VibeCode Wiki: AI development knowledge base

Media Buyer | Binary Options / Trading ☄️ ☄️ Вакансия Универсал Middle/Senior Python разработчик Вакансия Программирование Senior React Developer Вакансия Программирование Дизайнер для оформления постов в Telegram Разовая задача Дизайн

$ course chat Course chat is open Share ideas, questions, and feedback on the materials so the program matches real practice.

$ tail ./news/

News and updates

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Autonomous agents

7/11/2026 14 min

How to Test an AI Agent: Golden Tasks, Pass Rate, Cost and Regression

Practical guide to evals AI-agents: golden tasks, tool call verification, pass rate, cost, latency, model graders and regression gate before release.

How to write code with AI

7/10/2026 20 min

ADR in simple words: how to fix architectural solutions so that AI does not break the project

The code shows how the project works now, but it almost never explains why it works that way. ADR retains the context of architectural decisions and prevents a person or AI agent from accidentally returning an already rejected option.

Server and logic

7/10/2026 22 min

GRASP in simple words: 9 principles that help to allocate responsibility in code

What is GRASP and how to put the nine principles of design into practice. We analyze Information Expert, Creator, Controller, Low Coupling and other patterns using the example of TypeScript.

News

7/9/2026 13 min

GPT-5.6 came out: benchmarks Sol, Terra and Luna vs GPT-5. 5

OpenAI opened GPT-5.6 in ChatGPT, Codex and API. We compare Sol, Terra and Luna to GPT-5.5 in terms of code, agent tasks, price and main benchmarks. On July 9, OpenAI shared the GPT-5.6 family in ChatGPT, Codex and API. This time, the release consists of three models at once: the flagship Sol, the balanced Terra and the more affordable Luna.

News

7/8/2026 10 min

GPT-5.6 Sol, Terra, Luna: July 9 public release – all that is known at the time of release

On July 9, 2026, OpenAI will open access to GPT-5.6 Sol, Terra and Luna. We analyze all the confirmed data: the capabilities of three models, prices, benchmarks, the new ultra mode, Sol on Cerebras with 750 tokens / sec, the history with state approval and the reaction of the community in the prediction markets.

Reference

7/3/2026 17 min

How to reduce the consumption of Claude tokens: a complete guide for developers and vibcoders

A practical guide to reducing the consumption of Claude and Claude Code tokens: task model selection, effort levels, prompt caching (-90% on repeated requests), context management, subagents, /compact, MAX THINKING TOKENS. Real cases: -72% of the team expenses for 3 months.

news.log

GPT-5.6 came out: benchmarks Sol, Terra and Luna vs GPT-5. 5 7/9/2026 · updated GPT-5.6 Sol, Terra, Luna: July 9 public release – all that is known at the time of release 7/8/2026 · updated Sonnet 5 out, Fable 5 back: Anthropic closes June with double-hit 7/2/2026 · updated The U.S. government will approve access to GPT-5.6 for every customer: an unprecedented solution 6/26/2026 · updated Codex Continues to Fail on June 25: What Really Happens Is a One-time Failure or a Chronic Quotas Problem 6/25/2026 · updated GPT-5.6: What's confirmed and what's just a rumor - reviewing all sources before the proposed release 6/24/2026 · updated

$ leadbot --latest

Latest jobs

Fresh jobs and one-off tasks from Telegram parsing and customer submissions.

$ open ./jobs/ $ publish job

Вакансия Telegram SMM HOT

Опыт в SMM

Region: УдаленноBudget: 60 000 ₽

Опыт в SMM, запусках, прогревах и маркетинге от 3 лет. Опыт в нише психологии и понимание аудитории предпринимателей. Умение видеть проект целиком и связывать контент с продажами. Сильный копирайтинг и умение передавать стиль и смыслы эксперта.

Open source

Вакансия Telegram Универсал

Media Buyer | Binary Options / Trading ☄️ ☄️

Region: Удаленно

Ищем специалистов в команду! Сейчас открыты две позиции : ✨ Facebook Media Buyer — работа со всеми GEO. ✨ VK Media Buyer — работа с RU-трафиком. Запускать и масштабировать рекламные кампании в Facebook или VK

Open source

Вакансия Telegram Программирование

Middle/Senior Python разработчик

Staffcop Enterprise

Region: Регион не указанFormat: УдаленноType: Full-timeExperience: middle+

PythonDjangoPostgreSQLLinux

Middle/Senior Python разработчик. Грейд: Middle/Senior. Стек: Python, Django, PostgreSQL, Linux, AI agents, Prompt engineering. Разработка и развитие серверной части продукта Staffcop Enterprise: сбор и хранение данных, управление конфигурациями агентов,...

Open source

Вакансия Telegram Программирование

Senior React Developer

Asterium

Region: Регион не указанFormat: ОфисType: Full-timeExperience: senior

ReactJavaScriptTypeScriptHTML5

Asterium — динамично развивающаяся крипто-экосистема. Мы ищем опытного Senior React-разработчика, который возглавит фронтенд-разработку платежных виджетов, мерчант-порталов и криптопроцессинговых интерфейсов.

Open source

Разовая задача Telegram Дизайн

Дизайнер для оформления постов в Telegram

Region: Регион не указанFormat: УдаленноType: Фриланс

ДизайнОформление постов

Ищу дизайнера, который придумает оформление для постов в Telegram-канале по интерактивам и т.д., чтобы потом под это оформление подгонять другой текст. Можно просто одно оформление текста и все. Оплата рубли или звезды.

Open source

Вакансия Telegram Универсал

Редактор онлайн-магазинов в соцсетях

Редактор

Region: Регион не указанBudget: 2000₽ в деньFormat: УдаленноType: Part-time

Нужен редактор онлайн-магазинов в соцсетях. Обязанности: загружать фото и описание товаров, чистить негативные комментарии и спам. Оплата: 2000₽ в день за 3-4 часа работы.

Open source

$ join vibe dev

$ entry --scenarios

Start from zero The safe route from basic terms to the first working project.

Set up workspace Editors, agents, local models, utilities, and daily tool setup.

Code with AI Prompts, AGENTS.md, tests, reviews, and controlled agent changes.

Build a Telegram bot Bot flows, architecture, AI connection, storage, and launch.

Make a site Pages, UX flows, interface quality, and frontend implementation.

Connect APIs Webhooks, rate limits, retries, MCP, and stable integrations.

Set up data Supabase, PostgreSQL, Redis, traces, storage, and migrations.

Secure a project Database protection, SQL injection, dependency checks, and secrets.

Ship to production Deploy, domain, SSL, environment variables, and checks after launch.

Find a job Open community tasks, vacancies, budgets, and signals from LeadBot.

$ cat start.md

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Where to start

1/31/2026 7 min

What is Vibcoding and who is it suitable for

We understand what Vibecode is, how development works through AI assistants and who is suitable for this approach: developers, designers, entrepreneurs and beginners without programming experience.

Where to start

1/31/2026 7 min

How to Develop with AI: Basic Workflow

We understand how the development with AI is arranged in practice. Step by step, we explain the work cycle: idea → prompt → code generation → start → fixes → depletion, as well as the role of the LLM, developer and runtime environment.

Where to start

1/31/2026 6 min

Minimum stack to start development with AI

Minimum stack for starting development with AI: what tools are really needed - AI-IDE, runtime, Git and a platform for deployment. A brief overview of the following steps.

Where to start

1/31/2026 6 min

Первый проект через универсальные промпты: Telegram-бот

A practical example of the first project through AI: create a simple Telegram bot with almost no manual code, using universal prompts. Full cycle - from idea to launch.

Where to start

1/31/2026 4 min

Typical beginner illusions: “AI will do anything”

We analyze the typical mistakes of beginners when developing through AI. Why Bad Prompts Break Projects, What Chaotic Architecture Leads to, and Why Start Logging.

How to write code with AI

2/18/2026 8 min

Git Worktree: параллельные ветки без конфликтов в одном репозитории

Практический гайд по Git Worktree: как вести несколько задач параллельно, не ломать основной поток разработки и безопасно переключаться между фичами и фиксами.

$ ls ./wiki/

All Wiki sections

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Where to start/ Start section for beginners: key concepts, first steps, frequent errors and a safe route from idea to first result.

31 articles Start

Workplace/ How to assemble a convenient workspace for development with AI: editor, terminal, extensions, habits and basic process organization.

16 articles Start

How to write code with AI/ Approaches to AI development: how to formulate tasks, monitor results, validate code, and turn model responses into a working system.

6 articles Start

Telegram bots/ Telegram bot development scenarios: architecture, UX dialogues, AI connection, command processing and bot launch in production.

8 articles

Data and storage/ How to select and connect databases and storage, design schemas, make backups, and keep the data in order as the project grows.

6 articles

Server and logic/ Backend and server logic: routes, business rules, queues, background tasks, API layer and observability in a combat project.

5 articles

Interface and sites/ About interfaces and sites: page structure, UX threads, adaptability, component states and neat implementation on the frontend.

5 articles

Users and entry/ User authentication and access: registration, login, roles, sessions, OAuth and basic rules for protecting accounts.

1 article

Integrations and APIs/ Integration between services and APIs in practice: HTTP, webhooks, limits, authorization, retros and stable operation of external dependencies.

8 articles

Payments and subscriptions/ Payments and subscriptions in the product: provider choice, basic billing scenarios, payment error handling and subscription lifecycle control.

2 articles

Security/ Clear security parsing without paranoia: how to store keys, restrict access, check risks and not break the product.

8 articles

Launch and hosting/ Start the project in the product: depot, domain, SSL, environment variables, CI / CD and basic monitoring after publication.

8 articles

Automation/ Automation practices for personal and team tasks: from simple scripts and cron to pipelines, agents, and secure pre-release checks.

3 articles

Projects/ Analysis of real projects and cases: how to make architectural decisions, assess risks and bring tasks to a working result.

1 article

Reference/ Reference materials and terms: short explanations of key concepts to navigate articles and technical discussions faster.

6 articles

News/ News and important updates from the world of AI and development: tool releases, platform changes and their practical impact on work.

60 articles

SEO and promotion/ Section on how to attract traffic and scale a project: technical SEO, site structure, key queries, content strategy, link building and analytics. Practical instructions and working schemes for growth without gray methods and with measurable results

7 articles

Autonomous agents/ Now AI does not just write code according to your description, but thinks, plans and does all the work from start to finish. Without your constant supervision.

5 articles

GitHub/ Section with useful GitHub repositories for vibcoding: AI-agents, development tools, automation, web stack and practical libraries that are useful or worthy of attention.

12 articles