langchain / LangGraph if you need a broader ecological and production-level organization capability。

Six, Token Cost and Budget Management: No one will tell you anything until the bill arrives

At the single call level, there may be a 30-fold cost gap between low-cost models and front-line models。

If you call GPT-5.5 or Claude Sonet 4.6 for each production application, the bill is likely to expand from $20 to hundreds of dollars per month before you notice。

It is alleged that Uber spent only four months in 2026, exhausting the budget of AI for the entire year because of the extensive use of Claude Code sessions。

The mathematical logic is simple: the length of the context increases the cost linearly. And if Claude Code is given the full code library, it will soon accumulate to 250,000 to 500,000 tokens。

Practical cost management rules

Set a hard spending cap first
Sets a monthly limit at the OpenAI and Anthropic backstages before any AI functionality is online for the public. Do it before you go online, not after you go online。

Diversion model by task complexity
Classification, labelling, summary and formatting tasks can be performed using claude-haiku or gpt-5.5-mini. Only tasks with more difficult reasoning are reserved for Sonnet 4.6, Opus 4.6 or GPT-5.5。

For simple tasks, cheap models tend to give output of almost the same quality, but the cost may be 10 times different。

Use /compact command in Claude Code
Manually run /compact before a large task starts when the context becomes longer. Claude Code automatically compresses the context history, usually by 60%-80%, significantly reducing the number of tokens to be called next time。

Keep a Short Context Window
The cost of doubling the length of the context would also roughly double. In developing new functions, it would be preferable to open new dialogues instead of continuing old ones。

Same Cache Repeated Phrasing
Anthropic's prompt caping only 10% price is charged for input into the cache. This will lead to significant savings over a long period of time for a system hint or a CLAUDE.md file that is repeated every call。

Organisation
set a billing alarm when 50% and 80% of the monthly scale is reached to avoid a bug or loop call to run an unexpected bill before you find it。

Resources

MindStudio: AI Agent Token Budget Management in Claude Code
Links:https://www.mindstudio.ai/blog/ai-agent-token-budget-management-claude-code/
Detailed dismantling of Claude Code ' s handling of the token budget, including rigid context limitations, automatic compression at the configurable threshold and pre-implementation budget checks for expensive operations. These models can also be applied to any LLM product。

HackerNews: The Real Cost of Claude Code
Links:https://news.ycompinator.com/item?id=47976415
The real project discusses how the window length of the context in the Claude Code session is almost linearly pushed up the cost and gives the exact number。

HatchWorks: The Real Costa of Vibe Coding in 2026
Links:https://chatchworks.com/blog/gendd/cost-of-vibe-coding/
A more candid estimate of the total cost of Vibe Coding: The apparent subscription cost could be $20-200 per month, but the cost could be $5,000-$30,000 if security repairs, technical debt and professional re-engineering were taken into account. To understand that, we can judge how much QA and structured processes are worth investing in。

OpenAI Usage Dashboard (official)
Links:https://platform.openai.com/usage
Set a monthly limit here before any open access. The entrance to Billing, Usage Limited。

Anthropic Console
Links:https://console.antropic.com/
Claude API also needs to be set up here。

Month 5 milestones

By the end of the month, you should be able to:

ORGANIZE PROJECTS FROM THE START SO THAT AI ALWAYS GETS THE RIGHT CONTEXT

Connect Cursor or Claude Code to external data sources using MCP

Integrated AI function for online products using Vercel AI SDK

BUILDS A BASE RAG PIPE THAT ALLOWS AI TO ANSWER QUESTIONS BASED ON A DOCUMENT

SETTING ACTIVE COST MONITORING AND SPENDING CAPS FOR EACH AI API ACCOUNT

Maintain a clean /docs structure so that any AI tool can understand the project immediately。

Month 6: deploy like a professional and choose your professional orientation

The objectives for this month are to enable your projects to reach production level availability and to choose their own direction. Real deployment, real surveillance, real revenue generation, while finding professional paths that match your goals。

1. Production deployment and environmental configuration

The deployment gap between Demo and production-level products is very large. The most critical of these is the separation of the development and production environments。

Recommended deployment of technology warehouse in 2026

Static website or landing page
The front end is deployed in Vercel or Netlifty and no back end is required. It can be deployed from GitHub one key。

Full stack application with authentication and database
Frontend, Vercel, backend, Supabase. This is the most recommended technology warehouse for beginners。

Complex back-end logic
The frontend uses Vercel, the backend uses Supabase, and the calculation tasks are processed through EdgeFunctions. This would allow for expansion without renting servers。

Full control of the server
The backend uses Fly.io or Railway, and the front end can match any option. Control is stronger, but more complex。

Resources

Supabese: Vibe Coder's Guide to Environment
Links:https://subbase.com/blog/the-vibe-coders-guide-to-subbase-environments
The mandatory content for safe deployment of production covers the distinction between the development environment and the production environment, database migration and rollback strategies。

Add Jam: How to Deploy Your Vibe Code Project
Links:https://addjam.com/blog/2026-04-07/how-to-deploy-your-vibe-coded-project/
A deployment guide for non-technical users will help you to choose the appropriate deployment according to the project type and will be published in April 2026。

Deploy Your Vibe Working Projects for Free with Vercel and Netlifty (YouTube, free of charge)
Links:https://www.youtube.com/watch?v=85JVKjW-uG0
From GitHub to a step-by-step course in Vercel and Netlifty。

Vercel Defense Docs
Links:https://vercel.com/docs/deproves/overview
Vercel Official Deployment Document, containing preview deployment, environmental variables management and domain name configuration。

Control your online products

In the production environment, invisible problems cannot be repaired. The following three tools will give you a complete picture of what users are going through and what your application is doing。

Resources

Langfuse (open source, free level)
Links:https://langfuse.com/
LLM Observable Platform. It tracks every AI call: what is sent, what is received, token usage, delay, cost and error. Support for OpenAI, Anthropic and Langchain. By 2026, it had become one of the standard tools for monitoring AI applications。

How to Monitor Your AI Application with Langfuse
Links:https://www.youtube.com/watch?v=V7nutySdrgw
Full course on using OpenTelemetry to configure Langfuse in local and productive environments, published in March 2025。

Langfuse + Free Official Guide
Links:https://langfuse.com/docs/observability/sdk/advanced-features
A description of how to send the bug surveillance data to Sentry and capture LLM-observable data using Langfuse. A single configuration can form a complete production monitoring technology warehouse。

(official, free level)
Links:https://sentry.io/
Apply a standard tool for bug tracking. It can be used online to inform you of errors at first instance, rather than waiting for feedback from users。

Vercel Analytics (official, free of charge)
Links:https://vercel.com/docs/analytics
Vercel's built-in website analysis tool, enabled with one key. You can view page views, performance indicators and Core Web Vitals。

3. Select your direction

By the sixth month, you've had basic skills. The next question is: Which direction are you going in

There are three viable paths, and you need to choose the one that best fits your goal。

Direction 1: Product builder, i.e. Indie Hacker

Suitable to people: independent founders, entrepreneurs, independent developers, and people who want to build and sell their own products。

This is Vibe Code's most common path. You're not looking for a job, but you're publishing products that generate income。

2026 Indie Hacker Polytechnic

Lovable or Bolt: for rapid prototype development and early validation

Cursor 3.0 + Claude Code: for formal construction and depth customization

Supabase: Database and accreditation

Stripe: Payments

Vercel: deployment

PostHog: User analysis。

Types of variable applications of concern in 2026

SaaS Microtool
Only one very specific problem was solved, with a subscription of $5-25 per month。

AI wrapper
A CERTAIN LLM CAPABILITY IS ENCAPSULATED IN A CLEAR, SPECIFIC, SUB-MARKET UI。

Directory or market platform
Can not get message: %s %s。

Enterprise in-house tools
Automation of a job currently performed manually by an enterprise using a form。

Resources

Indie Hackers (free community)
Links:https://www.indiehackers.com/
Real founders share income data, build logs and lessons learned. It is one of the sources of high signal information about what really sells and what is priced。

Stripe Docs: Payments Quickstart
Links:https://stripe.com/docs/payments/quickstart
Official guide on how to add Stripe Checkout for one-time payments and subscriptions. You can have AI "subscribe to an integration of the X dollar per month" and then use this guide to verify what it generates。

PostHog Getting Started
Links:https://posthog.com/docs
Open source product analysis tool. You can track user behavior, convert funnels, retain and function switches, so you know what really works。

DIRECTION 2: AI PRODUCT ENGINEER

SUITABLE TO THE POPULATION: PERSONS WISHING TO ENTER A START-UP COMPANY OR A TECHNOLOGY COMPANY FOR THE DEVELOPMENT OF AI PRODUCTS。

A collection of works in this direction

build a "chat with your docs" product。

USERS CAN UPLOAD 10-20 PDF FILES AND APPLY PERMISSION TO ASK QUESTIONS BASED ON THESE DOCUMENTS AND GET ANSWERS WITH QUOTED SOURCES. IT SHOULD BE A FULL-SCALE APPLICATION, DEPLOYED AND SHARED。

By 2026, this is one of the highest signal collections you can show employers or clients。

Resources

LlamaIndex: RAG Investment
Links:https://developmenters.llamaindex.ai/python/framework/understance/rag/
Builds one of the fastest paths for the document question and answer system。

LangChain Academy: Introduction to LangGraph
Links:https://academy.langchain.com/courses/intro-to-langgrap
LangGraph is officially free of charge. LangGraph is one of the mainstream Agent programming frameworks, covering state management, memory, human participation loops and multiple Agent collaborations。

Vercel AI SDK (official document free of charge)
Links:https://sdk.vercel.ai/docs
A few codes can be used for any Next.js application to add streaming chats, structured generation and tool call capabilities. Support for more than 20 AI providers。

Vibe Coding to Agency AI: The Next Evolution of Programme
Links:https://www.youtube.com/watch?v=LHAvPwolz8U
An overview of how this area moves from a random Vibe Coding to a structured system capable of autonomous planning, implementation and validation. This is also the direction in which the job market is moving。

MindStudio: What Is Agency Engineering
Links:https://www.mindstudio.ai/blog/what-is-attic-engineering/
Clear explanation of the transition from Vibe Coding to Agency Engineering. By 2026, this was the competency paradigm in which many employers were recruiting。

DIRECTION III: AI AUTOMATION ADVISER

Suitable to the population: persons who wish to serve the enterprise immediately, including freelancers, consultants or those who wish to establish an agency service company。

Enterprises are willing to pay real money for AI automation because it can replace expensive, repetitive, manual processes. This is one of the fastest-paying paths to the Vibe Coding skills。

The most common and valuable automation scene

AI MAIL SORTING AND AUTOMATIC RESPONSE

Potential client screening and individualized outreach

Document extraction and processing

A customer robot based on the knowledge base

CRM DATA COMPLETION AND CLEANSING

Invoices and contract processing。

Resources

n8n Documentation (free, open source)
Links:https://docs.n8.io/
Visualized workflow automation tool, original supports AI nodes. You can connect LLM to over 400 integrations, including Slack, Gmail, Notion, HubSpot, Airtable, etc. The hosting version is completely free of charge。

9n Full Course; 6 Hours (YouTube, free of charge)
Links:https://www.youtube.com/watch?v=QoQBzR1NIqi
Full n8n course covering AI workflow automation from primary to advanced。

Make
Links:https://www.make.com/
Visualized automated platform. For complex multi-step workflows, it's stronger than Zapier。

Automation Builders: Vibe Coding to Agency AI (YouTube, free of charge)
Links:https://www.youtube.com/watch?v=LHAvPwolz8U
Description of how automated builders combine the n8n, OpenAI and Vibe Coding tools with end-to-end enterprise automation processes。

A collection of works in this direction

Build an end-to-end automated process for potential customer screening and outreach:

Import leads from CSV or Airtable

USING LLM TO STUDY EACH POTENTIAL CUSTOMER AND DETERMINE THE MATCH ACCORDING TO THE DESIRED CUSTOMER IMAGE

rating and sorting for leads

Drafting personalized outreach messages in each other ' s tone

Write all results and status, notes back to the original table。

This is a real, costable automation project for which businesses do pay。

Feeding: developing mobile applications with Vibe Coding

All previous contents are defaulted on you building Web application. Most Vibe Coder did the same。

But if your idea is a mobile application, which is a product that users need to install on a mobile phone, it's different. Before the beginning of the first month, it is worth understanding this ecology。

Real status of the 2026 moving end

Moving development is harder than Web development. The reasons are very specific: React Nature depends on a larger and more vulnerable tree. AI occasionally generates codes that assume that some package versions are compatible, but actual versions may conflict; iOS and Android simulators need local configuration and AI cannot be fully managed for you; testing mobile UIs either requires real machines or simulators cannot be previewed directly in browsers like Web; Expo significantly simplifys the process but introduces its own limitations。

If you want to build a mobile application, the recommended configuration is:

Frame: React Nature + Express, working work

Tool chain: Expo Router for navigation, based on file route, similar to the Next.js App Router model

AI tools: Claude Code + Cursor, the same tool as Web, which supports React Nature well

start template: npx create-expo-app or create-rn-new to generate configured scaffolds

Preview: The fastest feedback loop is the preview of Express Go App on a physical phone via a two-dimensional code。

Resources

Vibe Coding a Mobile App from 0 to Market
Links:https://www.youtube.com/watch?v=SzmXEOozpFg
A complete demonstration of how to build a fitness tracking application from zero using Claude Code + Cursor + React Nature + Express Router. The content covers Figma-to-spec workflows, Claude Code phases, and how to deal with Expo dependence in real time。

Build a React Nature App with Vibe Coding in 2026
Links:https://blog.vibecoder.me/bild-react-nate-app-vibe-coding
A step-by-step presentation on setting up the Expo project, writing the project brief and using Claude Code to implement the phased mobile application build plan。

React Nature Vibe Code SDK (free, open source)
Links:https://github.com/react-native-vibe-code/react-native-vibe-code-sdk
An open source IDE designed for the construction of React Nature and Expo applications through natural language tips. It can be understood as the closest tool to Loveable in mobile-end development。

Expo Documentation
Links:https://docs.expo.dev/
Expo configuration, Router and equipment API core reference. It is recommended that this document be opened in the browser while using the AI tool。

The most important suggestion is to paste the examples folder of the Expo library to Google AI Studio each time you start moving an AI session so that Gemini can use the context window to generate documents based on these examples. Then use the document in the hint, rather than expect the model to know the current API。

THE API OF THE MOBILE TERMINAL IS CHANGING RAPIDLY, AND TRAINING DATA USUALLY LAG BEHIND REALITY。

Feeding: complete tool maps — all the major tools that existed in 2026

This guide recommends Cursor 3.0 and Claude Code as the main tools. By 2026, however, the complete tool chart had been significantly expanded and different tools were suitable for different scenarios. Here's a more complete picture。

Terminal/ CLI Agent

Claude Code
Anthropic's terminal progent. It's best for a full-code repository of reasoning and warehouse-level tasks。

Gemini CLI
Open-source terminal for Google. A free alternative to Claude Code has a large context window。

OpenCode
Community Open Source CLI Agent. Portable models, more flexible costs。

Factory Droid
Autonomous software engineering Agent, for enterprise CI/CD automation。

Among them, Gemini CLI deserves special mention because it is completely free and open. It uses a 1 million token context window of Gemini 3.5 Pro, which is larger than Claude Code。

Installation:

@google/gemini-cli

Then run:

gemini

can be used. You can use it as a free alternative to a context-based mission, or you can use it as a second reviewer instead of the step of "hand pasting to Gemini" in the fourth month of work stream。

OpenAI Codex, the new cloud encoder Agent, instead of the old model, is now available as cloud encoded Agent in ChatGPT and is performing a different task. It's different from Claude Code: Codex runs in the clouds, not locally. You can access through the ChatGPT sidebar。

AI PROGRAMMING IDE EXTENSION LIST

Cursor 3.0
Supports Agens Windows and parallel cloudsAgent. Free version / $20 per month。

Windsurf
Cascade Agent, acquired by Google, is more entrepreneurial. Free version / $15 per month。

GitHub Copilot
Almost everywhere, VS Code, Jetbrains, Xcode, Neovim. Free version / $10 per month。

Cline
Open source, bring your own model. Free of charge and paid for by API token。

Google Antigravity
There are multiple Agent Manager View, which can be constructed in parallel. Price to be determined。

Zed
PERFORMANCE FIRST, ORIGINAL TO AI FROM THE BEGINNING. FREE。

Kilo Code
VS Code plugin, open source, supporting all mainstream providers. Free。

Continue
Open Source Copilot Alternative, Support VS Code and Jetbrains. Free。

Resources

Datacamp: Top 15 Building Tools to Build Master in 2026
Links:https://www.datacamp.com/blog/top-vibe-coding-tools-to-build-faster
One of the most complete tools in 2026, covering CLI Agent, AI IDE, browser builder and specialized tools. It gives a concise suggestion that the browser should give priority to v0, the editor to Codex, the full-power scenario to Cursor, and the terminal to Claude Code。

The Ultimate Vibe Coding Guide (Full Court Tutorial 2026) (Youtube, free of charge)
Links:https://www.youtube.com/watch?v=KO vCL1Zhpi
3 Hour master ' s course, one-time coverage of Cursor, Codex, Antigravity, Claude Code, Loveable, Bolt, Supabese, Vercel, Figma Stitch, V0 and MCP servvers. By May 2026, it was one of the most complete single video resources。

Full Course 2026 (Youtube, free)
Links:https://www.youtube.com/watch?v=BpOsHF5Oj I
Describe how to build Web applications, desktop applications and iOS applications from the same code library using Codex and Firebase. Published in May 2026. They are suitable for beginners who want to cover multiple platforms, but do not want to switch technology stores frequently。

Feeding: communities worth joining

The fastest learning often occurs in communities where people share in real time what they are building. The following are communities that were still active as of mid-2026。

Loveable Discord (free of charge)
Links:https://lovable.dev/community
With more than 160,000 members, covering all time zones, is one of the most active Vibe Coding communities in 2026. Real-time help, weekly activities, and online project display channels。

r/vibecoding (free of charge, Reddit)
Links:https://www.reddit.com/r/vibecoding/
Vibe Coding Community Gathering. Here are project presentations, tool comparisons, debugging help, and real stories of failure you can't see in YouTube。

Cursor Forum (official free community)
Links:https://forum.cursor.com/
Cursor's official community, where engineering teams will read and respond. The "Built with Cursor" poster is one of the best sources for finding real project cases and understanding practical difficulties。

Build in Public Strategy for Vibe Coders
Links:https://www.youtube.com/watch?v=ke6oxy8Z7C4
Open Building Strategy Guide for Vibe Code: What to post, when, how to transform a project construction process into a target audience, and how to accelerate your next release。

Postiv AI: Vibe Coding to SaaS Pipeline
Links:https://postiv.ai/blog/vibe-coding-marking
Covers the complete process after the product is completed: validates the business model, develops the dissemination strategy, and uses LinkedIn and X to distribute the products you already have online。

Karo Zieminski: Vibe Coding Hub 2026 (free of charge, Substack)
Links:https://karozieminski.substack.com/p/vibecoding-resources-hub
Record more than 15 hands-on guides covering Vibe Coding, specification-driven development and AI support product construction, complete builder path: basic, production, safety, debugging and tool selection. It is one of the more complete single-page resource centres on Substack。

0xMinds: The Complete Guide to AI-Powered Development
Links:https://0xminds.com/blog/guides/vibe-coding-complete-guide-2026
A complete 2026 guide covering the use of data, six stages of construction workflow, i.e. conceptualization of context generation, review of optimized publication, and multiple Agent layouts and direct access to base configuration lists。

Augment Code: Vibe Coding vs Spec-Driven Development (free guide)
Links:https://www.augmentcode.com/guides/vibe-coding-vs-spec-diven-development
To provide a clear decision-making framework to help judge when it is appropriate for pure Vibe Coding and when specifications should be used to drive development. The article also describes the "three-month wall" that is common to the Vibe Coding project and how to identify when to switch mode。

How to really use this road map

Most people who read this article will not really finish it. Not because the content was too difficult, but because they would treat it as a reading list rather than as a construction plan。

Vibe Coder, a true success in 2026, usually has three common habits:

They publish products, not just learning。
EACH MONTH ' S MILESTONE SHOULD END WITH A DEPLOYED PROJECT, A REAL AND ACCESSIBLE URL, RATHER THAN A COMPLETED COURSE. SIX IMPERFECT BUT PUBLISHED PRODUCTS OUTNUMBER 20 COMPLETED COURSES。

They're publicly built。
Publishs your build process on X, LinkedIn or any target user's platform. For example, "The first day of building X" and "I'm on X, this is what I learned." The best opportunities in this area usually come from visibility rather than from the CV。

They shrink first, then they widen。
Only one tool was selected in the first six months, such as Cursor or Claude Code; a technology warehouse, such as Next.js + Supabese + Vercel; and a direction, such as product builder, AI engineer or automated consultant. Deeper than wide. When you actually publish three things, you expand the scope。

The article was compiled by the author on the basis of six-month notes and personal practice paths and edited by the AI Model Minimax and Opus 4.6。

[ Chuckles ]Original Link]